Refresh transformers dataset snapshot 20260706T180017Z

README.md

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 - eval set creation
 
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-      "live_refetch_skipped": false,
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-      "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "very high",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "high recent PR volume; very broad repo spread; high open PR share",
-      "public_orgs": [],
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-            "title": "Make doc builds faster",
-            "url": "https://github.com/huggingface/transformers/pull/47099",
-            "state": "closed",
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@@ -21860,13 +21772,13 @@
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       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": true,
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+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
-      "report_reason": "first_seen_in_snapshot",
-      "enrichment_source": "live",
-      "live_refetch_skipped": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
       "account_age_days": 3567,
       "young_account": false,
       "follow_through_score": "weak",
@@ -21892,7 +21804,7 @@
             "number": 47098,
             "title": "Fix grammar in PreTrainedConfig description",
             "url": "https://github.com/huggingface/transformers/pull/47098",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-07-06T07:32:26Z"
@@ -22935,12 +22847,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asshivampeta",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asshivampeta",
       "repo_first_seen_at": "2026-07-04T17:25:37Z",
-      "repo_last_seen_at": "2026-07-04T19:01:22Z",
+      "repo_last_seen_at": "2026-07-06T16:37:18Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 2,
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       "repo_association": "FIRST_TIME_CONTRIBUTOR",
@@ -22992,12 +22904,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asubin9",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asubin9",
       "repo_first_seen_at": "2026-07-02T05:11:17Z",
-      "repo_last_seen_at": "2026-07-06T00:50:07Z",
+      "repo_last_seen_at": "2026-07-06T15:50:45Z",
       "repo_primary_artifact_count": 1,
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       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
@@ -23614,63 +23526,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "YousefZahran1",
-      "name": "Youssef Ashraf Hassan Ibrahim",
-      "profile_url": "https://github.com/YousefZahran1",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYousefZahran1",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYousefZahran1",
-      "repo_first_seen_at": "2026-05-07T16:00:57Z",
-      "repo_last_seen_at": "2026-05-07T16:00:57Z",
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-      "breadth_score": "moderate",
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-      "heuristic_note": "high open PR share",
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-            "number": 45830,
-            "title": "fix: raise ValueError when num_beams \u00d7 vocab_size exceeds torch.multinomial limit",
-            "url": "https://github.com/huggingface/transformers/pull/45830",
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     {
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       "name": null,

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260706T120021Z`
-- Generated: `2026-07-06T12:02:06Z`
+- Snapshot: `20260706T180017Z`
+- Generated: `2026-07-06T18:03:13Z`
 - Activity window: `60d`
-- Contributors: `349`
+- Contributors: `347`
 
 ## Summary
 
@@ -14,7 +14,7 @@
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 102 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 101 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-07-19T13:27:51Z` | 100 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 73 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
+| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 74 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 58 | 2 | mixed | low | low | targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 50 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
@@ -25,11 +25,11 @@
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 36 | 20 | strong | low | low | targets high-star repos |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 35 | 4 | strong | moderate | low | high recent PR volume |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
+| `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 31 | 0 | strong | low | low | targets high-star repos |
 | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3752d | `2025-08-10T08:43:09Z` | 30 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
-| `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 30 | 0 | strong | low | low | targets high-star repos |
+| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 28 | 4 | strong | low | low | — |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 28 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 27 | 14 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
-| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 27 | 4 | strong | low | low | — |
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 27 | 0 | n/a | n/a | n/a | summary unavailable |
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 22 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 21 | 0 | strong | moderate | low | — |
@@ -39,8 +39,8 @@
 | `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | NONE | ?d | `2026-05-13T06:40:41Z` | 20 | 0 | n/a | n/a | n/a | summary unavailable |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 20 | 0 | mixed | moderate | low | — |
 | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 16 | 1 | weak | moderate | low | high open PR share |
+| `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 15 | 0 | mixed | low | low | high open PR share |
 | `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
-| `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 13 | 0 | mixed | low | low | high open PR share |
 | `Rohan5commit` | [profile](https://github.com/Rohan5commit) | no | FIRST_TIME_CONTRIBUTOR | 636d | `2026-06-12T06:11:19Z` | 13 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 | `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 12 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 11 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -122,9 +122,11 @@
 | `Jaeyo314` | [profile](https://github.com/Jaeyo314) | no | FIRST_TIMER | 289d | `2026-05-26T16:18:11Z` | 2 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `Jatinverma0786` | [profile](https://github.com/Jatinverma0786) | no | FIRST_TIME_CONTRIBUTOR | 2165d | `2026-07-05T03:47:16Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `JulietChinenyeDuru` | [profile](https://github.com/JulietChinenyeDuru) | no | NONE | 357d | `2026-06-05T04:17:33Z` | 2 | 0 | weak | low | low | young account; high open PR share |
-| `lcheng321` | [profile](https://github.com/lcheng321) | no | FIRST_TIME_CONTRIBUTOR | 2614d | `2026-06-20T07:49:11Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `Kropiunig` | [profile](https://github.com/Kropiunig) | no | CONTRIBUTOR | 2665d | `2026-06-27T21:52:44Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `lcheng321` | [profile](https://github.com/lcheng321) | no | CONTRIBUTOR | 2614d | `2026-06-20T07:49:11Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Mamiglia` | [profile](https://github.com/Mamiglia) | no | CONTRIBUTOR | 3093d | `2026-05-08T16:06:43Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `meatybobby` | [profile](https://github.com/meatybobby) | no | CONTRIBUTOR | 4220d | `2026-06-04T18:30:50Z` | 2 | 0 | weak | low | low | high open PR share |
+| `mishig25` | [profile](https://github.com/mishig25) | no | MEMBER | 4108d | `2026-07-06T07:52:12Z` | 2 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
 | `MosadCreates` | [profile](https://github.com/MosadCreates) | no | NONE | 586d | `2026-06-27T13:49:21Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `mulkymalikuldhrs` | [profile](https://github.com/mulkymalikuldhrs) | no | NONE | 416d | `2026-06-10T22:54:43Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 | `nileshpatil6` | [profile](https://github.com/nileshpatil6) | no | CONTRIBUTOR | 1148d | `2026-05-16T14:53:41Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
@@ -139,14 +141,12 @@
 | `w-Jessamine` | [profile](https://github.com/w-Jessamine) | no | FIRST_TIME_CONTRIBUTOR | 980d | `2026-06-28T20:34:00Z` | 2 | 0 | weak | moderate | low | high open PR share |
 | `XananasX7` | [profile](https://github.com/XananasX7) | no | NONE | 116d | `2026-06-28T03:40:37Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share |
 | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 3012d | `2025-12-02T16:00:11Z` | 19 | 7 | strong | high | low | high recent PR volume; broad repo spread; targets high-star repos |
-| `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 596d | `2025-06-12T08:51:40Z` | 7 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 6 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3900d | `2026-01-21T06:14:39Z` | 5 | 4 | weak | low | low | high open PR share; targets high-star repos |
 | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
-| `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 4 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 4 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 3 | 2 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `bhargav-patel-29` | [profile](https://github.com/bhargav-patel-29) | no | FIRST_TIME_CONTRIBUTOR | 267d | `2026-02-05T02:43:45Z` | 3 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -175,7 +175,7 @@
 | `anxovatomica` | [profile](https://github.com/anxovatomica) | no | NONE | 3464d | `2026-05-12T13:01:28Z` | 1 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `atharv1945` | [profile](https://github.com/atharv1945) | no | CONTRIBUTOR | 1082d | `2026-06-15T10:52:55Z` | 1 | 1 | strong | low | low | targets high-star repos |
 | `c1prk` | [profile](https://github.com/c1prk) | no | CONTRIBUTOR | 2143d | `2026-06-23T06:34:53Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `evnsnclr` | [profile](https://github.com/evnsnclr) | no | FIRST_TIME_CONTRIBUTOR | 1082d | `2026-07-04T15:08:32Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `evnsnclr` | [profile](https://github.com/evnsnclr) | no | NONE | 1082d | `2026-07-04T15:08:32Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Heatdh` | [profile](https://github.com/Heatdh) | no | FIRST_TIME_CONTRIBUTOR | 2060d | `2026-07-01T21:42:33Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `jshn9515` | [profile](https://github.com/jshn9515) | no | NONE | 214d | `2026-05-29T22:55:56Z` | 1 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `julien-gadonneix` | [profile](https://github.com/julien-gadonneix) | no | NONE | 987d | `2026-06-02T15:31:42Z` | 1 | 1 | mixed | low | low | high open PR share |
@@ -199,7 +199,7 @@
 | `aaronmjz` | [profile](https://github.com/aaronmjz) | no | FIRST_TIMER | 1072d | `2026-05-10T17:17:58Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `abcd1927` | [profile](https://github.com/abcd1927) | no | CONTRIBUTOR | 2561d | `2026-05-18T08:06:44Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `abderahmane-ai` | [profile](https://github.com/abderahmane-ai) | no | NONE | 294d | `2026-06-18T22:40:41Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
-| `abhishekkapoorx` | [profile](https://github.com/abhishekkapoorx) | no | FIRST_TIME_CONTRIBUTOR | 1898d | `2026-07-04T09:19:12Z` | 1 | 0 | strong | low | low | — |
+| `abhishekkapoorx` | [profile](https://github.com/abhishekkapoorx) | no | CONTRIBUTOR | 1898d | `2026-07-04T09:19:12Z` | 1 | 0 | strong | low | low | — |
 | `adhavan18` | [profile](https://github.com/adhavan18) | no | NONE | 1585d | `2026-06-15T11:44:11Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `Aditya-ad48` | [profile](https://github.com/Aditya-ad48) | no | FIRST_TIME_CONTRIBUTOR | 705d | `2026-05-24T09:20:39Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `adityasingh2400` | [profile](https://github.com/adityasingh2400) | no | NONE | 2313d | `2026-05-21T11:23:35Z` | 1 | 0 | weak | high | medium | extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
@@ -213,7 +213,7 @@
 | `andreay99` | [profile](https://github.com/andreay99) | no | NONE | 1374d | `2026-05-09T02:34:44Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `AndriyVohar` | [profile](https://github.com/AndriyVohar) | no | FIRST_TIME_CONTRIBUTOR | 1197d | `2026-06-06T15:59:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `andylin-hao` | [profile](https://github.com/andylin-hao) | no | CONTRIBUTOR | 3162d | `2026-06-04T03:53:20Z` | 1 | 0 | strong | moderate | low | — |
-| `anshjaiswal12` | [profile](https://github.com/anshjaiswal12) | no | FIRST_TIME_CONTRIBUTOR | 2036d | `2026-07-05T13:26:56Z` | 1 | 0 | weak | high | low | high recent PR volume; broad repo spread; high open PR share |
+| `anshjaiswal12` | [profile](https://github.com/anshjaiswal12) | no | NONE | 2036d | `2026-07-05T13:26:56Z` | 1 | 0 | weak | high | low | high recent PR volume; broad repo spread; high open PR share |
 | `Apeksha23-hub` | [profile](https://github.com/Apeksha23-hub) | no | FIRST_TIME_CONTRIBUTOR | 79d | `2026-05-16T13:17:12Z` | 1 | 0 | mixed | low | low | very new account; no visible non-self stars; targets high-star repos |
 | `arnav-144p` | [profile](https://github.com/arnav-144p) | no | NONE | 634d | `2026-06-02T18:52:53Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `arnavnaik22` | [profile](https://github.com/arnavnaik22) | no | NONE | 597d | `2026-06-05T19:41:55Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
@@ -244,7 +244,7 @@
 | `delcenjo` | [profile](https://github.com/delcenjo) | no | CONTRIBUTOR | 121d | `2026-06-23T19:12:59Z` | 1 | 0 | strong | high | medium | young account; high recent PR volume; broad repo spread; no visible non-self stars |
 | `devteamaegis` | [profile](https://github.com/devteamaegis) | no | NONE | 43d | `2026-05-28T21:52:17Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `dfgvaetyj3456356-hash` | [profile](https://github.com/dfgvaetyj3456356-hash) | no | NONE | 3d | `2026-06-01T03:10:16Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
-| `divya234-hue` | [profile](https://github.com/divya234-hue) | yes | FIRST_TIMER | 553d | `2026-07-06T08:47:57Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `divya234-hue` | [profile](https://github.com/divya234-hue) | no | FIRST_TIMER | 553d | `2026-07-06T08:47:57Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `DiwanshuG` | [profile](https://github.com/DiwanshuG) | no | NONE | 1279d | `2026-05-22T10:39:02Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `EdoardoMosca` | [profile](https://github.com/EdoardoMosca) | no | NONE | 2778d | `2026-06-30T12:56:34Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `efazal` | [profile](https://github.com/efazal) | no | CONTRIBUTOR | 475d | `2026-06-22T22:56:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -275,7 +275,6 @@
 | `kfojcik-intel` | [profile](https://github.com/kfojcik-intel) | no | FIRST_TIME_CONTRIBUTOR | 1976d | `2026-05-18T08:12:12Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `kiankyars` | [profile](https://github.com/kiankyars) | no | NONE | 2112d | `2026-05-23T05:32:32Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share |
 | `kiwigitops` | [profile](https://github.com/kiwigitops) | no | CONTRIBUTOR | 81d | `2026-05-18T23:18:34Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
-| `Kropiunig` | [profile](https://github.com/Kropiunig) | no | CONTRIBUTOR | 2665d | `2026-06-27T21:52:44Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `kurtmckee` | [profile](https://github.com/kurtmckee) | no | CONTRIBUTOR | 6391d | `2026-06-12T11:41:21Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread; no visible non-self stars |
 | `lakshmiprasanna07` | [profile](https://github.com/lakshmiprasanna07) | no | FIRST_TIME_CONTRIBUTOR | 1219d | `2026-07-03T19:17:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `lalitha2410` | [profile](https://github.com/lalitha2410) | no | FIRST_TIMER | 1043d | `2026-05-17T13:42:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -285,6 +284,7 @@
 | `lianakoleva` | [profile](https://github.com/lianakoleva) | no | NONE | 2780d | `2026-05-13T17:04:37Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
 | `LiangSu8899` | [profile](https://github.com/LiangSu8899) | no | FIRST_TIME_CONTRIBUTOR | 3682d | `2026-07-01T10:41:28Z` | 1 | 0 | mixed | low | low | high recent PR volume |
 | `ltd0924` | [profile](https://github.com/ltd0924) | no | FIRST_TIME_CONTRIBUTOR | 3177d | `2026-06-11T11:21:38Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
+| `lxcxjxhx` | [profile](https://github.com/lxcxjxhx) | yes | FIRST_TIME_CONTRIBUTOR | 1034d | `2026-07-06T13:25:55Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `MaciejBalaNV` | [profile](https://github.com/MaciejBalaNV) | no | CONTRIBUTOR | 717d | `2026-05-21T19:47:46Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `malakazlan` | [profile](https://github.com/malakazlan) | no | FIRST_TIME_CONTRIBUTOR | 1214d | `2026-07-03T21:37:35Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `manavmax` | [profile](https://github.com/manavmax) | no | NONE | 1226d | `2026-06-03T07:57:11Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -295,7 +295,6 @@
 | `Mi-Jiazhi` | [profile](https://github.com/Mi-Jiazhi) | no | CONTRIBUTOR | 2414d | `2026-06-04T14:08:08Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Minato95-ayu` | [profile](https://github.com/Minato95-ayu) | no | FIRST_TIME_CONTRIBUTOR | 657d | `2026-06-16T07:26:24Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 | `mironable` | [profile](https://github.com/mironable) | no | FIRST_TIME_CONTRIBUTOR | 3559d | `2026-06-15T12:56:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `mishig25` | [profile](https://github.com/mishig25) | yes | MEMBER | 4108d | `2026-07-06T07:52:12Z` | 1 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
 | `msdsm` | [profile](https://github.com/msdsm) | no | FIRST_TIME_CONTRIBUTOR | 2197d | `2026-06-06T10:53:47Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `MushiSenpai` | [profile](https://github.com/MushiSenpai) | no | NONE | 143d | `2026-06-26T15:25:50Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `n0gu-furiosa` | [profile](https://github.com/n0gu-furiosa) | no | CONTRIBUTOR | 863d | `2026-06-04T05:04:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -322,7 +321,7 @@
 | `rodriguescarson` | [profile](https://github.com/rodriguescarson) | no | NONE | 4589d | `2026-07-02T17:18:05Z` | 1 | 0 | strong | very high | medium | high recent PR volume; very broad repo spread |
 | `saadkhaleeq610` | [profile](https://github.com/saadkhaleeq610) | no | NONE | 2359d | `2026-05-17T07:52:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `saitejabandaru-in` | [profile](https://github.com/saitejabandaru-in) | no | NONE | 564d | `2026-06-25T00:20:31Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
-| `samyuktahegde` | [profile](https://github.com/samyuktahegde) | yes | FIRST_TIME_CONTRIBUTOR | 3567d | `2026-07-06T07:32:26Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `samyuktahegde` | [profile](https://github.com/samyuktahegde) | no | NONE | 3567d | `2026-07-06T07:32:26Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Sanjays2402` | [profile](https://github.com/Sanjays2402) | no | FIRST_TIME_CONTRIBUTOR | 2554d | `2026-05-23T19:26:01Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `Sarimsaljook` | [profile](https://github.com/Sarimsaljook) | no | NONE | 1930d | `2026-06-27T01:05:09Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Saurav-Gupta-13` | [profile](https://github.com/Saurav-Gupta-13) | no | NONE | 1717d | `2026-06-05T16:58:41Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
@@ -353,7 +352,6 @@
 | `wangyi7099` | [profile](https://github.com/wangyi7099) | no | FIRST_TIME_CONTRIBUTOR | 3473d | `2026-06-11T00:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Yeuvoir` | [profile](https://github.com/Yeuvoir) | no | NONE | 639d | `2026-05-13T05:45:38Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `Yooniel` | [profile](https://github.com/Yooniel) | no | CONTRIBUTOR | 2080d | `2026-05-21T15:59:30Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `YousefZahran1` | [profile](https://github.com/YousefZahran1) | no | NONE | 870d | `2026-05-07T16:00:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `YuChangHui` | [profile](https://github.com/YuChangHui) | no | FIRST_TIME_CONTRIBUTOR | 2154d | `2026-07-06T02:04:32Z` | 1 | 0 | strong | low | low | — |
 | `yuekaizhang` | [profile](https://github.com/yuekaizhang) | no | CONTRIBUTOR | 3305d | `2026-06-08T05:30:02Z` | 1 | 0 | mixed | moderate | low | high open PR share |
 | `yyouretoast` | [profile](https://github.com/yyouretoast) | no | CONTRIBUTOR | 1077d | `2026-06-19T14:58:48Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
@@ -465,12 +463,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
 - repo first seen: `2024-07-19T13:27:51Z`
-- repo last seen: `2026-07-06T08:14:00Z`
+- repo last seen: `2026-07-06T16:48:39Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **100**
 - snapshot authored PRs/issues: **100 PRs / 0 issues**
-- snapshot discussion activity: **693 comments / 1129 reviews / 2421 review comments**
+- snapshot discussion activity: **694 comments / 1131 reviews / 2423 review comments**
 - account age: **1508 days**
 - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
 - public orgs: `huggingface`, `deeppavlov`
@@ -488,12 +486,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
 - repo first seen: `2024-02-08T22:19:09Z`
-- repo last seen: `2026-06-29T22:55:07Z`
+- repo last seen: `2026-07-06T17:46:44Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **75**
-- snapshot authored PRs/issues: **73 PRs / 2 issues**
-- snapshot discussion activity: **40 comments / 181 reviews / 315 review comments**
+- repo primary artifacts: **76**
+- snapshot authored PRs/issues: **74 PRs / 2 issues**
+- snapshot discussion activity: **41 comments / 185 reviews / 318 review comments**
 - account age: **2296 days**
 - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 - public orgs: `huggingface`
@@ -501,9 +499,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
+- [PR #47114: [docs] Custom code conversion mapping](https://github.com/huggingface/transformers/pull/47114) — open
 - [PR #46968: [docs] fix autolinks](https://github.com/huggingface/transformers/pull/46968) — open
 - [PR #46925: [docs] continuous batching (offloading behavior, max batch tokens, block size minimum)](https://github.com/huggingface/transformers/pull/46925) — open
-- [PR #46900: [docs] EP plan validation](https://github.com/huggingface/transformers/pull/46900) — closed, merged
 - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
 - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
 
@@ -539,12 +537,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
-- repo last seen: `2026-07-04T15:14:32Z`
+- repo last seen: `2026-07-06T13:07:06Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **60**
 - snapshot authored PRs/issues: **58 PRs / 2 issues**
-- snapshot discussion activity: **768 comments / 1416 reviews / 5800 review comments**
+- snapshot discussion activity: **769 comments / 1423 reviews / 5809 review comments**
 - account age: **1991 days**
 - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
 - public orgs: none visible
@@ -564,12 +562,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
 - repo first seen: `2024-09-02T13:41:47Z`
-- repo last seen: `2026-06-30T16:20:10Z`
+- repo last seen: `2026-07-06T16:31:36Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **52**
 - snapshot authored PRs/issues: **50 PRs / 2 issues**
-- snapshot discussion activity: **192 comments / 357 reviews / 487 review comments**
+- snapshot discussion activity: **192 comments / 358 reviews / 487 review comments**
 - account age: **2360 days**
 - recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
 - public orgs: `huggingface`
@@ -613,12 +611,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
 - repo first seen: `2023-02-27T14:00:41Z`
-- repo last seen: `2026-07-03T12:58:26Z`
+- repo last seen: `2026-07-06T15:24:04Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **47**
 - snapshot authored PRs/issues: **47 PRs / 0 issues**
-- snapshot discussion activity: **861 comments / 347 reviews / 236 review comments**
+- snapshot discussion activity: **880 comments / 350 reviews / 237 review comments**
 - account age: **3961 days**
 - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: `huggingface`
@@ -660,12 +658,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
 - repo first seen: `2024-10-21T07:08:47Z`
-- repo last seen: `2026-07-01T14:08:40Z`
+- repo last seen: `2026-07-06T16:51:49Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **37**
 - snapshot authored PRs/issues: **37 PRs / 0 issues**
-- snapshot discussion activity: **67 comments / 66 reviews / 41 review comments**
+- snapshot discussion activity: **70 comments / 67 reviews / 41 review comments**
 - account age: **3139 days**
 - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
 - public orgs: none visible
@@ -752,6 +750,29 @@ Example artifacts:
 - [PR #46128: Add SAM 3.1 to Transformers](https://github.com/huggingface/transformers/pull/46128) — open
 - [PR #46041: Fix post processing RF-DETR](https://github.com/huggingface/transformers/pull/46041) — closed, merged
 
+### `eustlb`
+
+- profile: [github.com/eustlb](https://github.com/eustlb)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
+- repo first seen: `2025-01-20T12:27:19Z`
+- repo last seen: `2026-07-06T17:17:58Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **31**
+- snapshot authored PRs/issues: **31 PRs / 0 issues**
+- snapshot discussion activity: **54 comments / 212 reviews / 369 review comments**
+- account age: **1607 days**
+- recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #47113: [fix] fix requirements audio feature and proc](https://github.com/huggingface/transformers/pull/47113) — open
+- [PR #46870: [NemotronAsrStreaming] fix pipeline](https://github.com/huggingface/transformers/pull/46870) — closed, merged
+- [PR #46865: [NemotronAsrStreaming] processor without modular](https://github.com/huggingface/transformers/pull/46865) — closed, merged
+
 ### `cyyever`
 
 - profile: [github.com/cyyever](https://github.com/cyyever)
@@ -775,28 +796,31 @@ Example artifacts:
 - [PR #46917: Remove deprecated training args](https://github.com/huggingface/transformers/pull/46917) — open
 - [PR #46579: Fix typos in code](https://github.com/huggingface/transformers/pull/46579) — closed, merged
 
-### `eustlb`
+### `IlyasMoutawwakil`
 
-- profile: [github.com/eustlb](https://github.com/eustlb)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
-- repo first seen: `2025-01-20T12:27:19Z`
-- repo last seen: `2026-07-03T14:58:26Z`
+- profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
+- repo first seen: `2025-07-04T08:41:29Z`
+- repo last seen: `2026-07-06T14:52:05Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **30**
-- snapshot authored PRs/issues: **30 PRs / 0 issues**
-- snapshot discussion activity: **54 comments / 206 reviews / 368 review comments**
-- account age: **1607 days**
-- recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
-- public orgs: none visible
+- repo primary artifacts: **32**
+- snapshot authored PRs/issues: **28 PRs / 4 issues**
+- snapshot discussion activity: **82 comments / 456 reviews / 421 review comments**
+- account age: **2354 days**
+- recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
+- public orgs: `huggingface`, `Chouafa`
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
+- heuristic read: **—**
 
 Example artifacts:
-- [PR #46870: [NemotronAsrStreaming] fix pipeline](https://github.com/huggingface/transformers/pull/46870) — closed, merged
-- [PR #46865: [NemotronAsrStreaming] processor without modular](https://github.com/huggingface/transformers/pull/46865) — closed, merged
-- [PR #46795: [fix][whisper]: fix max_new_tokens handling](https://github.com/huggingface/transformers/pull/46795) — open
+- [PR #47107: Fix MoE decode optimization for experts living in a submodel](https://github.com/huggingface/transformers/pull/47107) — open
+- [PR #47096: Exportable kimi](https://github.com/huggingface/transformers/pull/47096) — open, draft
+- [PR #47003: OpenVINO HF Exporter](https://github.com/huggingface/transformers/pull/47003) — open, draft
+- [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
+- [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
+- [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
 
 ### `3outeille`
 
@@ -848,32 +872,6 @@ Example artifacts:
 - [Issue #45419: Chat template inconsistencies in tool-calling support](https://github.com/huggingface/transformers/issues/45419) — open
 - [Issue #45290: `apply_chat_template(tokenize=True)` crashes on assistant messages with tool calls and no content](https://github.com/huggingface/transformers/issues/45290) — closed
 
-### `IlyasMoutawwakil`
-
-- profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
-- repo first seen: `2025-07-04T08:41:29Z`
-- repo last seen: `2026-07-06T07:00:32Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **31**
-- snapshot authored PRs/issues: **27 PRs / 4 issues**
-- snapshot discussion activity: **81 comments / 454 reviews / 419 review comments**
-- account age: **2354 days**
-- recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
-- public orgs: `huggingface`, `Chouafa`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #47096: Exportable kimi](https://github.com/huggingface/transformers/pull/47096) — open, draft
-- [PR #47003: OpenVINO HF Exporter](https://github.com/huggingface/transformers/pull/47003) — open, draft
-- [PR #46957: Finegrained FP8 v4: fused grouepd/batched](https://github.com/huggingface/transformers/pull/46957) — open
-- [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
-- [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
-- [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
-
 ### `hf-security-analysis[bot]`
 
 - profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
@@ -1086,6 +1084,29 @@ Example artifacts:
 - [PR #46485: Bound causal-attention mask to prevent unbounded allocation](https://github.com/huggingface/transformers/pull/46485) — closed
 - [Issue #45998: Security Vulnerability](https://github.com/huggingface/transformers/issues/45998) — closed
 
+### `ebezzam`
+
+- profile: [github.com/ebezzam](https://github.com/ebezzam)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
+- repo first seen: `2025-07-25T12:59:52Z`
+- repo last seen: `2026-07-06T16:49:07Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **15**
+- snapshot authored PRs/issues: **15 PRs / 0 issues**
+- snapshot discussion activity: **84 comments / 385 reviews / 989 review comments**
+- account age: **4714 days**
+- recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: `LCAV`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #47112: Fix output labels for AudioFlamingo3 (and related) models](https://github.com/huggingface/transformers/pull/47112) — open
+- [PR #47111: [Qwen3ASR] Add hotword parsing, and fix language parsing and training.](https://github.com/huggingface/transformers/pull/47111) — open
+- [PR #47002: Fix typo in Qwen3 ASR no_split_module](https://github.com/huggingface/transformers/pull/47002) — closed, merged
+
 ### `AI-Safeter`
 
 - profile: [github.com/AI-Safeter](https://github.com/AI-Safeter)
@@ -1109,29 +1130,6 @@ Example artifacts:
 - [PR #46063: Fix typo in Qwen2.5-Omni docs example (cant -> can)](https://github.com/huggingface/transformers/pull/46063) — closed
 - [PR #46062: Fix article in ViTPose docs (a object detector -> an object detector)](https://github.com/huggingface/transformers/pull/46062) — closed
 
-### `ebezzam`
-
-- profile: [github.com/ebezzam](https://github.com/ebezzam)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
-- repo first seen: `2025-07-25T12:59:52Z`
-- repo last seen: `2026-07-03T16:41:36Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **13**
-- snapshot authored PRs/issues: **13 PRs / 0 issues**
-- snapshot discussion activity: **83 comments / 377 reviews / 981 review comments**
-- account age: **4714 days**
-- recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
-- public orgs: `LCAV`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share**
-
-Example artifacts:
-- [PR #47002: Fix typo in Qwen3 ASR no_split_module](https://github.com/huggingface/transformers/pull/47002) — closed, merged
-- [PR #46963: Fix Xcodec2 attention to be non-causal.](https://github.com/huggingface/transformers/pull/46963) — closed, merged
-- [PR #46956: Use common floats_list method for feature extractor tests.](https://github.com/huggingface/transformers/pull/46956) — closed, merged
-
 ### `Rohan5commit`
 
 - profile: [github.com/Rohan5commit](https://github.com/Rohan5commit)
@@ -1161,12 +1159,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
 - repo first seen: `2024-06-13T14:13:17Z`
-- repo last seen: `2026-07-06T10:38:30Z`
+- repo last seen: `2026-07-06T14:28:14Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **13**
 - snapshot authored PRs/issues: **12 PRs / 1 issues**
-- snapshot discussion activity: **53 comments / 252 reviews / 723 review comments**
+- snapshot discussion activity: **54 comments / 253 reviews / 732 review comments**
 - account age: **2914 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -1254,12 +1252,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
 - repo first seen: `2024-10-17T11:56:32Z`
-- repo last seen: `2026-07-02T16:54:53Z`
+- repo last seen: `2026-07-06T13:57:56Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **10 PRs / 0 issues**
-- snapshot discussion activity: **38 comments / 13 reviews / 15 review comments**
+- snapshot discussion activity: **39 comments / 13 reviews / 15 review comments**
 - account age: **4501 days**
 - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
 - public orgs: `huggingface`
@@ -1323,12 +1321,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajuliendenize)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajuliendenize)
 - repo first seen: `2026-03-13T10:24:11Z`
-- repo last seen: `2026-06-29T19:59:41Z`
+- repo last seen: `2026-07-06T12:29:04Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **8 PRs / 0 issues**
-- snapshot discussion activity: **8 comments / 7 reviews / 7 review comments**
+- snapshot discussion activity: **9 comments / 7 reviews / 7 review comments**
 - account age: **2852 days**
 - recent public PR activity: **26 PRs** (20 merged / 5 closed-unmerged / 1 open; merged rate **77%**, closed-unmerged rate **19%**, open rate **4%**)
 - public orgs: none visible
@@ -1421,12 +1419,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
 - repo first seen: `2026-05-12T18:20:58Z`
-- repo last seen: `2026-07-06T11:41:42Z`
+- repo last seen: `2026-07-06T15:51:09Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **39 comments / 161 reviews / 200 review comments**
+- snapshot discussion activity: **40 comments / 167 reviews / 206 review comments**
 - account age: **2794 days**
 - recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
 - public orgs: `huggingface`
@@ -1921,10 +1919,10 @@ Example artifacts:
 - heuristic read: **high recent PR volume**
 
 Example artifacts:
-- [PR #47103: Fix mllama cross-attention leak for fully masked-out text rows](https://github.com/huggingface/transformers/pull/47103) — open
-- [PR #47066: Guard Deformable DETR and LW-DETR Hungarian matchers against infinite cost matrices](https://github.com/huggingface/transformers/pull/47066) — open
-- [PR #47048: Guard DETR and Grounding DINO Hungarian matchers against infinite cost matrices](https://github.com/huggingface/transformers/pull/47048) — open
-- [Issue #47065: DeformableDetrHungarianMatcher and LwDetrHungarianMatcher crash on non-finite cost matrices ("cost matrix is infeasible")](https://github.com/huggingface/transformers/issues/47065) — open
+- [PR #47103: Fix mllama cross-attention leak for fully masked-out text rows](https://github.com/huggingface/transformers/pull/47103) — closed
+- [PR #47066: Guard Deformable DETR and LW-DETR Hungarian matchers against infinite cost matrices](https://github.com/huggingface/transformers/pull/47066) — closed
+- [PR #47048: Guard DETR and Grounding DINO Hungarian matchers against infinite cost matrices](https://github.com/huggingface/transformers/pull/47048) — closed
+- [Issue #47065: DeformableDetrHungarianMatcher and LwDetrHungarianMatcher crash on non-finite cost matrices ("cost matrix is infeasible")](https://github.com/huggingface/transformers/issues/47065) — closed
 
 ### `pcuenca`
 
@@ -2399,12 +2397,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adhruv7477)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adhruv7477)
 - repo first seen: `2026-04-29T09:34:56Z`
-- repo last seen: `2026-07-04T09:53:54Z`
+- repo last seen: `2026-07-06T14:58:23Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **5 comments / 2 reviews / 2 review comments**
 - account age: **1645 days**
 - recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -2628,7 +2626,7 @@ Example artifacts:
 Example artifacts:
 - [PR #47078: Improve Japanese documentation wording](https://github.com/huggingface/transformers/pull/47078) — open
 - [PR #47077: Add Japanese translation for DistilBERT docs](https://github.com/huggingface/transformers/pull/47077) — open
-- [Issue #47067: [i18n-<languageCode>] Translating docs to <languageName>](https://github.com/huggingface/transformers/issues/47067) — open
+- [Issue #47067: [i18n-<languageCode>] Translating docs to <languageName>](https://github.com/huggingface/transformers/issues/47067) — closed
 
 ### `Abhijeet1815`
 
@@ -3005,6 +3003,28 @@ Example artifacts:
 - [PR #46430: docs: fix grammar in llm_tutorial.md (A LLM -> An LLM)](https://github.com/huggingface/transformers/pull/46430) — closed
 - [PR #46429: docs: improve clarity of local build guidance in README](https://github.com/huggingface/transformers/pull/46429) — closed
 
+### `Kropiunig`
+
+- profile: [github.com/Kropiunig](https://github.com/Kropiunig)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKropiunig)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKropiunig)
+- repo first seen: `2026-06-27T21:52:44Z`
+- repo last seen: `2026-07-06T13:01:32Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **2665 days**
+- recent public PR activity: **34 PRs** (9 merged / 6 closed-unmerged / 19 open; merged rate **26%**, closed-unmerged rate **18%**, open rate **56%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
+- heuristic read: **high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47106: docs: fix LED config max_decoder_position_embeddings default (16384 -> 1024)](https://github.com/huggingface/transformers/pull/47106) — closed
+- [PR #46939: docs(conditional_detr): fix num_queries default in docstring (100 -> 300)](https://github.com/huggingface/transformers/pull/46939) — closed, merged
+
 ### `lcheng321`
 
 - profile: [github.com/lcheng321](https://github.com/lcheng321)
@@ -3013,7 +3033,7 @@ Example artifacts:
 - repo first seen: `2026-06-20T07:49:11Z`
 - repo last seen: `2026-07-05T07:02:42Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
@@ -3024,7 +3044,7 @@ Example artifacts:
 - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
-- [PR #47083: Fix CANINE fp16 dtype mismatch in attention mask causing ONNX export failure](https://github.com/huggingface/transformers/pull/47083) — open
+- [PR #47083: Fix CANINE fp16 dtype mismatch in attention mask causing ONNX export failure](https://github.com/huggingface/transformers/pull/47083) — closed, merged
 - [PR #47026: Fix xLSTM train mode crash when return_last_states=False](https://github.com/huggingface/transformers/pull/47026) — open
 
 ### `Mamiglia`
@@ -3071,6 +3091,28 @@ Example artifacts:
 - [PR #46509: Add support for Nemotron Omni](https://github.com/huggingface/transformers/pull/46509) — open
 - [PR #46425: Add support for RADIO models](https://github.com/huggingface/transformers/pull/46425) — closed, merged
 
+### `mishig25`
+
+- profile: [github.com/mishig25](https://github.com/mishig25)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amishig25)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amishig25)
+- repo first seen: `2026-07-06T07:52:12Z`
+- repo last seen: `2026-07-06T13:23:25Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **4108 days**
+- recent public PR activity: **46 PRs** (20 merged / 4 closed-unmerged / 22 open; merged rate **43%**, closed-unmerged rate **9%**, open rate **48%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
+- heuristic read: **high recent PR volume; very broad repo spread; high open PR share**
+
+Example artifacts:
+- [PR #47108: Keep doc-builder pin comment dependabot-compatible](https://github.com/huggingface/transformers/pull/47108) — open
+- [PR #47099: Make doc builds faster](https://github.com/huggingface/transformers/pull/47099) — closed, merged
+
 ### `MosadCreates`
 
 - profile: [github.com/MosadCreates](https://github.com/MosadCreates)
@@ -3275,12 +3317,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASreekant13)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASreekant13)
 - repo first seen: `2026-07-04T18:14:38Z`
-- repo last seen: `2026-07-05T15:53:07Z`
+- repo last seen: `2026-07-06T16:00:56Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **2339 days**
 - recent public PR activity: **18 PRs** (8 merged / 0 closed-unmerged / 10 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
 - public orgs: none visible
@@ -3383,29 +3425,6 @@ Example artifacts:
 - [Issue #45030: tiny-random glm4v configuration can't load due to config validation changes](https://github.com/huggingface/transformers/issues/45030) — closed
 - [Issue #44877: Strict config prevents loading `granite_speech` config](https://github.com/huggingface/transformers/issues/44877) — closed
 
-### `omkar-334`
-
-- profile: [github.com/omkar-334](https://github.com/omkar-334)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aomkar-334)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aomkar-334)
-- repo first seen: `2025-12-12T17:57:18Z`
-- repo last seen: `2026-05-07T14:39:30Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **15**
-- snapshot authored PRs/issues: **15 PRs / 0 issues**
-- snapshot discussion activity: **14 comments / 0 reviews / 0 review comments**
-- account age: **2888 days**
-- recent public PR activity: **25 PRs** (11 merged / 5 closed-unmerged / 9 open; merged rate **44%**, closed-unmerged rate **20%**, open rate **36%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
-- heuristic read: **high recent PR volume; broad repo spread**
-
-Example artifacts:
-- [PR #45829: fix(rf_detr): correct paper URL and stale checkpoint references](https://github.com/huggingface/transformers/pull/45829) — closed
-- [PR #44030: refactor output tracing in `dpr`](https://github.com/huggingface/transformers/pull/44030) — open
-- [PR #44029: refactor output tracing in `rwkv`](https://github.com/huggingface/transformers/pull/44029) — open
-
 ### `ydshieh2`
 
 - profile: [github.com/ydshieh2](https://github.com/ydshieh2)
@@ -3461,12 +3480,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASangbumChoi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASangbumChoi)
 - repo first seen: `2024-06-07T00:26:26Z`
-- repo last seen: `2026-07-02T13:27:38Z`
+- repo last seen: `2026-07-06T14:25:59Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **13 comments / 105 reviews / 124 review comments**
+- snapshot discussion activity: **14 comments / 105 reviews / 124 review comments**
 - account age: **3079 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -3553,30 +3572,6 @@ Example artifacts:
 - [Issue #43526: reduce_labels returns only one label instead of the whole array of labels in BeitImageProcessorFast](https://github.com/huggingface/transformers/issues/43526) — closed
 - [Issue #42977: Add ViT NEPA](https://github.com/huggingface/transformers/issues/42977) — open
 
-### `paulinebm`
-
-- profile: [github.com/paulinebm](https://github.com/paulinebm)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apaulinebm)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apaulinebm)
-- repo first seen: `2026-03-25T14:55:10Z`
-- repo last seen: `2026-05-26T14:10:36Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **4 PRs / 1 issues**
-- snapshot discussion activity: **0 comments / 3 reviews / 1 review comments**
-- account age: **830 days**
-- recent public PR activity: **159 PRs** (156 merged / 2 closed-unmerged / 1 open; merged rate **98%**, closed-unmerged rate **1%**, open rate **1%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **very high**, automation risk **medium**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; no visible non-self stars**
-
-Example artifacts:
-- [PR #45825: [CI] Replace PAT with GitHub App token in repo-consistency-bot](https://github.com/huggingface/transformers/pull/45825) — open
-- [PR #45495: revert sha commit pointing to main for transformers_amd_ci_  workflows](https://github.com/huggingface/transformers/pull/45495) — closed, merged
-- [PR #45442: Update workflow references to new commit hash](https://github.com/huggingface/transformers/pull/45442) — closed, merged
-- [Issue #45182: 🔒 Track: Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/issues/45182) — closed
-
 ### `sergiopaniego`
 
 - profile: [github.com/sergiopaniego](https://github.com/sergiopaniego)
@@ -3772,12 +3767,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AWauplin)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AWauplin)
 - repo first seen: `2025-12-02T12:54:40Z`
-- repo last seen: `2026-06-01T14:16:10Z`
+- repo last seen: `2026-07-06T14:33:13Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **6 comments / 6 reviews / 17 review comments**
+- snapshot discussion activity: **6 comments / 7 reviews / 19 review comments**
 - account age: **4075 days**
 - recent public PR activity: **93 PRs** (83 merged / 4 closed-unmerged / 6 open; merged rate **89%**, closed-unmerged rate **4%**, open rate **6%**)
 - public orgs: none visible
@@ -4215,12 +4210,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aevnsnclr)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aevnsnclr)
 - repo first seen: `2026-07-04T15:08:32Z`
-- repo last seen: `2026-07-05T20:11:05Z`
+- repo last seen: `2026-07-06T14:10:57Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **1082 days**
 - recent public PR activity: **4 PRs** (0 merged / 0 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -4228,7 +4223,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #47071: Don't crash the ASR pipeline when an installed torchcodec cannot be imported](https://github.com/huggingface/transformers/pull/47071) — open
+- [PR #47071: Don't crash the ASR pipeline when an installed torchcodec cannot be imported](https://github.com/huggingface/transformers/pull/47071) — closed
 - [Issue #47070: ASR pipeline: unconditional torchcodec import crashes on broken torchcodec installs](https://github.com/huggingface/transformers/issues/47070) — open
 
 ### `Heatdh`
@@ -4738,12 +4733,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabhishekkapoorx)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabhishekkapoorx)
 - repo first seen: `2026-07-04T09:19:12Z`
-- repo last seen: `2026-07-04T09:19:12Z`
+- repo last seen: `2026-07-06T15:12:13Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **1898 days**
 - recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
 - public orgs: none visible
@@ -4751,7 +4746,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #47062: docs-fix: IMDb dataset link in sequence classification guide](https://github.com/huggingface/transformers/pull/47062) — open
+- [PR #47062: docs-fix: IMDb dataset link in sequence classification guide](https://github.com/huggingface/transformers/pull/47062) — closed, merged
 
 ### `adhavan18`
 
@@ -5034,7 +5029,7 @@ Example artifacts:
 - repo first seen: `2026-07-05T13:26:56Z`
 - repo last seen: `2026-07-05T13:26:56Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -5045,7 +5040,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; broad repo spread; high open PR share**
 
 Example artifacts:
-- [PR #47088: Fix CANINE fp16 attention mask dtype mismatch](https://github.com/huggingface/transformers/pull/47088) — open
+- [PR #47088: Fix CANINE fp16 attention mask dtype mismatch](https://github.com/huggingface/transformers/pull/47088) — closed
 
 ### `Apeksha23-hub`
 
@@ -5684,7 +5679,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adivya234-hue)
 - repo first seen: `2026-07-06T08:47:57Z`
 - repo last seen: `2026-07-06T08:52:52Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIMER**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -6328,27 +6323,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46042: docs(readme): use canonical `huggingface.co` domain in prose links](https://github.com/huggingface/transformers/pull/46042) — closed, merged
 
-### `Kropiunig`
-
-- profile: [github.com/Kropiunig](https://github.com/Kropiunig)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKropiunig)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKropiunig)
-- repo first seen: `2026-06-27T21:52:44Z`
-- repo last seen: `2026-06-27T21:52:44Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2665 days**
-- recent public PR activity: **34 PRs** (9 merged / 6 closed-unmerged / 19 open; merged rate **26%**, closed-unmerged rate **18%**, open rate **56%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
-- heuristic read: **high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46939: docs(conditional_detr): fix num_queries default in docstring (100 -> 300)](https://github.com/huggingface/transformers/pull/46939) — closed, merged
-
 ### `kurtmckee`
 
 - profile: [github.com/kurtmckee](https://github.com/kurtmckee)
@@ -6538,6 +6512,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46562: [Model] add Step 3.7 Flash](https://github.com/huggingface/transformers/pull/46562) — open
 
+### `lxcxjxhx`
+
+- profile: [github.com/lxcxjxhx](https://github.com/lxcxjxhx)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alxcxjxhx)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alxcxjxhx)
+- repo first seen: `2026-07-06T13:25:55Z`
+- repo last seen: `2026-07-06T13:25:55Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **1034 days**
+- recent public PR activity: **28 PRs** (1 merged / 7 closed-unmerged / 20 open; merged rate **4%**, closed-unmerged rate **25%**, open rate **71%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
+- heuristic read: **high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47109: Fix undefined variable references in torchao quantization docs](https://github.com/huggingface/transformers/pull/47109) — open
+
 ### `MaciejBalaNV`
 
 - profile: [github.com/MaciejBalaNV](https://github.com/MaciejBalaNV)
@@ -6748,27 +6743,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46718: Add GGUF loading support for GLM-4.5 MoE (glm4moe)](https://github.com/huggingface/transformers/pull/46718) — open
 
-### `mishig25`
-
-- profile: [github.com/mishig25](https://github.com/mishig25)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amishig25)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amishig25)
-- repo first seen: `2026-07-06T07:52:12Z`
-- repo last seen: `2026-07-06T07:52:12Z`
-- first seen in snapshot: **yes**
-- repo association: **MEMBER**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **4108 days**
-- recent public PR activity: **46 PRs** (20 merged / 4 closed-unmerged / 22 open; merged rate **43%**, closed-unmerged rate **9%**, open rate **48%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
-- heuristic read: **high recent PR volume; very broad repo spread; high open PR share**
-
-Example artifacts:
-- [PR #47099: Make doc builds faster](https://github.com/huggingface/transformers/pull/47099) — closed, merged
-
 ### `msdsm`
 
 - profile: [github.com/msdsm](https://github.com/msdsm)
@@ -7322,8 +7296,8 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asamyuktahegde)
 - repo first seen: `2026-07-06T07:32:26Z`
 - repo last seen: `2026-07-06T07:32:26Z`
-- first seen in snapshot: **yes**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- first seen in snapshot: **no**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -7334,7 +7308,7 @@ Example artifacts:
 - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #47098: Fix grammar in PreTrainedConfig description](https://github.com/huggingface/transformers/pull/47098) — open
+- [PR #47098: Fix grammar in PreTrainedConfig description](https://github.com/huggingface/transformers/pull/47098) — closed
 
 ### `Sanjays2402`
 
@@ -7720,12 +7694,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asshivampeta)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asshivampeta)
 - repo first seen: `2026-07-04T17:25:37Z`
-- repo last seen: `2026-07-04T19:01:22Z`
+- repo last seen: `2026-07-06T16:37:18Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
 - account age: **2929 days**
 - recent public PR activity: **8 PRs** (2 merged / 2 closed-unmerged / 4 open; merged rate **25%**, closed-unmerged rate **25%**, open rate **50%**)
 - public orgs: none visible
@@ -7741,12 +7715,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asubin9)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asubin9)
 - repo first seen: `2026-07-02T05:11:17Z`
-- repo last seen: `2026-07-06T00:50:07Z`
+- repo last seen: `2026-07-06T15:50:45Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **1577 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -7966,27 +7940,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46145: Fix load_adapter OOM caused by full-model warmup sizing](https://github.com/huggingface/transformers/pull/46145) — closed, merged
 
-### `YousefZahran1`
-
-- profile: [github.com/YousefZahran1](https://github.com/YousefZahran1)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYousefZahran1)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYousefZahran1)
-- repo first seen: `2026-05-07T16:00:57Z`
-- repo last seen: `2026-05-07T16:00:57Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **870 days**
-- recent public PR activity: **7 PRs** (0 merged / 0 closed-unmerged / 7 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share**
-
-Example artifacts:
-- [PR #45830: fix: raise ValueError when num_beams × vocab_size exceeds torch.multinomial limit](https://github.com/huggingface/transformers/pull/45830) — closed
-
 ### `YuChangHui`
 
 - profile: [github.com/YuChangHui](https://github.com/YuChangHui)

new_contributors.parquet

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+oid sha256:ecd53493dc8f812fa01b27ead7489b5f861240f5bdee0d4e49458f54e1baff22
+size 63413

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
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-  "snapshot_id": "20260706T120021Z",
-  "generated_at": "2026-07-06T12:01:54Z",
-  "cluster_count": 89,
+  "snapshot_id": "20260706T180017Z",
+  "generated_at": "2026-07-06T18:03:05Z",
+  "cluster_count": 87,
   "pr_scope_clusters": [
     {
       "cluster_id": "pr-scope-43636-10",
@@ -763,7 +763,7 @@
         47097
       ],
       "representative_pr_number": 45985,
-      "average_similarity": 0.43,
+      "average_similarity": 0.429,
       "summary": "7 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
       "shared_filenames": [
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@@ -777,8 +777,8 @@
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           "left_pr_number": 32189,
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         {
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-          "similarity": 0.378,
-          "content_similarity": 0.112,
+          "similarity": 0.377,
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@@ -1345,8 +1345,8 @@
         {
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-          "similarity": 0.362,
-          "content_similarity": 0.089,
+          "similarity": 0.361,
+          "content_similarity": 0.087,
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           "breadth_similarity": 1.0,
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@@ -1359,8 +1359,8 @@
         {
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+          "similarity": 0.336,
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@@ -1373,8 +1373,8 @@
         {
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-          "content_similarity": 0.134,
+          "similarity": 0.259,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1593,7 +1593,7 @@
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           "breadth_similarity": 1.0,
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@@ -1656,8 +1656,8 @@
         {
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-          "similarity": 0.642,
-          "content_similarity": 0.59,
+          "similarity": 0.643,
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           "breadth_similarity": 0.667,
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@@ -1678,7 +1678,7 @@
           "left_pr_number": 44070,
           "right_pr_number": 45668,
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+          "content_similarity": 0.622,
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@@ -1699,8 +1699,8 @@
         {
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-          "similarity": 0.58,
-          "content_similarity": 0.582,
+          "similarity": 0.581,
+          "content_similarity": 0.583,
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           "breadth_similarity": 0.667,
           "concentration_similarity": 0.791,
@@ -1788,7 +1788,7 @@
           "left_pr_number": 45627,
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-          "content_similarity": 0.587,
+          "content_similarity": 0.588,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.985,
@@ -1808,7 +1808,7 @@
           "left_pr_number": 42668,
           "right_pr_number": 45627,
           "similarity": 0.658,
-          "content_similarity": 0.8,
+          "content_similarity": 0.801,
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           "breadth_similarity": 0.216,
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@@ -1827,7 +1827,7 @@
         {
           "left_pr_number": 42668,
           "right_pr_number": 46161,
-          "similarity": 0.571,
+          "similarity": 0.572,
           "content_similarity": 0.665,
           "size_similarity": 0.253,
           "breadth_similarity": 0.216,
@@ -1883,7 +1883,7 @@
         {
           "left_pr_number": 44543,
           "right_pr_number": 46161,
-          "similarity": 0.386,
+          "similarity": 0.387,
           "content_similarity": 0.219,
           "size_similarity": 0.566,
           "breadth_similarity": 1.0,
@@ -1901,7 +1901,7 @@
           "left_pr_number": 41606,
           "right_pr_number": 46161,
           "similarity": 0.363,
-          "content_similarity": 0.117,
+          "content_similarity": 0.118,
           "size_similarity": 0.971,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.712,
@@ -1953,7 +1953,7 @@
           "left_pr_number": 41606,
           "right_pr_number": 45627,
           "similarity": 0.322,
-          "content_similarity": 0.111,
+          "content_similarity": 0.112,
           "size_similarity": 0.725,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.697,
@@ -2004,7 +2004,7 @@
           "left_pr_number": 41606,
           "right_pr_number": 42668,
           "similarity": 0.273,
-          "content_similarity": 0.256,
+          "content_similarity": 0.257,
           "size_similarity": 0.26,
           "breadth_similarity": 0.216,
           "concentration_similarity": 0.649,
@@ -2021,8 +2021,8 @@
         {
           "left_pr_number": 42668,
           "right_pr_number": 45422,
-          "similarity": 0.199,
-          "content_similarity": 0.154,
+          "similarity": 0.2,
+          "content_similarity": 0.155,
           "size_similarity": 0.148,
           "breadth_similarity": 0.307,
           "concentration_similarity": 0.768,
@@ -2230,7 +2230,7 @@
         46717
       ],
       "representative_pr_number": 45635,
-      "average_similarity": 0.455,
+      "average_similarity": 0.454,
       "summary": "5 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #45635.",
       "shared_filenames": [
         "src/transformers/core_model_loading.py",
@@ -2306,8 +2306,8 @@
         {
           "left_pr_number": 45421,
           "right_pr_number": 45635,
-          "similarity": 0.47,
-          "content_similarity": 0.386,
+          "similarity": 0.465,
+          "content_similarity": 0.378,
           "size_similarity": 0.803,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.586,
@@ -2324,8 +2324,8 @@
         {
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           "right_pr_number": 45421,
-          "similarity": 0.426,
-          "content_similarity": 0.309,
+          "similarity": 0.422,
+          "content_similarity": 0.303,
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           "breadth_similarity": 0.667,
           "concentration_similarity": 0.657,
@@ -2398,8 +2398,8 @@
         {
           "left_pr_number": 45421,
           "right_pr_number": 45996,
-          "similarity": 0.323,
-          "content_similarity": 0.196,
+          "similarity": 0.32,
+          "content_similarity": 0.193,
           "size_similarity": 0.573,
           "breadth_similarity": 0.583,
           "concentration_similarity": 0.828,
@@ -2415,8 +2415,8 @@
         {
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-          "similarity": 0.232,
-          "content_similarity": 0.094,
+          "similarity": 0.231,
+          "content_similarity": 0.092,
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           "breadth_similarity": 0.583,
           "concentration_similarity": 0.867,
@@ -2536,7 +2536,7 @@
           "left_pr_number": 46928,
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-          "content_similarity": 0.573,
+          "content_similarity": 0.572,
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@@ -2579,7 +2579,7 @@
         47023
       ],
       "representative_pr_number": 42975,
-      "average_similarity": 0.533,
+      "average_similarity": 0.532,
       "summary": "4 open PRs share weighted file overlap around `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`, `.github/workflows/build-past-ci-docker-images.yml`; representative PR #42975.",
       "shared_filenames": [
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@@ -2599,8 +2599,8 @@
         {
           "left_pr_number": 42975,
           "right_pr_number": 47023,
-          "similarity": 0.681,
-          "content_similarity": 0.709,
+          "similarity": 0.68,
+          "content_similarity": 0.708,
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           "breadth_similarity": 0.955,
           "concentration_similarity": 1.0,
@@ -2624,7 +2624,7 @@
         {
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           "right_pr_number": 45077,
-          "similarity": 0.66,
+          "similarity": 0.659,
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           "breadth_similarity": 0.833,
@@ -2650,7 +2650,7 @@
           "left_pr_number": 42976,
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+          "content_similarity": 0.492,
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           "breadth_similarity": 0.617,
           "concentration_similarity": 1.0,
@@ -2697,7 +2697,7 @@
           "left_pr_number": 42976,
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@@ -2716,8 +2716,8 @@
         {
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-          "content_similarity": 0.384,
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+          "content_similarity": 0.383,
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           "breadth_similarity": 0.606,
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@@ -2737,130 +2737,6 @@
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-    {
-      "cluster_id": "pr-scope-43656-4",
-      "pr_numbers": [
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-        43842,
-        44682,
-        47064
-      ],
-      "representative_pr_number": 43656,
-      "average_similarity": 0.494,
-      "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
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-        "src/transformers/cli/serve.py"
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-      "shared_directories": [
-        "src/transformers/cli",
-        "src/transformers",
-        "src"
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-        {
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-          "content_similarity": 0.554,
-          "size_similarity": 0.222,
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-          "concentration_similarity": 1.0,
-          "shared_filenames": [
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-          "shared_directories": [
-            "src/transformers/cli",
-            "src/transformers",
-            "src"
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-        },
-        {
-          "left_pr_number": 43842,
-          "right_pr_number": 47064,
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-          "content_similarity": 0.582,
-          "size_similarity": 0.267,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.667,
-          "shared_filenames": [
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-          "shared_directories": [
-            "src/transformers/cli",
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-            "src"
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-        },
-        {
-          "left_pr_number": 44682,
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-          "content_similarity": 0.434,
-          "size_similarity": 0.04,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.865,
-          "shared_filenames": [
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-          "shared_directories": [
-            "src/transformers/cli",
-            "src/transformers",
-            "src"
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-        },
-        {
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-          "content_similarity": 0.483,
-          "size_similarity": 0.048,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.802,
-          "shared_filenames": [
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-          "shared_directories": [
-            "src/transformers/cli",
-            "src/transformers",
-            "src"
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-        },
-        {
-          "left_pr_number": 43842,
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-          "size_similarity": 0.011,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.802,
-          "shared_filenames": [
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-          "shared_directories": [
-            "src/transformers/cli",
-            "src/transformers",
-            "src"
-          ]
-        }
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     {
       "cluster_id": "pr-scope-45294-4",
       "pr_numbers": [
@@ -3028,7 +2904,7 @@
         46995
       ],
       "representative_pr_number": 44615,
-      "average_similarity": 0.469,
+      "average_similarity": 0.465,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
       "shared_filenames": [
         "src/transformers/utils/import_utils.py"
@@ -3042,8 +2918,8 @@
         {
           "left_pr_number": 44615,
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-          "similarity": 0.619,
-          "content_similarity": 0.545,
+          "similarity": 0.615,
+          "content_similarity": 0.539,
           "size_similarity": 0.583,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3059,8 +2935,8 @@
         {
           "left_pr_number": 44615,
           "right_pr_number": 46995,
-          "similarity": 0.484,
-          "content_similarity": 0.428,
+          "similarity": 0.479,
+          "content_similarity": 0.421,
           "size_similarity": 0.229,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3076,8 +2952,8 @@
         {
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           "right_pr_number": 46995,
-          "similarity": 0.479,
-          "content_similarity": 0.442,
+          "similarity": 0.475,
+          "content_similarity": 0.436,
           "size_similarity": 0.133,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3093,8 +2969,8 @@
         {
           "left_pr_number": 44385,
           "right_pr_number": 46995,
-          "similarity": 0.431,
-          "content_similarity": 0.318,
+          "similarity": 0.427,
+          "content_similarity": 0.312,
           "size_similarity": 0.615,
           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -3110,8 +2986,8 @@
         {
           "left_pr_number": 44385,
           "right_pr_number": 44615,
-          "similarity": 0.408,
-          "content_similarity": 0.337,
+          "similarity": 0.404,
+          "content_similarity": 0.332,
           "size_similarity": 0.371,
           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -3127,8 +3003,8 @@
         {
           "left_pr_number": 44385,
           "right_pr_number": 46152,
-          "similarity": 0.393,
-          "content_similarity": 0.348,
+          "similarity": 0.389,
+          "content_similarity": 0.343,
           "size_similarity": 0.217,
           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -3143,6 +3019,130 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-43656-4",
+      "pr_numbers": [
+        43656,
+        43842,
+        44682,
+        47064
+      ],
+      "representative_pr_number": 43842,
+      "average_similarity": 0.458,
+      "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43842.",
+      "shared_filenames": [
+        "src/transformers/cli/serve.py"
+      ],
+      "shared_directories": [
+        "src/transformers/cli",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 43842,
+          "right_pr_number": 47064,
+          "similarity": 0.574,
+          "content_similarity": 0.499,
+          "size_similarity": 1.0,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.5,
+          "shared_filenames": [
+            "src/transformers/cli/serve.py"
+          ],
+          "shared_directories": [
+            "src/transformers/cli",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 43656,
+          "right_pr_number": 43842,
+          "similarity": 0.571,
+          "content_similarity": 0.554,
+          "size_similarity": 0.222,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/cli/serve.py"
+          ],
+          "shared_directories": [
+            "src/transformers/cli",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 43656,
+          "right_pr_number": 44682,
+          "similarity": 0.435,
+          "content_similarity": 0.483,
+          "size_similarity": 0.048,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.802,
+          "shared_filenames": [
+            "src/transformers/cli/serve.py"
+          ],
+          "shared_directories": [
+            "src/transformers/cli",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 43656,
+          "right_pr_number": 47064,
+          "similarity": 0.408,
+          "content_similarity": 0.428,
+          "size_similarity": 0.222,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.5,
+          "shared_filenames": [
+            "src/transformers/cli/serve.py"
+          ],
+          "shared_directories": [
+            "src/transformers/cli",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 43842,
+          "right_pr_number": 44682,
+          "similarity": 0.402,
+          "content_similarity": 0.443,
+          "size_similarity": 0.011,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.802,
+          "shared_filenames": [
+            "src/transformers/cli/serve.py"
+          ],
+          "shared_directories": [
+            "src/transformers/cli",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 44682,
+          "right_pr_number": 47064,
+          "similarity": 0.358,
+          "content_similarity": 0.316,
+          "size_similarity": 0.011,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.698,
+          "shared_filenames": [
+            "src/transformers/cli/serve.py"
+          ],
+          "shared_directories": [
+            "src/transformers/cli",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-43875-4",
       "pr_numbers": [
@@ -3272,55 +3272,57 @@
         33686,
         44407,
         44550,
-        46007
+        47109
       ],
-      "representative_pr_number": 44550,
-      "average_similarity": 0.356,
-      "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
+      "representative_pr_number": 44407,
+      "average_similarity": 0.363,
+      "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44407.",
       "shared_filenames": [],
       "shared_directories": [
         "docs/source/en",
         "docs/source",
         "docs",
+        "docs/source/en/quantization",
         "docs/source/en/model_doc"
       ],
       "pairwise": [
         {
-          "left_pr_number": 33686,
-          "right_pr_number": 44550,
-          "similarity": 0.394,
-          "content_similarity": 0.134,
-          "size_similarity": 1.0,
+          "left_pr_number": 44407,
+          "right_pr_number": 47109,
+          "similarity": 0.417,
+          "content_similarity": 0.206,
+          "size_similarity": 0.821,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [],
           "shared_directories": [
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+            "docs/source/en/quantization",
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+          "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
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           "shared_directories": [
+            "docs/source/en/model_doc",
             "docs/source/en",
             "docs/source",
             "docs"
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         },
         {
-          "left_pr_number": 33686,
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@@ -3332,11 +3334,11 @@
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@@ -3348,10 +3350,10 @@
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         {
           "left_pr_number": 44550,
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-          "content_similarity": 0.088,
-          "size_similarity": 0.88,
+          "right_pr_number": 47109,
+          "similarity": 0.332,
+          "content_similarity": 0.092,
+          "size_similarity": 0.786,
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           "concentration_similarity": 1.0,
           "shared_filenames": [],
@@ -3363,10 +3365,10 @@
         },
         {
           "left_pr_number": 33686,
-          "right_pr_number": 46007,
-          "similarity": 0.335,
-          "content_similarity": 0.076,
-          "size_similarity": 0.88,
+          "right_pr_number": 47109,
+          "similarity": 0.323,
+          "content_similarity": 0.079,
+          "size_similarity": 0.786,
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           "shared_filenames": [],
@@ -3466,7 +3468,7 @@
         47090
       ],
       "representative_pr_number": 46958,
-      "average_similarity": 0.929,
+      "average_similarity": 0.937,
       "summary": "3 open PRs share weighted file overlap around `tests/models/cohere_asr/test_modeling_cohere_asr.py`, `src/transformers/models/cohere_asr/modeling_cohere_asr.py`, `src/transformers/models/cohere_asr/modular_cohere_asr.py`; representative PR #46958.",
       "shared_filenames": [
         "tests/models/cohere_asr/test_modeling_cohere_asr.py",
@@ -3486,11 +3488,11 @@
         {
           "left_pr_number": 46958,
           "right_pr_number": 47090,
-          "similarity": 0.956,
-          "content_similarity": 0.979,
-          "size_similarity": 0.822,
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+          "content_similarity": 0.98,
+          "size_similarity": 0.911,
           "breadth_similarity": 1.0,
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+          "concentration_similarity": 0.983,
           "shared_filenames": [
             "src/transformers/models/cohere_asr/modeling_cohere_asr.py",
             "src/transformers/models/cohere_asr/modular_cohere_asr.py",
@@ -3532,11 +3534,11 @@
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-          "similarity": 0.897,
-          "content_similarity": 0.923,
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+          "size_similarity": 0.788,
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+          "concentration_similarity": 0.849,
           "shared_filenames": [
             "src/transformers/models/cohere_asr/modeling_cohere_asr.py",
             "src/transformers/models/cohere_asr/modular_cohere_asr.py",
@@ -3957,7 +3959,7 @@
           "left_pr_number": 43469,
           "right_pr_number": 46364,
           "similarity": 0.387,
-          "content_similarity": 0.352,
+          "content_similarity": 0.353,
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           "breadth_similarity": 0.5,
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@@ -4280,7 +4282,7 @@
         {
           "left_pr_number": 34925,
           "right_pr_number": 45917,
-          "similarity": 0.492,
+          "similarity": 0.493,
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           "breadth_similarity": 1.0,
@@ -4318,7 +4320,7 @@
           "left_pr_number": 45917,
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           "similarity": 0.44,
-          "content_similarity": 0.375,
+          "content_similarity": 0.376,
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           "breadth_similarity": 0.833,
           "concentration_similarity": 0.67,
@@ -4342,7 +4344,7 @@
         45655
       ],
       "representative_pr_number": 45649,
-      "average_similarity": 0.46,
+      "average_similarity": 0.458,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
       "shared_filenames": [
         "src/transformers/modeling_utils.py"
@@ -4355,8 +4357,8 @@
         {
           "left_pr_number": 45548,
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-          "similarity": 0.514,
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+          "similarity": 0.512,
+          "content_similarity": 0.521,
           "size_similarity": 0.149,
           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -4371,8 +4373,8 @@
         {
           "left_pr_number": 45649,
           "right_pr_number": 45655,
-          "similarity": 0.509,
-          "content_similarity": 0.347,
+          "similarity": 0.507,
+          "content_similarity": 0.343,
           "size_similarity": 0.778,
           "breadth_similarity": 1.0,
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@@ -4387,8 +4389,8 @@
         {
           "left_pr_number": 45548,
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-          "similarity": 0.358,
-          "content_similarity": 0.292,
+          "similarity": 0.356,
+          "content_similarity": 0.289,
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           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -4410,7 +4412,7 @@
         46735
       ],
       "representative_pr_number": 45979,
-      "average_similarity": 0.434,
+      "average_similarity": 0.433,
       "summary": "3 open PRs share weighted file overlap around `tests/generation/test_utils.py`, `src/transformers/generation/utils.py`; representative PR #45979.",
       "shared_filenames": [
         "tests/generation/test_utils.py",
@@ -4428,7 +4430,7 @@
           "left_pr_number": 45979,
           "right_pr_number": 46735,
           "similarity": 0.586,
-          "content_similarity": 0.64,
+          "content_similarity": 0.639,
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           "breadth_similarity": 0.533,
           "concentration_similarity": 0.96,
@@ -4447,8 +4449,8 @@
         {
           "left_pr_number": 42655,
           "right_pr_number": 45979,
-          "similarity": 0.392,
-          "content_similarity": 0.32,
+          "similarity": 0.391,
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           "breadth_similarity": 0.792,
           "concentration_similarity": 0.797,
@@ -4467,8 +4469,8 @@
         {
           "left_pr_number": 42655,
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-          "similarity": 0.322,
-          "content_similarity": 0.324,
+          "similarity": 0.321,
+          "content_similarity": 0.322,
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@@ -4532,8 +4534,8 @@
         {
           "left_pr_number": 42112,
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-          "similarity": 0.42,
-          "content_similarity": 0.459,
+          "similarity": 0.419,
+          "content_similarity": 0.458,
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@@ -4957,7 +4959,7 @@
         46503
       ],
       "representative_pr_number": 46503,
-      "average_similarity": 0.345,
+      "average_similarity": 0.344,
       "summary": "3 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #46503.",
       "shared_filenames": [],
       "shared_directories": [
@@ -4968,8 +4970,8 @@
         {
           "left_pr_number": 46501,
           "right_pr_number": 46503,
-          "similarity": 0.363,
-          "content_similarity": 0.09,
+          "similarity": 0.362,
+          "content_similarity": 0.089,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4982,8 +4984,8 @@
         {
           "left_pr_number": 46138,
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-          "similarity": 0.344,
-          "content_similarity": 0.117,
+          "similarity": 0.343,
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@@ -4996,8 +4998,8 @@
         {
           "left_pr_number": 46138,
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-          "similarity": 0.329,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -5009,70 +5011,6 @@
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     },
-    {
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-      "pr_numbers": [
-        45037,
-        46813,
-        47098
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-      "representative_pr_number": 45037,
-      "average_similarity": 0.341,
-      "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #45037.",
-      "shared_filenames": [],
-      "shared_directories": [
-        "docs/source/en",
-        "docs/source",
-        "docs"
-      ],
-      "pairwise": [
-        {
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-            "docs/source",
-            "docs"
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-        {
-          "left_pr_number": 45037,
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-          "shared_directories": [
-            "docs/source/en",
-            "docs/source",
-            "docs"
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-        {
-          "left_pr_number": 46813,
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-          "shared_directories": [
-            "docs/source/en",
-            "docs/source",
-            "docs"
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-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-46907-2",
       "pr_numbers": [
@@ -5114,53 +5052,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-47083-2",
-      "pr_numbers": [
-        47083,
-        47088
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-      "representative_pr_number": 47083,
-      "average_similarity": 1.0,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/canine/modeling_canine.py`, `tests/models/canine/test_modeling_canine.py`; representative PR #47083.",
-      "shared_filenames": [
-        "src/transformers/models/canine/modeling_canine.py",
-        "tests/models/canine/test_modeling_canine.py"
-      ],
-      "shared_directories": [
-        "src/transformers/models/canine",
-        "tests/models/canine",
-        "src/transformers/models",
-        "tests/models",
-        "src/transformers",
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-          "shared_filenames": [
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-            "tests/models/canine/test_modeling_canine.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/canine",
-            "src/transformers/models",
-            "tests/models/canine",
-            "src/transformers",
-            "tests/models",
-            "src",
-            "tests"
-          ]
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     {
       "cluster_id": "pr-scope-44018-2",
       "pr_numbers": [
@@ -5215,7 +5106,7 @@
         47078
       ],
       "representative_pr_number": 47077,
-      "average_similarity": 0.951,
+      "average_similarity": 0.952,
       "summary": "2 open PRs share weighted file overlap around `docs/source/ja/_toctree.yml`, `docs/source/ja/chat_templating.md`, `docs/source/ja/main_classes/quantization.md`; representative PR #47077.",
       "shared_filenames": [
         "docs/source/ja/_toctree.yml",
@@ -5228,9 +5119,9 @@
         "docs/source/ja/tasks/text-to-speech.md"
       ],
       "shared_directories": [
+        "docs/source/ja/main_classes",
         "docs/source/ja/model_doc",
         "docs/source/ja/tasks",
-        "docs/source/ja/main_classes",
         "docs/source/ja",
         "docs/source",
         "docs"
@@ -5239,8 +5130,8 @@
         {
           "left_pr_number": 47077,
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-          "similarity": 0.951,
-          "content_similarity": 0.965,
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+          "content_similarity": 0.966,
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           "breadth_similarity": 0.885,
           "concentration_similarity": 0.94,
@@ -5547,8 +5438,8 @@
         "src/transformers/trainer_optimizer.py",
         "src/transformers/utils/__init__.py",
         "src/transformers/training_args.py",
-        "src/transformers/utils/import_utils.py",
-        "src/transformers/testing_utils.py"
+        "src/transformers/testing_utils.py",
+        "src/transformers/utils/import_utils.py"
       ],
       "shared_directories": [
         "src/transformers/utils",
@@ -5730,7 +5621,7 @@
         46461
       ],
       "representative_pr_number": 42824,
-      "average_similarity": 0.719,
+      "average_similarity": 0.718,
       "summary": "2 open PRs share weighted file overlap around `tests/utils/test_feature_extraction_utils.py`, `src/transformers/feature_extraction_utils.py`; representative PR #42824.",
       "shared_filenames": [
         "tests/utils/test_feature_extraction_utils.py",
@@ -5746,8 +5637,8 @@
         {
           "left_pr_number": 42824,
           "right_pr_number": 46461,
-          "similarity": 0.719,
-          "content_similarity": 0.75,
+          "similarity": 0.718,
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.928,
@@ -5871,7 +5762,7 @@
         45480
       ],
       "representative_pr_number": 43747,
-      "average_similarity": 0.668,
+      "average_similarity": 0.669,
       "summary": "2 open PRs share weighted file overlap around `tests/quantization/compressed_tensors_integration/test_compressed_models.py`; representative PR #43747.",
       "shared_filenames": [
         "tests/quantization/compressed_tensors_integration/test_compressed_models.py"
@@ -5885,8 +5776,8 @@
         {
           "left_pr_number": 43747,
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-          "similarity": 0.668,
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+          "similarity": 0.669,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.751,
@@ -6020,7 +5911,7 @@
           "left_pr_number": 46949,
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@@ -6279,7 +6170,7 @@
         45333
       ],
       "representative_pr_number": 45332,
-      "average_similarity": 0.55,
+      "average_similarity": 0.548,
       "summary": "2 open PRs share weighted file overlap around `docs/source/en/heterogeneous_configurations.md`, `src/transformers/integrations/heterogeneity/__init__.py`, `src/transformers/integrations/heterogeneity/configuration_utils.py`; representative PR #45332.",
       "shared_filenames": [
         "docs/source/en/heterogeneous_configurations.md",
@@ -6304,11 +6195,11 @@
         {
           "left_pr_number": 45332,
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-          "content_similarity": 0.587,
-          "size_similarity": 0.269,
+          "similarity": 0.548,
+          "content_similarity": 0.585,
+          "size_similarity": 0.267,
           "breadth_similarity": 0.535,
-          "concentration_similarity": 0.903,
+          "concentration_similarity": 0.885,
           "shared_filenames": [
             "docs/source/en/_toctree.yml",
             "docs/source/en/heterogeneous_configurations.md",
@@ -6339,7 +6230,7 @@
         47051
       ],
       "representative_pr_number": 47032,
-      "average_similarity": 0.543,
+      "average_similarity": 0.545,
       "summary": "2 open PRs share weighted file overlap around `tests/pipelines/test_pipelines_image_text_to_text.py`, `src/transformers/pipelines/image_text_to_text.py`; representative PR #47032.",
       "shared_filenames": [
         "tests/pipelines/test_pipelines_image_text_to_text.py",
@@ -6356,8 +6247,8 @@
         {
           "left_pr_number": 47032,
           "right_pr_number": 47051,
-          "similarity": 0.543,
-          "content_similarity": 0.524,
+          "similarity": 0.545,
+          "content_similarity": 0.526,
           "size_similarity": 0.347,
           "breadth_similarity": 0.75,
           "concentration_similarity": 0.992,
@@ -6451,6 +6342,49 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45682-2",
+      "pr_numbers": [
+        45682,
+        46766
+      ],
+      "representative_pr_number": 45682,
+      "average_similarity": 0.515,
+      "summary": "2 open PRs share weighted file overlap around `tests/peft_integration/test_peft_integration.py`, `src/transformers/integrations/peft.py`; representative PR #45682.",
+      "shared_filenames": [
+        "tests/peft_integration/test_peft_integration.py",
+        "src/transformers/integrations/peft.py"
+      ],
+      "shared_directories": [
+        "src/transformers/integrations",
+        "tests/peft_integration",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45682,
+          "right_pr_number": 46766,
+          "similarity": 0.515,
+          "content_similarity": 0.523,
+          "size_similarity": 0.096,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.691,
+          "shared_filenames": [
+            "src/transformers/integrations/peft.py",
+            "tests/peft_integration/test_peft_integration.py"
+          ],
+          "shared_directories": [
+            "src/transformers/integrations",
+            "src/transformers",
+            "tests/peft_integration",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45056-2",
       "pr_numbers": [
@@ -6556,7 +6490,7 @@
         43649
       ],
       "representative_pr_number": 43532,
-      "average_similarity": 0.496,
+      "average_similarity": 0.495,
       "summary": "2 open PRs share weighted file overlap around `utils/notification_service.py`, `.github/workflows/self-comment-ci.yml`, `.github/workflows/self-scheduled.yml`; representative PR #43532.",
       "shared_filenames": [
         "utils/notification_service.py",
@@ -6576,7 +6510,7 @@
         {
           "left_pr_number": 43532,
           "right_pr_number": 43649,
-          "similarity": 0.496,
+          "similarity": 0.495,
           "content_similarity": 0.434,
           "size_similarity": 0.395,
           "breadth_similarity": 0.875,
@@ -6696,49 +6630,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-45682-2",
-      "pr_numbers": [
-        45682,
-        46766
-      ],
-      "representative_pr_number": 45682,
-      "average_similarity": 0.486,
-      "summary": "2 open PRs share weighted file overlap around `tests/peft_integration/test_peft_integration.py`, `src/transformers/integrations/peft.py`; representative PR #45682.",
-      "shared_filenames": [
-        "tests/peft_integration/test_peft_integration.py",
-        "src/transformers/integrations/peft.py"
-      ],
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