Refresh transformers dataset snapshot 20260707T180018Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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+- latest snapshot: `20260707T180018Z`
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-      "heuristic_note": "no visible non-self stars",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 0,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 0,
-        "merged_pr_rate": null,
-        "closed_unmerged_pr_rate": null,
-        "still_open_pr_rate": null,
-        "distinct_repos_with_authored_prs": 0,
-        "distinct_repos_with_open_prs": 0
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 47132,
-            "title": " Fix legacy list-based special_tokens handling in _set_model_specific_special_tokens",
-            "url": "https://github.com/huggingface/transformers/pull/47132",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-07-07T09:31:21Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
     }
   ]
 }

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260707T120022Z`
-- Generated: `2026-07-07T12:04:49Z`
+- Snapshot: `20260707T180018Z`
+- Generated: `2026-07-07T18:02:39Z`
 - Activity window: `60d`
-- Contributors: `350`
+- Contributors: `352`
 
 ## Summary
 
@@ -19,13 +19,13 @@
 | `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 |
 | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 49 | 1 | strong | low | low | targets high-star repos |
-| `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 47 | 0 | strong | low | low | targets high-star repos |
+| `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 48 | 0 | strong | low | low | targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 40 | 1 | strong | moderate | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 37 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `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 |
+| `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 32 | 0 | strong | low | low | targets high-star repos |
 | `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 |
 | `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 |
@@ -99,6 +99,7 @@
 | `dhruv7477` | [profile](https://github.com/dhruv7477) | no | CONTRIBUTOR | 1645d | `2026-04-29T09:34:56Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 3 | 4 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `gante` | [profile](https://github.com/gante) | no | CONTRIBUTOR | 4054d | `2023-02-24T12:09:33Z` | 3 | 2 | strong | low | low | targets high-star repos |
+| `VectorPeak` | [profile](https://github.com/VectorPeak) | no | FIRST_TIME_CONTRIBUTOR | 2084d | `2026-07-03T09:46:12Z` | 2 | 3 | mixed | very high | medium | high recent PR volume; very broad repo spread; targets high-star repos |
 | `arnavkewalram` | [profile](https://github.com/arnavkewalram) | no | CONTRIBUTOR | 904d | `2026-06-15T15:28:55Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `ishan-1010` | [profile](https://github.com/ishan-1010) | no | CONTRIBUTOR | 1588d | `2026-06-01T06:07:21Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 2 | 1 | mixed | low | low | — |
@@ -123,7 +124,6 @@
 | `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 |
 | `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 |
@@ -135,9 +135,11 @@
 | `punyamodi` | [profile](https://github.com/punyamodi) | no | CONTRIBUTOR | 2156d | `2026-06-12T08:32:21Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `rmotgi1227` | [profile](https://github.com/rmotgi1227) | no | NONE | 295d | `2026-05-12T21:21:10Z` | 2 | 0 | mixed | moderate | low | young account; targets high-star repos |
 | `rohanbalsaraf` | [profile](https://github.com/rohanbalsaraf) | no | FIRST_TIME_CONTRIBUTOR | 1145d | `2026-05-20T11:01:54Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `samyuktahegde` | [profile](https://github.com/samyuktahegde) | no | FIRST_TIME_CONTRIBUTOR | 3567d | `2026-07-06T07:32:26Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `srishtiii28` | [profile](https://github.com/srishtiii28) | no | FIRST_TIME_CONTRIBUTOR | 1008d | `2026-06-09T09:34:02Z` | 2 | 0 | mixed | low | low | — |
 | `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 |
+| `ZubairAli999` | [profile](https://github.com/ZubairAli999) | no | FIRST_TIME_CONTRIBUTOR | 1721d | `2026-07-07T09:31:21Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
 | `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 |
 | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 9 | 0 | mixed | moderate | low | targets high-star repos |
 | `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 |
@@ -164,6 +166,7 @@
 | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `joerowell` | [profile](https://github.com/joerowell) | no | CONTRIBUTOR | 3394d | `2026-04-28T08:24:28Z` | 2 | 0 | strong | low | low | targets high-star repos |
 | `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 2 | 0 | weak | low | low | no visible non-self stars; 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 |
 | `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-05-05T12:03:53Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `SindhuRaghuram97` | [profile](https://github.com/SindhuRaghuram97) | no | CONTRIBUTOR | 1319d | `2026-05-05T14:47:02Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
@@ -194,7 +197,6 @@
 | `shubhammr21` | [profile](https://github.com/shubhammr21) | no | FIRST_TIME_CONTRIBUTOR | 4155d | `2026-05-22T10:45:10Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `silicon-dispatch-100` | [profile](https://github.com/silicon-dispatch-100) | no | FIRST_TIMER | 3377d | `2026-06-24T06:33:39Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `sisaman` | [profile](https://github.com/sisaman) | no | CONTRIBUTOR | 4905d | `2026-06-17T15:54:08Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
-| `VectorPeak` | [profile](https://github.com/VectorPeak) | no | FIRST_TIME_CONTRIBUTOR | 2084d | `2026-07-03T09:46:12Z` | 1 | 1 | mixed | very high | medium | high recent PR volume; very broad repo spread; targets high-star repos |
 | `0Sh1khar` | [profile](https://github.com/0Sh1khar) | no | NONE | 660d | `2026-05-18T14:31:57Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `1fanwang` | [profile](https://github.com/1fanwang) | no | FIRST_TIME_CONTRIBUTOR | 3545d | `2026-05-12T13:51:52Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `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 |
@@ -237,7 +239,7 @@
 | `Chinmay1220` | [profile](https://github.com/Chinmay1220) | no | FIRST_TIME_CONTRIBUTOR | 999d | `2026-06-11T16:14:03Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 | `chirag-gupta-07` | [profile](https://github.com/chirag-gupta-07) | no | FIRST_TIMER | 276d | `2026-05-11T05:43:53Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `cjc0013` | [profile](https://github.com/cjc0013) | no | NONE | 209d | `2026-06-12T22:51:55Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
-| `clijo` | [profile](https://github.com/clijo) | yes | FIRST_TIME_CONTRIBUTOR | 2547d | `2026-07-07T11:36:27Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `clijo` | [profile](https://github.com/clijo) | no | FIRST_TIME_CONTRIBUTOR | 2547d | `2026-07-07T11:36:27Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `clyang82` | [profile](https://github.com/clyang82) | no | NONE | 4401d | `2026-06-14T07:17:29Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `csantosbh` | [profile](https://github.com/csantosbh) | no | CONTRIBUTOR | 5103d | `2026-06-04T14:07:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `damodharg6` | [profile](https://github.com/damodharg6) | no | FIRST_TIME_CONTRIBUTOR | 407d | `2026-05-15T03:01:55Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -252,7 +254,7 @@
 | `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 |
 | `eliaghazal` | [profile](https://github.com/eliaghazal) | no | FIRST_TIME_CONTRIBUTOR | 1212d | `2026-07-05T16:12:30Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `fullyz` | [profile](https://github.com/fullyz) | no | CONTRIBUTOR | 2564d | `2026-05-11T13:43:45Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `Gideon0805` | [profile](https://github.com/Gideon0805) | yes | FIRST_TIME_CONTRIBUTOR | 3204d | `2026-07-07T09:46:20Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Gideon0805` | [profile](https://github.com/Gideon0805) | no | FIRST_TIME_CONTRIBUTOR | 3204d | `2026-07-07T09:46:20Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `gmrnlg1971` | [profile](https://github.com/gmrnlg1971) | no | NONE | 19d | `2026-06-20T18:21:51Z` | 1 | 0 | weak | high | high | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `goanpeca` | [profile](https://github.com/goanpeca) | no | NONE | 4866d | `2026-06-17T03:02:47Z` | 1 | 0 | strong | very high | medium | extremely high recent PR volume; very broad repo spread |
 | `guinik` | [profile](https://github.com/guinik) | no | FIRST_TIME_CONTRIBUTOR | 1302d | `2026-05-23T07:48:33Z` | 1 | 0 | strong | low | low | — |
@@ -260,6 +262,7 @@
 | `Hannan-Komari` | [profile](https://github.com/Hannan-Komari) | no | NONE | 1308d | `2026-06-03T10:28:04Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; no visible non-self stars |
 | `Haris-bin-shakeel` | [profile](https://github.com/Haris-bin-shakeel) | no | NONE | 589d | `2026-06-08T18:36:43Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `harryfrzz` | [profile](https://github.com/harryfrzz) | no | NONE | 735d | `2026-05-09T15:53:39Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `harryjulian` | [profile](https://github.com/harryjulian) | yes | FIRST_TIME_CONTRIBUTOR | 1554d | `2026-07-07T15:04:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `hashwnath` | [profile](https://github.com/hashwnath) | no | NONE | 2510d | `2026-06-23T04:36:24Z` | 1 | 0 | mixed | high | low | broad repo spread; high open PR share |
 | `Hasnaathussain` | [profile](https://github.com/Hasnaathussain) | no | NONE | 1426d | `2026-06-21T11:56:27Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `huzama` | [profile](https://github.com/huzama) | no | NONE | 3081d | `2026-05-14T02:06:51Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -279,6 +282,7 @@
 | `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 |
 | `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 |
+| `labAxiaoming` | [profile](https://github.com/labAxiaoming) | yes | FIRST_TIME_CONTRIBUTOR | 3144d | `2026-07-07T13:04:02Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `lakshmiprasanna07` | [profile](https://github.com/lakshmiprasanna07) | no | NONE | 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 |
 | `lanxuejin` | [profile](https://github.com/lanxuejin) | no | FIRST_TIME_CONTRIBUTOR | 2869d | `2026-06-04T12:32:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -323,7 +327,6 @@
 | `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) | 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 |
@@ -358,7 +361,6 @@
 | `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 |
 | `ZappD0S` | [profile](https://github.com/ZappD0S) | no | FIRST_TIMER | 4066d | `2026-05-19T19:36:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `ZubairAli999` | [profile](https://github.com/ZubairAli999) | yes | NONE | 1721d | `2026-07-07T09:31:21Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 
 ## Contributors
 
@@ -368,12 +370,12 @@
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
 - repo first seen: `2025-02-05T12:51:57Z`
-- repo last seen: `2026-07-07T08:47:55Z`
+- repo last seen: `2026-07-07T16:51:33Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **136**
 - snapshot authored PRs/issues: **136 PRs / 0 issues**
-- snapshot discussion activity: **138 comments / 267 reviews / 181 review comments**
+- snapshot discussion activity: **139 comments / 267 reviews / 181 review comments**
 - account age: **4938 days**
 - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
 - public orgs: none visible
@@ -414,12 +416,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
 - repo first seen: `2025-06-20T09:58:55Z`
-- repo last seen: `2026-07-07T07:07:17Z`
+- repo last seen: `2026-07-07T13:01:21Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **107**
 - snapshot authored PRs/issues: **103 PRs / 4 issues**
-- snapshot discussion activity: **90 comments / 110 reviews / 109 review comments**
+- snapshot discussion activity: **90 comments / 112 reviews / 111 review comments**
 - account age: **3934 days**
 - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
 - public orgs: none visible
@@ -440,12 +442,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
 - repo first seen: `2026-01-21T16:52:29Z`
-- repo last seen: `2026-07-07T07:45:45Z`
+- repo last seen: `2026-07-07T15:28:57Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **108**
 - snapshot authored PRs/issues: **102 PRs / 6 issues**
-- snapshot discussion activity: **188 comments / 226 reviews / 205 review comments**
+- snapshot discussion activity: **188 comments / 227 reviews / 205 review comments**
 - account age: **5839 days**
 - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
 - public orgs: `AFPy`, `faitmain`, `circus-tent`
@@ -466,12 +468,12 @@ 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: `2026-07-07T09:05:30Z`
+- repo last seen: `2026-07-07T14:35:22Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **100**
 - snapshot authored PRs/issues: **100 PRs / 0 issues**
-- snapshot discussion activity: **695 comments / 1138 reviews / 2437 review comments**
+- snapshot discussion activity: **697 comments / 1141 reviews / 2440 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`
@@ -489,12 +491,12 @@ 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: `2026-07-06T17:46:44Z`
+- repo last seen: `2026-07-07T16:52:47Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **76**
 - snapshot authored PRs/issues: **74 PRs / 2 issues**
-- snapshot discussion activity: **41 comments / 185 reviews / 318 review comments**
+- snapshot discussion activity: **41 comments / 186 reviews / 319 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`
@@ -503,8 +505,8 @@ Example artifacts:
 
 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 #46968: [docs] fix autolinks](https://github.com/huggingface/transformers/pull/46968) — closed, merged
+- [PR #46925: [docs] continuous batching (offloading behavior, max batch tokens, block size minimum)](https://github.com/huggingface/transformers/pull/46925) — 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
 
@@ -540,12 +542,12 @@ 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: `2026-07-07T11:47:05Z`
+- repo last seen: `2026-07-07T16:36:03Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **60**
 - snapshot authored PRs/issues: **58 PRs / 2 issues**
-- snapshot discussion activity: **774 comments / 1437 reviews / 5841 review comments**
+- snapshot discussion activity: **775 comments / 1439 reviews / 5843 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
@@ -565,12 +567,12 @@ 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: `2026-07-06T16:31:36Z`
+- repo last seen: `2026-07-07T15:55:13Z`
 - 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 / 358 reviews / 487 review comments**
+- snapshot discussion activity: **196 comments / 364 reviews / 489 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`
@@ -590,12 +592,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
 - repo first seen: `2025-09-11T21:27:59Z`
-- repo last seen: `2026-07-07T10:52:36Z`
+- repo last seen: `2026-07-07T16:21:20Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **50**
 - snapshot authored PRs/issues: **49 PRs / 1 issues**
-- snapshot discussion activity: **67 comments / 208 reviews / 215 review comments**
+- snapshot discussion activity: **67 comments / 209 reviews / 215 review comments**
 - account age: **1813 days**
 - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
 - public orgs: none visible
@@ -614,12 +616,12 @@ 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: `2026-07-07T11:49:28Z`
+- repo last seen: `2026-07-07T14:01:10Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **47**
-- snapshot authored PRs/issues: **47 PRs / 0 issues**
-- snapshot discussion activity: **881 comments / 350 reviews / 237 review comments**
+- repo primary artifacts: **48**
+- snapshot authored PRs/issues: **48 PRs / 0 issues**
+- snapshot discussion activity: **885 comments / 351 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`
@@ -627,9 +629,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #47142: Cleanup pipelines, stop materializing generators](https://github.com/huggingface/transformers/pull/47142) — open
 - [PR #46980: Raise a loud error for missing prefix](https://github.com/huggingface/transformers/pull/46980) — closed, merged
 - [PR #46419: Port ESMC and ESMFold2 to Transformers](https://github.com/huggingface/transformers/pull/46419) — open
-- [PR #46036: Widen tols for float16/bfloat16](https://github.com/huggingface/transformers/pull/46036) — open
 
 ### `sywangyi`
 
@@ -730,6 +732,29 @@ Example artifacts:
 - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
 - [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
 
+### `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: `2026-07-07T15:21:25Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **32**
+- snapshot authored PRs/issues: **32 PRs / 0 issues**
+- snapshot discussion activity: **56 comments / 213 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 #47144: revert #47121](https://github.com/huggingface/transformers/pull/47144) — closed, merged
+- [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
+
 ### `yonigozlan`
 
 - profile: [github.com/yonigozlan](https://github.com/yonigozlan)
@@ -753,29 +778,6 @@ 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: `2026-07-07T09:28:27Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **31**
-- snapshot authored PRs/issues: **31 PRs / 0 issues**
-- snapshot discussion activity: **56 comments / 213 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)
@@ -805,12 +807,12 @@ Example artifacts:
 - 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: `2026-07-07T08:45:08Z`
+- repo last seen: `2026-07-07T14:15:37Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **32**
 - snapshot authored PRs/issues: **28 PRs / 4 issues**
-- snapshot discussion activity: **82 comments / 467 reviews / 431 review comments**
+- snapshot discussion activity: **82 comments / 468 reviews / 432 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`
@@ -818,7 +820,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #47107: Fix MoE decode optimization for experts living in a submodel](https://github.com/huggingface/transformers/pull/47107) — open
+- [PR #47107: Fix MoE decode optimization for experts living in a submodel](https://github.com/huggingface/transformers/pull/47107) — closed, merged
 - [PR #47096: Exportable kimi](https://github.com/huggingface/transformers/pull/47096) — open
 - [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
@@ -1093,12 +1095,12 @@ Example artifacts:
 - 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`
+- repo last seen: `2026-07-07T17:18:27Z`
 - 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**
+- snapshot discussion activity: **85 comments / 391 reviews / 997 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`
@@ -1106,7 +1108,7 @@ Example artifacts:
 - 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 #47112: Fix output labels for AudioFlamingo3 (and related) models](https://github.com/huggingface/transformers/pull/47112) — closed, merged
 - [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
 
@@ -1337,7 +1339,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46920: Adapt voxtral_realtime to mistral-common 1.11.5 audio API](https://github.com/huggingface/transformers/pull/46920) — open
+- [PR #46920: Adapt voxtral_realtime to mistral-common 1.11.5 audio API](https://github.com/huggingface/transformers/pull/46920) — closed, merged
 - [PR #46604: [Mistral] Add tekken tokenizer detection, conversion, and save utilities](https://github.com/huggingface/transformers/pull/46604) — open, draft
 - [PR #46603: [Mistral] Move MistralConverter into integrations/mistral/ package](https://github.com/huggingface/transformers/pull/46603) — open
 
@@ -1360,7 +1362,7 @@ Example artifacts:
 - heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #47029: Skip caching_allocator_warmup on Neuron (no reuse pool to warm; currently OOMs)](https://github.com/huggingface/transformers/pull/47029) — open, draft
+- [PR #47029: Skip caching_allocator_warmup on Neuron (no reuse pool to warm; currently OOMs)](https://github.com/huggingface/transformers/pull/47029) — open
 - [PR #46590: feat(generation): allow user to keep input tensors on cpu](https://github.com/huggingface/transformers/pull/46590) — closed, merged
 - [PR #46446: Fix several bugs in `cache_implementation=static`](https://github.com/huggingface/transformers/pull/46446) — closed, merged
 - [Issue #46441: Qwen3.5 crash with `cache_implementation="static"` — `KeyError: 'linear_attention'`](https://github.com/huggingface/transformers/issues/46441) — closed
@@ -1422,12 +1424,12 @@ 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: `2026-07-07T10:19:06Z`
+- repo last seen: `2026-07-07T13:44:53Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **41 comments / 175 reviews / 214 review comments**
+- snapshot discussion activity: **41 comments / 177 reviews / 216 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`
@@ -2294,7 +2296,7 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #47131: Fix false __len__ claims in Trainer docstrings](https://github.com/huggingface/transformers/pull/47131) — open
+- [PR #47131: Fix false __len__ claims in Trainer docstrings](https://github.com/huggingface/transformers/pull/47131) — closed, merged
 - [PR #46155: Update dev version](https://github.com/huggingface/transformers/pull/46155) — closed
 - [PR #45164: Fix TypeError: 'NoneType' object is not iterable in GenerationMixin.generate](https://github.com/huggingface/transformers/pull/45164) — closed, merged
 - [Issue #45137: IndexError: pop from an empty deque with DeepSpeed ZeRO3](https://github.com/huggingface/transformers/issues/45137) — closed
@@ -2494,6 +2496,31 @@ Example artifacts:
 - [Issue #32946: Support `StaticCache` in assisted generation](https://github.com/huggingface/transformers/issues/32946) — closed
 - [Issue #29149: Generate: support passing position_ids](https://github.com/huggingface/transformers/issues/29149) — closed
 
+### `VectorPeak`
+
+- profile: [github.com/VectorPeak](https://github.com/VectorPeak)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AVectorPeak)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AVectorPeak)
+- repo first seen: `2026-07-03T09:46:12Z`
+- repo last seen: `2026-07-07T12:48:53Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **2 PRs / 3 issues**
+- snapshot discussion activity: **8 comments / 4 reviews / 4 review comments**
+- account age: **2084 days**
+- recent public PR activity: **96 PRs** (42 merged / 31 closed-unmerged / 24 open; merged rate **44%**, closed-unmerged rate **32%**, open rate **24%**)
+- 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; targets high-star repos**
+
+Example artifacts:
+- [PR #47140: Fix chat CLI management URLs with /v1 base](https://github.com/huggingface/transformers/pull/47140) — open
+- [PR #47038: Keep continuous batching config separate from GenerationConfig](https://github.com/huggingface/transformers/pull/47038) — open
+- [Issue #47139: transformers chat routes management endpoints under /v1 when base_url includes /v1](https://github.com/huggingface/transformers/issues/47139) — open
+- [Issue #47138: transformers chat routes management endpoints under /v1 when base_url includes /v1](https://github.com/huggingface/transformers/issues/47138) — open
+- [Issue #47039: GenerationConfig serializes ContinuousBatchingConfig as null](https://github.com/huggingface/transformers/issues/47039) — open
+
 ### `arnavkewalram`
 
 - profile: [github.com/arnavkewalram](https://github.com/arnavkewalram)
@@ -3030,28 +3057,6 @@ Example artifacts:
 - [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`
-
-- profile: [github.com/Mamiglia](https://github.com/Mamiglia)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMamiglia)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMamiglia)
-- repo first seen: `2026-05-08T16:06:43Z`
-- repo last seen: `2026-05-13T09:26:00Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **3093 days**
-- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45896: Enhance apply_chat_template to support custom field prefilling (reasoning_content, thinking, etc.)](https://github.com/huggingface/transformers/pull/45896) — closed, merged
-- [PR #45849: Enhance apply_chat_template to support custom field prefilling (reasoning_content, thinking, etc.)](https://github.com/huggingface/transformers/pull/45849) — closed
-
 ### `meatybobby`
 
 - profile: [github.com/meatybobby](https://github.com/meatybobby)
@@ -3294,6 +3299,28 @@ Example artifacts:
 - [PR #46124: Fix crash and tokenization mismatch in speculative decoding with different tokenizers](https://github.com/huggingface/transformers/pull/46124) — open
 - [PR #46117: [Generation] Fix continuous batching crash when out of memory during …](https://github.com/huggingface/transformers/pull/46117) — closed
 
+### `samyuktahegde`
+
+- profile: [github.com/samyuktahegde](https://github.com/samyuktahegde)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asamyuktahegde)
+- 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: `2026-07-07T12:09:20Z`
+- 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**
+- account age: **3567 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
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #47136: Clarify input device placement in the Quicktour inference example](https://github.com/huggingface/transformers/pull/47136) — open
+- [PR #47098: Fix grammar in PreTrainedConfig description](https://github.com/huggingface/transformers/pull/47098) — closed
+
 ### `srishtiii28`
 
 - profile: [github.com/srishtiii28](https://github.com/srishtiii28)
@@ -3360,6 +3387,28 @@ Example artifacts:
 - [PR #46944: ci: pin GitHub Actions to full commit SHAs](https://github.com/huggingface/transformers/pull/46944) — closed
 - [PR #46943: ci: pin GitHub Actions to full commit SHAs](https://github.com/huggingface/transformers/pull/46943) — closed
 
+### `ZubairAli999`
+
+- profile: [github.com/ZubairAli999](https://github.com/ZubairAli999)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AZubairAli999)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AZubairAli999)
+- repo first seen: `2026-07-07T09:31:21Z`
+- repo last seen: `2026-07-07T12:24:23Z`
+- 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**
+- account age: **1721 days**
+- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- public orgs: none visible
+- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
+- heuristic read: **no visible non-self stars**
+
+Example artifacts:
+- [PR #47137: Fix it](https://github.com/huggingface/transformers/pull/47137) — open
+- [PR #47132:  Fix legacy list-based special_tokens handling in _set_model_specific_special_tokens](https://github.com/huggingface/transformers/pull/47132) — closed
+
 ### `tomaarsen`
 
 - profile: [github.com/tomaarsen](https://github.com/tomaarsen)
@@ -3965,6 +4014,28 @@ Example artifacts:
 - [PR #46274: Fix StopIteration crash in ProcessorMixin.get_text_with_replacements for unmatched multimodal tokens](https://github.com/huggingface/transformers/pull/46274) — closed
 - [PR #45257: [Gemma4] Fix chat template and stop tokens for OpenAI tool calling compatibility](https://github.com/huggingface/transformers/pull/45257) — closed, draft
 
+### `Mamiglia`
+
+- profile: [github.com/Mamiglia](https://github.com/Mamiglia)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMamiglia)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMamiglia)
+- repo first seen: `2026-05-08T16:06:43Z`
+- repo last seen: `2026-05-13T09:26:00Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- account age: **3093 days**
+- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45896: Enhance apply_chat_template to support custom field prefilling (reasoning_content, thinking, etc.)](https://github.com/huggingface/transformers/pull/45896) — closed, merged
+- [PR #45849: Enhance apply_chat_template to support custom field prefilling (reasoning_content, thinking, etc.)](https://github.com/huggingface/transformers/pull/45849) — closed
+
 ### `ranjithchinnanan`
 
 - profile: [github.com/ranjithchinnanan](https://github.com/ranjithchinnanan)
@@ -4129,12 +4200,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabcgco)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabcgco)
 - repo first seen: `2026-07-05T12:41:27Z`
-- repo last seen: `2026-07-06T19:17:57Z`
+- repo last seen: `2026-07-07T13:26:28Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
+- snapshot discussion activity: **0 comments / 10 reviews / 10 review comments**
 - account age: **2524 days**
 - recent public PR activity: **8 PRs** (1 merged / 2 closed-unmerged / 5 open; merged rate **12%**, closed-unmerged rate **25%**, open rate **62%**)
 - public orgs: none visible
@@ -4415,12 +4486,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALauraGPT)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALauraGPT)
 - repo first seen: `2026-05-24T11:07:04Z`
-- repo last seen: `2026-07-07T11:41:58Z`
+- repo last seen: `2026-07-07T15:21:40Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **32 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **33 comments / 0 reviews / 0 review comments**
 - account age: **3699 days**
 - recent public PR activity: **9 PRs** (2 merged / 0 closed-unmerged / 7 open; merged rate **22%**, closed-unmerged rate **0%**, open rate **78%**)
 - public orgs: `FunAudioLLM`
@@ -4629,28 +4700,6 @@ Example artifacts:
 - [PR #46727: Improve AutoImageProcessor error for unavailable backends](https://github.com/huggingface/transformers/pull/46727) — closed, merged
 - [Issue #46726: AutoProcessor reports “Unrecognized image processor” when required vision backend is missing](https://github.com/huggingface/transformers/issues/46726) — closed
 
-### `VectorPeak`
-
-- profile: [github.com/VectorPeak](https://github.com/VectorPeak)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AVectorPeak)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AVectorPeak)
-- repo first seen: `2026-07-03T09:46:12Z`
-- repo last seen: `2026-07-07T09:27:21Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **7 comments / 4 reviews / 4 review comments**
-- account age: **2084 days**
-- recent public PR activity: **96 PRs** (42 merged / 31 closed-unmerged / 24 open; merged rate **44%**, closed-unmerged rate **32%**, open rate **24%**)
-- 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; targets high-star repos**
-
-Example artifacts:
-- [PR #47038: Keep continuous batching config separate from GenerationConfig](https://github.com/huggingface/transformers/pull/47038) — open
-- [Issue #47039: GenerationConfig serializes ContinuousBatchingConfig as null](https://github.com/huggingface/transformers/issues/47039) — open
-
 ### `0Sh1khar`
 
 - profile: [github.com/0Sh1khar](https://github.com/0Sh1khar)
@@ -5540,7 +5589,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aclijo)
 - repo first seen: `2026-07-07T11:36:27Z`
 - repo last seen: `2026-07-07T11:36:27Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -5812,12 +5861,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeliaghazal)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeliaghazal)
 - repo first seen: `2026-07-05T16:12:30Z`
-- repo last seen: `2026-07-05T22:36:46Z`
+- repo last seen: `2026-07-07T16:37:48Z`
 - 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 / 1 reviews / 1 review comments**
 - account age: **1212 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: `TwoFoundersLab`
@@ -5855,7 +5904,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AGideon0805)
 - repo first seen: `2026-07-07T09:46:20Z`
 - repo last seen: `2026-07-07T09:46:20Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -6016,6 +6065,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45863: fix: add HF_USE_MLX opt-out for MLX detection](https://github.com/huggingface/transformers/pull/45863) — closed
 
+### `harryjulian`
+
+- profile: [github.com/harryjulian](https://github.com/harryjulian)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharryjulian)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharryjulian)
+- repo first seen: `2026-07-07T15:04:12Z`
+- repo last seen: `2026-07-07T16:13:45Z`
+- 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 / 1 reviews / 1 review comments**
+- account age: **1554 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
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47143: Add support for NeuCodec](https://github.com/huggingface/transformers/pull/47143) — open, draft
+
 ### `hashwnath`
 
 - profile: [github.com/hashwnath](https://github.com/hashwnath)
@@ -6415,6 +6485,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46596: Fix docstring formatting issues causing Sphinx autodoc warnings](https://github.com/huggingface/transformers/pull/46596) — closed, merged
 
+### `labAxiaoming`
+
+- profile: [github.com/labAxiaoming](https://github.com/labAxiaoming)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AlabAxiaoming)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AlabAxiaoming)
+- repo first seen: `2026-07-07T13:04:02Z`
+- repo last seen: `2026-07-07T13:04:02Z`
+- 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: **3144 days**
+- recent public PR activity: **8 PRs** (1 merged / 1 closed-unmerged / 6 open; merged rate **12%**, closed-unmerged rate **12%**, open rate **75%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47141: Fix GLM video frame padding for temporal patches](https://github.com/huggingface/transformers/pull/47141) — open
+
 ### `lakshmiprasanna07`
 
 - profile: [github.com/lakshmiprasanna07](https://github.com/lakshmiprasanna07)
@@ -7339,27 +7430,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46874: [RT-DETR] Fix misplaced [-1] index in decoder projection when num_feature_levels > backbone outputs](https://github.com/huggingface/transformers/pull/46874) — closed
 
-### `samyuktahegde`
-
-- profile: [github.com/samyuktahegde](https://github.com/samyuktahegde)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asamyuktahegde)
-- 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: **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: **3567 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
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- 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) — closed
-
 ### `Sanjays2402`
 
 - profile: [github.com/Sanjays2402](https://github.com/Sanjays2402)
@@ -7744,12 +7814,12 @@ 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: `2026-07-06T16:37:18Z`
+- repo last seen: `2026-07-07T16:14:41Z`
 - 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: **3 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **5 comments / 2 reviews / 2 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
@@ -8073,24 +8143,3 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46083: test](https://github.com/huggingface/transformers/pull/46083) — closed
-
-### `ZubairAli999`
-
-- profile: [github.com/ZubairAli999](https://github.com/ZubairAli999)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AZubairAli999)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AZubairAli999)
-- repo first seen: `2026-07-07T09:31:21Z`
-- repo last seen: `2026-07-07T09:31:21Z`
-- first seen in snapshot: **yes**
-- 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: **1721 days**
-- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
-- public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
-- heuristic read: **no visible non-self stars**
-
-Example artifacts:
-- [PR #47132:  Fix legacy list-based special_tokens handling in _set_model_specific_special_tokens](https://github.com/huggingface/transformers/pull/47132) — closed

new_contributors.parquet

@@ -1,3 +1,3 @@
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-size 63991
+oid sha256:06fd2342f445fed3f23fda8c39e1d2838a72e1ecfb3e7c648f34a1d2a7c267a9
+size 64102

pr-scope-clusters.json

@@ -1,11 +1,11 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260707T120022Z",
-  "generated_at": "2026-07-07T12:02:38Z",
-  "cluster_count": 81,
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         43651,
@@ -16,12 +16,11 @@
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-      "average_similarity": 0.422,
-      "summary": "11 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #43663.",
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+      "average_similarity": 0.42,
+      "summary": "10 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
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@@ -33,8 +32,8 @@
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           "right_pr_number": 45067,
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@@ -46,27 +45,11 @@
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@@ -97,8 +80,8 @@
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@@ -126,27 +109,11 @@
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@@ -1765,8 +1604,8 @@
         {
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-          "similarity": 0.276,
-          "content_similarity": 0.103,
+          "similarity": 0.278,
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           "breadth_similarity": 0.75,
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@@ -1782,8 +1621,8 @@
         {
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           "right_pr_number": 42668,
-          "similarity": 0.274,
-          "content_similarity": 0.258,
+          "similarity": 0.275,
+          "content_similarity": 0.26,
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           "breadth_similarity": 0.216,
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@@ -1800,8 +1639,8 @@
         {
           "left_pr_number": 42668,
           "right_pr_number": 45422,
-          "similarity": 0.201,
-          "content_similarity": 0.156,
+          "similarity": 0.202,
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@@ -1828,7 +1667,7 @@
         47097
       ],
       "representative_pr_number": 45985,
-      "average_similarity": 0.414,
+      "average_similarity": 0.415,
       "summary": "6 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
       "shared_filenames": [
         "src/transformers/generation/utils.py"
@@ -1840,11 +1679,11 @@
       ],
       "pairwise": [
         {
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+          "left_pr_number": 34667,
           "right_pr_number": 45985,
-          "similarity": 0.598,
-          "content_similarity": 0.501,
-          "size_similarity": 0.652,
+          "similarity": 0.595,
+          "content_similarity": 0.478,
+          "size_similarity": 0.733,
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           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -1857,11 +1696,11 @@
           ]
         },
         {
-          "left_pr_number": 34667,
+          "left_pr_number": 39683,
           "right_pr_number": 45985,
-          "similarity": 0.591,
-          "content_similarity": 0.474,
-          "size_similarity": 0.733,
+          "similarity": 0.595,
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@@ -1876,8 +1715,8 @@
         {
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           "right_pr_number": 39683,
-          "similarity": 0.531,
-          "content_similarity": 0.442,
+          "similarity": 0.529,
+          "content_similarity": 0.438,
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           "breadth_similarity": 1.0,
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@@ -1893,8 +1732,8 @@
         {
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           "right_pr_number": 47097,
-          "similarity": 0.48,
-          "content_similarity": 0.303,
+          "similarity": 0.481,
+          "content_similarity": 0.305,
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           "breadth_similarity": 0.833,
           "concentration_similarity": 0.766,
@@ -1910,8 +1749,8 @@
         {
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           "right_pr_number": 45985,
-          "similarity": 0.445,
-          "content_similarity": 0.379,
+          "similarity": 0.448,
+          "content_similarity": 0.383,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1927,8 +1766,8 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 44872,
-          "similarity": 0.425,
-          "content_similarity": 0.335,
+          "similarity": 0.428,
+          "content_similarity": 0.339,
           "size_similarity": 0.273,
           "breadth_similarity": 1.0,
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@@ -1944,8 +1783,8 @@
         {
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           "right_pr_number": 44872,
-          "similarity": 0.417,
-          "content_similarity": 0.354,
+          "similarity": 0.416,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1961,8 +1800,8 @@
         {
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           "right_pr_number": 47097,
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-          "content_similarity": 0.467,
+          "similarity": 0.409,
+          "content_similarity": 0.468,
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           "breadth_similarity": 0.333,
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@@ -1978,8 +1817,8 @@
         {
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           "breadth_similarity": 0.333,
           "concentration_similarity": 0.701,
@@ -1995,8 +1834,8 @@
         {
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           "right_pr_number": 47097,
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-          "content_similarity": 0.412,
+          "similarity": 0.368,
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           "breadth_similarity": 0.333,
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@@ -2012,8 +1851,8 @@
         {
           "left_pr_number": 32189,
           "right_pr_number": 45985,
-          "similarity": 0.345,
-          "content_similarity": 0.347,
+          "similarity": 0.348,
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           "breadth_similarity": 0.417,
           "concentration_similarity": 0.935,
@@ -2029,8 +1868,8 @@
         {
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-          "content_similarity": 0.324,
+          "similarity": 0.334,
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           "breadth_similarity": 0.417,
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@@ -2046,8 +1885,8 @@
         {
           "left_pr_number": 32189,
           "right_pr_number": 34667,
-          "similarity": 0.313,
-          "content_similarity": 0.307,
+          "similarity": 0.315,
+          "content_similarity": 0.31,
           "size_similarity": 0.065,
           "breadth_similarity": 0.417,
           "concentration_similarity": 0.935,
@@ -2063,8 +1902,8 @@
         {
           "left_pr_number": 44872,
           "right_pr_number": 47097,
-          "similarity": 0.302,
-          "content_similarity": 0.33,
+          "similarity": 0.303,
+          "content_similarity": 0.332,
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           "breadth_similarity": 0.333,
           "concentration_similarity": 0.701,
@@ -2080,8 +1919,8 @@
         {
           "left_pr_number": 32189,
           "right_pr_number": 44872,
-          "similarity": 0.263,
-          "content_similarity": 0.245,
+          "similarity": 0.265,
+          "content_similarity": 0.249,
           "size_similarity": 0.018,
           "breadth_similarity": 0.417,
           "concentration_similarity": 0.935,
@@ -2382,7 +2221,7 @@
         {
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           "right_pr_number": 45421,
-          "similarity": 0.422,
+          "similarity": 0.421,
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           "breadth_similarity": 0.667,
@@ -2399,8 +2238,8 @@
         {
           "left_pr_number": 44974,
           "right_pr_number": 46717,
-          "similarity": 0.414,
-          "content_similarity": 0.285,
+          "similarity": 0.415,
+          "content_similarity": 0.286,
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           "breadth_similarity": 0.9,
           "concentration_similarity": 0.774,
@@ -2437,7 +2276,7 @@
         {
           "left_pr_number": 45635,
           "right_pr_number": 46717,
-          "similarity": 0.364,
+          "similarity": 0.365,
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           "size_similarity": 0.337,
           "breadth_similarity": 0.875,
@@ -2489,6 +2328,404 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-42655-5",
+      "pr_numbers": [
+        42655,
+        45979,
+        46124,
+        46735,
+        46993
+      ],
+      "representative_pr_number": 46735,
+      "average_similarity": 0.404,
+      "summary": "5 open PRs share weighted file overlap around `tests/generation/test_utils.py`, `src/transformers/generation/candidate_generator.py`, `src/transformers/generation/utils.py`; representative PR #46735.",
+      "shared_filenames": [
+        "tests/generation/test_utils.py",
+        "src/transformers/generation/candidate_generator.py",
+        "src/transformers/generation/utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers/generation",
+        "tests/generation",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45979,
+          "right_pr_number": 46735,
+          "similarity": 0.583,
+          "content_similarity": 0.634,
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+          "concentration_similarity": 0.96,
+          "shared_filenames": [
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+            "tests/generation/test_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "tests/generation",
+            "src",
+            "tests"
+          ]
+        },
+        {
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+          "right_pr_number": 46993,
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+          "shared_filenames": [
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+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "tests/generation",
+            "src",
+            "tests"
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+        },
+        {
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+          "content_similarity": 0.437,
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+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "tests/generation",
+            "src",
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+        {
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+          "shared_filenames": [
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+          "shared_directories": [
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+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "tests/generation",
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+        {
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+          "shared_filenames": [
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+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "tests/generation",
+            "src",
+            "tests"
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+        },
+        {
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+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "tests/generation",
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+        {
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+          "shared_filenames": [
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+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "tests/generation",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 42655,
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+          "content_similarity": 0.311,
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+          "breadth_similarity": 0.417,
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+          "shared_filenames": [
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+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "tests/generation",
+            "src",
+            "tests"
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+        },
+        {
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+          "shared_filenames": [
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+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "tests/generation",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
+    {
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+        44550,
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+      "average_similarity": 0.355,
+      "summary": "5 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"
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+      "pairwise": [
+        {
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+            "docs/source/en",
+            "docs/source",
+            "docs"
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+        {
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+          "shared_filenames": [],
+          "shared_directories": [
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+            "docs/source/en",
+            "docs/source",
+            "docs"
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+        },
+        {
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+          "content_similarity": 0.1,
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+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            "docs/source/en",
+            "docs/source",
+            "docs"
+          ]
+        },
+        {
+          "left_pr_number": 33686,
+          "right_pr_number": 44407,
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+          "content_similarity": 0.087,
+          "size_similarity": 0.957,
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+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            "docs/source/en",
+            "docs/source",
+            "docs"
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+        },
+        {
+          "left_pr_number": 44407,
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+          "shared_directories": [
+            "docs/source/en",
+            "docs/source",
+            "docs"
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+        },
+        {
+          "left_pr_number": 44550,
+          "right_pr_number": 46007,
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+          "content_similarity": 0.088,
+          "size_similarity": 0.88,
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+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            "docs/source/en",
+            "docs/source",
+            "docs"
+          ]
+        },
+        {
+          "left_pr_number": 46007,
+          "right_pr_number": 47109,
+          "similarity": 0.337,
+          "content_similarity": 0.075,
+          "size_similarity": 0.893,
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+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            "docs/source/en",
+            "docs/source",
+            "docs"
+          ]
+        },
+        {
+          "left_pr_number": 33686,
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+          "content_similarity": 0.076,
+          "size_similarity": 0.88,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
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+            "docs/source",
+            "docs"
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+        },
+        {
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+          "content_similarity": 0.093,
+          "size_similarity": 0.786,
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+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
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+            "docs/source",
+            "docs"
+          ]
+        },
+        {
+          "left_pr_number": 33686,
+          "right_pr_number": 47109,
+          "similarity": 0.324,
+          "content_similarity": 0.081,
+          "size_similarity": 0.786,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            "docs/source/en",
+            "docs/source",
+            "docs"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-42975-4",
       "pr_numbers": [
@@ -2665,7 +2902,7 @@
         46642
       ],
       "representative_pr_number": 45438,
-      "average_similarity": 0.487,
+      "average_similarity": 0.488,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `docs/source/en/model_doc/gemma4.md`; representative PR #45438.",
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@@ -2688,8 +2925,8 @@
         {
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@@ -2716,8 +2953,8 @@
         {
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           "concentration_similarity": 0.908,
@@ -2735,8 +2972,8 @@
         {
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-          "similarity": 0.549,
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           "breadth_similarity": 0.325,
           "concentration_similarity": 0.92,
@@ -2754,8 +2991,8 @@
         {
           "left_pr_number": 45438,
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         46995
       ],
       "representative_pr_number": 44615,
-      "average_similarity": 0.464,
+      "average_similarity": 0.467,
       "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"
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         {
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@@ -3025,8 +3262,8 @@
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@@ -3042,8 +3279,8 @@
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@@ -3059,8 +3296,8 @@
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@@ -3116,7 +3353,7 @@
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@@ -3199,115 +3436,118 @@
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+      "cluster_id": "pr-scope-45548-4",
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-        44407,
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+        45548,
+        45649,
+        45655,
+        47029
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+      "representative_pr_number": 45649,
+      "average_similarity": 0.407,
+      "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
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       ],
-      "representative_pr_number": 44407,
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-      "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44407.",
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-        "docs/source/en",
-        "docs/source",
-        "docs",
-        "docs/source/en/quantization",
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-            "docs/source/en",
-            "docs/source",
-            "docs"
+            "src/transformers",
+            "src"
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-            "docs/source/en/model_doc",
-            "docs/source/en",
-            "docs/source",
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+          "shared_filenames": [
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+            "src/transformers",
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+          "shared_filenames": [
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           "shared_directories": [
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-            "docs/source",
-            "docs"
+            "src/transformers",
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       ],
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+      "representative_pr_number": 46895,
+      "average_similarity": 0.935,
+      "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 #46895.",
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         "src/transformers/models/cohere_asr/modeling_cohere_asr.py",
@@ -3418,13 +3658,13 @@
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           "shared_filenames": [
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             "src/transformers/models/cohere_asr/modular_cohere_asr.py",
@@ -3443,8 +3683,8 @@
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-          "content_similarity": 0.924,
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+          "size_similarity": 0.776,
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           "shared_filenames": [
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@@ -3585,7 +3825,7 @@
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           "breadth_similarity": 0.5,
@@ -3693,7 +3933,7 @@
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@@ -3847,7 +4087,7 @@
         44682
       ],
       "representative_pr_number": 43656,
-      "average_similarity": 0.477,
+      "average_similarity": 0.476,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
       "shared_filenames": [
         "src/transformers/cli/serve.py"
@@ -3861,8 +4101,8 @@
         {
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           "concentration_similarity": 1.0,
@@ -3878,8 +4118,8 @@
         {
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           "breadth_similarity": 0.5,
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@@ -3895,8 +4135,8 @@
         {
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@@ -3935,8 +4175,8 @@
         {
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@@ -3954,7 +4194,7 @@
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           "similarity": 0.458,
-          "content_similarity": 0.438,
+          "content_similarity": 0.437,
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           "breadth_similarity": 0.833,
           "concentration_similarity": 0.89,
@@ -3989,154 +4229,6 @@
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-      "pr_numbers": [
-        45548,
-        45649,
-        45655
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-      "representative_pr_number": 45649,
-      "average_similarity": 0.461,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
-      "shared_filenames": [
-        "src/transformers/modeling_utils.py"
-      ],
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-      "shared_filenames": [
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-      "shared_directories": [
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-            "src/transformers/generation",
-            "src/transformers",
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@@ -4314,13 +4406,13 @@
         47074
       ],
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-      "summary": "3 open PRs share weighted file overlap around `tests/pipelines/test_pipelines_any_to_any.py`, `tests/pipelines/test_pipelines_image_text_to_text.py`, `src/transformers/pipelines/any_to_any.py`; representative PR #47051.",
+      "average_similarity": 0.415,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/pipelines/any_to_any.py`, `src/transformers/pipelines/image_text_to_text.py`, `tests/pipelines/test_pipelines_any_to_any.py`; representative PR #47051.",
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         "src/transformers/pipelines/any_to_any.py",
-        "src/transformers/pipelines/image_text_to_text.py"
+        "src/transformers/pipelines/image_text_to_text.py",
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@@ -4333,152 +4425,74 @@
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           "breadth_similarity": 0.75,
           "concentration_similarity": 0.856,
           "shared_filenames": [
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-            "tests/pipelines/test_pipelines_any_to_any.py"
-          ],
-          "shared_directories": [
-            "src/transformers/pipelines",
-            "src/transformers",
-            "tests/pipelines",
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-          "content_similarity": 0.107,
-          "size_similarity": 0.455,
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-          "shared_filenames": [],
-          "shared_directories": [
-            "src/transformers/pipelines",
-            "src/transformers",
-            "tests/pipelines",
-            "src",
-            "tests"
-          ]
-        }
-      ]
-    },
-    {
-      "cluster_id": "pr-scope-46124-3",
-      "pr_numbers": [
-        46124,
-        46936,
-        46993
-      ],
-      "representative_pr_number": 46124,
-      "average_similarity": 0.407,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/candidate_generator.py`, `tests/generation/test_utils.py`; representative PR #46124.",
-      "shared_filenames": [
-        "src/transformers/generation/candidate_generator.py",
-        "tests/generation/test_utils.py"
-      ],
-      "shared_directories": [
-        "src/transformers/generation",
-        "src/transformers",
-        "src",
-        "tests/generation",
-        "tests"
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-        {
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-          "right_pr_number": 46936,
-          "similarity": 0.541,
-          "content_similarity": 0.64,
-          "size_similarity": 0.036,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.75,
-          "shared_filenames": [
-            "src/transformers/generation/candidate_generator.py"
+            "src/transformers/pipelines/image_text_to_text.py",
+            "tests/pipelines/test_pipelines_image_text_to_text.py"
           ],
           "shared_directories": [
-            "src/transformers/generation",
+            "src/transformers/pipelines",
             "src/transformers",
-            "src"
+            "tests/pipelines",
+            "src",
+            "tests"
           ]
         },
         {
-          "left_pr_number": 46124,
-          "right_pr_number": 46993,
-          "similarity": 0.503,
-          "content_similarity": 0.343,
-          "size_similarity": 0.786,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.886,
+          "left_pr_number": 47051,
+          "right_pr_number": 47074,
+          "similarity": 0.472,
+          "content_similarity": 0.407,
+          "size_similarity": 0.514,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 0.7,
           "shared_filenames": [
-            "src/transformers/generation/candidate_generator.py",
-            "tests/generation/test_utils.py"
+            "src/transformers/pipelines/any_to_any.py",
+            "tests/pipelines/test_pipelines_any_to_any.py"
           ],
           "shared_directories": [
-            "src/transformers/generation",
+            "src/transformers/pipelines",
             "src/transformers",
-            "tests/generation",
+            "tests/pipelines",
             "src",
             "tests"
           ]
         },
         {
-          "left_pr_number": 46936,
-          "right_pr_number": 46993,
-          "similarity": 0.178,
-          "content_similarity": 0.111,
-          "size_similarity": 0.045,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.864,
-          "shared_filenames": [
-            "src/transformers/generation/candidate_generator.py"
-          ],
+          "left_pr_number": 47032,
+          "right_pr_number": 47074,
+          "similarity": 0.268,
+          "content_similarity": 0.102,
+          "size_similarity": 0.455,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.556,
+          "shared_filenames": [],
           "shared_directories": [
-            "src/transformers/generation",
+            "src/transformers/pipelines",
             "src/transformers",
-            "src"
+            "tests/pipelines",
+            "src",
+            "tests"
           ]
         }
       ]
     },
     {
-      "cluster_id": "pr-scope-45694-3",
+      "cluster_id": "pr-scope-46004-3",
       "pr_numbers": [
-        45694,
-        46917,
-        47035
+        46004,
+        46771,
+        46917
       ],
-      "representative_pr_number": 45694,
-      "average_similarity": 0.39,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/training_args.py`; representative PR #45694.",
+      "representative_pr_number": 46917,
+      "average_similarity": 0.412,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/image_processing_backends.py`; representative PR #46917.",
       "shared_filenames": [
-        "src/transformers/training_args.py"
+        "src/transformers/image_processing_backends.py"
       ],
       "shared_directories": [
         "src/transformers",
@@ -4486,15 +4500,15 @@
       ],
       "pairwise": [
         {
-          "left_pr_number": 45694,
+          "left_pr_number": 46004,
           "right_pr_number": 46917,
-          "similarity": 0.485,
-          "content_similarity": 0.329,
-          "size_similarity": 0.868,
+          "similarity": 0.466,
+          "content_similarity": 0.463,
+          "size_similarity": 0.113,
           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
           "shared_filenames": [
-            "src/transformers/training_args.py"
+            "src/transformers/image_processing_backends.py"
           ],
           "shared_directories": [
             "src/transformers",
@@ -4502,15 +4516,15 @@
           ]
         },
         {
-          "left_pr_number": 45694,
-          "right_pr_number": 47035,
-          "similarity": 0.357,
-          "content_similarity": 0.287,
-          "size_similarity": 0.043,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
+          "left_pr_number": 46771,
+          "right_pr_number": 46917,
+          "similarity": 0.423,
+          "content_similarity": 0.431,
+          "size_similarity": 0.346,
+          "breadth_similarity": 0.417,
+          "concentration_similarity": 0.549,
           "shared_filenames": [
-            "src/transformers/training_args.py"
+            "src/transformers/image_processing_backends.py"
           ],
           "shared_directories": [
             "src/transformers",
@@ -4518,15 +4532,15 @@
           ]
         },
         {
-          "left_pr_number": 46917,
-          "right_pr_number": 47035,
-          "similarity": 0.328,
-          "content_similarity": 0.281,
-          "size_similarity": 0.038,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 1.0,
+          "left_pr_number": 46004,
+          "right_pr_number": 46771,
+          "similarity": 0.349,
+          "content_similarity": 0.409,
+          "size_similarity": 0.039,
+          "breadth_similarity": 0.292,
+          "concentration_similarity": 0.549,
           "shared_filenames": [
-            "src/transformers/training_args.py"
+            "src/transformers/image_processing_backends.py"
           ],
           "shared_directories": [
             "src/transformers",
@@ -4543,7 +4557,7 @@
         46775
       ],
       "representative_pr_number": 44889,
-      "average_similarity": 0.383,
+      "average_similarity": 0.384,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/trainer.py`, `tests/trainer/distributed/test_trainer_distributed_deepspeed.py`; representative PR #44889.",
       "shared_filenames": [
         "src/transformers/trainer.py",
@@ -4560,8 +4574,8 @@
         {
           "left_pr_number": 44889,
           "right_pr_number": 46775,
-          "similarity": 0.453,
-          "content_similarity": 0.329,
+          "similarity": 0.454,
+          "content_similarity": 0.33,
           "size_similarity": 0.877,
           "breadth_similarity": 0.458,
           "concentration_similarity": 0.9,
@@ -4580,8 +4594,8 @@
         {
           "left_pr_number": 44889,
           "right_pr_number": 44981,
-          "similarity": 0.395,
-          "content_similarity": 0.152,
+          "similarity": 0.396,
+          "content_similarity": 0.153,
           "size_similarity": 0.991,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.812,
@@ -4598,8 +4612,8 @@
         {
           "left_pr_number": 44981,
           "right_pr_number": 46775,
-          "similarity": 0.301,
-          "content_similarity": 0.124,
+          "similarity": 0.302,
+          "content_similarity": 0.125,
           "size_similarity": 0.885,
           "breadth_similarity": 0.458,
           "concentration_similarity": 0.712,
@@ -4943,6 +4957,49 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46567-2",
+      "pr_numbers": [
+        46567,
+        47140
+      ],
+      "representative_pr_number": 46567,
+      "average_similarity": 0.855,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/cli/chat.py`, `tests/cli/test_chat.py`; representative PR #46567.",
+      "shared_filenames": [
+        "src/transformers/cli/chat.py",
+        "tests/cli/test_chat.py"
+      ],
+      "shared_directories": [
+        "src/transformers/cli",
+        "tests/cli",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46567,
+          "right_pr_number": 47140,
+          "similarity": 0.855,
+          "content_similarity": 0.815,
+          "size_similarity": 0.963,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.796,
+          "shared_filenames": [
+            "src/transformers/cli/chat.py",
+            "tests/cli/test_chat.py"
+          ],
+          "shared_directories": [
+            "src/transformers/cli",
+            "src/transformers",
+            "tests/cli",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-46281-2",
       "pr_numbers": [
@@ -5015,7 +5072,7 @@
           "left_pr_number": 44438,
           "right_pr_number": 46689,
           "similarity": 0.798,
-          "content_similarity": 0.833,
+          "content_similarity": 0.834,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.694,
@@ -5109,7 +5166,7 @@
         45607
       ],
       "representative_pr_number": 45606,
-      "average_similarity": 0.771,
+      "average_similarity": 0.77,
       "summary": "2 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45606.",
       "shared_filenames": [
         "tests/models/gemma4/test_modeling_gemma4.py"
@@ -5123,7 +5180,7 @@
         {
           "left_pr_number": 45606,
           "right_pr_number": 45607,
-          "similarity": 0.771,
+          "similarity": 0.77,
           "content_similarity": 0.819,
           "size_similarity": 0.778,
           "breadth_similarity": 0.417,
@@ -5140,40 +5197,38 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-42824-2",
+      "cluster_id": "pr-scope-43654-2",
       "pr_numbers": [
-        42824,
-        46461
+        43654,
+        47137
       ],
-      "representative_pr_number": 42824,
-      "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.",
+      "representative_pr_number": 43654,
+      "average_similarity": 0.72,
+      "summary": "2 open PRs share weighted file overlap around `tests/tokenization/test_tokenization_utils.py`; representative PR #43654.",
       "shared_filenames": [
-        "tests/utils/test_feature_extraction_utils.py",
-        "src/transformers/feature_extraction_utils.py"
+        "tests/tokenization/test_tokenization_utils.py"
       ],
       "shared_directories": [
-        "tests/utils",
+        "tests/tokenization",
         "src/transformers",
         "tests",
         "src"
       ],
       "pairwise": [
         {
-          "left_pr_number": 42824,
-          "right_pr_number": 46461,
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-          "content_similarity": 0.748,
-          "size_similarity": 0.652,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.928,
+          "left_pr_number": 43654,
+          "right_pr_number": 47137,
+          "similarity": 0.72,
+          "content_similarity": 0.72,
+          "size_similarity": 0.464,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.934,
           "shared_filenames": [
-            "src/transformers/feature_extraction_utils.py",
-            "tests/utils/test_feature_extraction_utils.py"
+            "tests/tokenization/test_tokenization_utils.py"
           ],
           "shared_directories": [
             "src/transformers",
-            "tests/utils",
+            "tests/tokenization",
             "src",
             "tests"
           ]
@@ -5217,6 +5272,47 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-42824-2",
+      "pr_numbers": [
+        42824,
+        46461
+      ],
+      "representative_pr_number": 42824,
+      "average_similarity": 0.717,
+      "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",
+        "src/transformers/feature_extraction_utils.py"
+      ],
+      "shared_directories": [
+        "tests/utils",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 42824,
+          "right_pr_number": 46461,
+          "similarity": 0.717,
+          "content_similarity": 0.747,
+          "size_similarity": 0.652,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.928,
+          "shared_filenames": [
+            "src/transformers/feature_extraction_utils.py",
+            "tests/utils/test_feature_extraction_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44794-2",
       "pr_numbers": [
@@ -5675,7 +5771,7 @@
         46177
       ],
       "representative_pr_number": 45541,
-      "average_similarity": 0.535,
+      "average_similarity": 0.53,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_base.py`; representative PR #45541.",
       "shared_filenames": [
         "src/transformers/tokenization_utils_base.py"
@@ -5688,8 +5784,8 @@
         {
           "left_pr_number": 45541,
           "right_pr_number": 46177,
-          "similarity": 0.535,
-          "content_similarity": 0.439,
+          "similarity": 0.53,
+          "content_similarity": 0.431,
           "size_similarity": 0.519,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -5727,7 +5823,7 @@
           "left_pr_number": 44940,
           "right_pr_number": 46890,
           "similarity": 0.527,
-          "content_similarity": 0.467,
+          "content_similarity": 0.468,
           "size_similarity": 0.473,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.906,
@@ -5794,7 +5890,7 @@
         47135
       ],
       "representative_pr_number": 45037,
-      "average_similarity": 0.509,
+      "average_similarity": 0.51,
       "summary": "2 open PRs share weighted file overlap around `docs/source/en/attention_interface.md`; representative PR #45037.",
       "shared_filenames": [
         "docs/source/en/attention_interface.md"
@@ -5808,8 +5904,8 @@
         {
           "left_pr_number": 45037,
           "right_pr_number": 47135,
-          "similarity": 0.509,
-          "content_similarity": 0.46,
+          "similarity": 0.51,
+          "content_similarity": 0.461,
           "size_similarity": 0.25,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -6087,7 +6183,7 @@
           "left_pr_number": 46539,
           "right_pr_number": 47043,
           "similarity": 0.474,
-          "content_similarity": 0.466,
+          "content_similarity": 0.465,
           "size_similarity": 0.689,
           "breadth_similarity": 0.25,
           "concentration_similarity": 0.393,
@@ -6209,7 +6305,7 @@
         46126
       ],
       "representative_pr_number": 46113,
-      "average_similarity": 0.461,
+      "average_similarity": 0.46,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/distributed/utils.py`; representative PR #46113.",
       "shared_filenames": [
         "src/transformers/distributed/utils.py"
@@ -6223,8 +6319,8 @@
         {
           "left_pr_number": 46113,
           "right_pr_number": 46126,
-          "similarity": 0.461,
-          "content_similarity": 0.509,
+          "similarity": 0.46,
+          "content_similarity": 0.508,
           "size_similarity": 0.302,
           "breadth_similarity": 0.292,
           "concentration_similarity": 0.603,
@@ -6397,7 +6493,7 @@
           "left_pr_number": 44965,
           "right_pr_number": 47108,
           "similarity": 0.434,
-          "content_similarity": 0.446,
+          "content_similarity": 0.445,
           "size_similarity": 0.087,
           "breadth_similarity": 0.75,
           "concentration_similarity": 0.681,
@@ -6445,7 +6541,7 @@
           "left_pr_number": 46099,
           "right_pr_number": 46269,
           "similarity": 0.415,
-          "content_similarity": 0.492,
+          "content_similarity": 0.491,
           "size_similarity": 0.013,
           "breadth_similarity": 0.284,
           "concentration_similarity": 0.805,
@@ -6476,6 +6572,43 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-43826-2",
+      "pr_numbers": [
+        43826,
+        47142
+      ],
+      "representative_pr_number": 43826,
+      "average_similarity": 0.411,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/pipelines/base.py`; representative PR #43826.",
+      "shared_filenames": [
+        "src/transformers/pipelines/base.py"
+      ],
+      "shared_directories": [
+        "src/transformers/pipelines",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 43826,
+          "right_pr_number": 47142,
+          "similarity": 0.411,
+          "content_similarity": 0.472,
+          "size_similarity": 0.025,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.531,
+          "shared_filenames": [
+            "src/transformers/pipelines/base.py"
+          ],
+          "shared_directories": [
+            "src/transformers/pipelines",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45936-2",
       "pr_numbers": [
@@ -6558,7 +6691,7 @@
         "src/transformers/models/blip_2",
         "src/transformers/models/chameleon",
         "src/transformers/models/florence2",
-        "src/transformers/models/glm46v"
+        "src/transformers/models/glm_ocr"
       ],
       "pairwise": [
         {
@@ -6631,6 +6764,45 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-44369-2",
+      "pr_numbers": [
+        44369,
+        45114
+      ],
+      "representative_pr_number": 44369,
+      "average_similarity": 0.4,
+      "summary": "2 open PRs share weighted file overlap around `docs/source/en/tasks/zero_shot_object_detection.md`; representative PR #44369.",
+      "shared_filenames": [
+        "docs/source/en/tasks/zero_shot_object_detection.md"
+      ],
+      "shared_directories": [
+        "docs/source/en/tasks",
+        "docs/source/en",
+        "docs/source",
+        "docs"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 44369,
+          "right_pr_number": 45114,
+          "similarity": 0.4,
+          "content_similarity": 0.244,
+          "size_similarity": 0.808,
+          "breadth_similarity": 0.625,
+          "concentration_similarity": 0.919,
+          "shared_filenames": [
+            "docs/source/en/tasks/zero_shot_object_detection.md"
+          ],
+          "shared_directories": [
+            "docs/source/en/tasks",
+            "docs/source/en",
+            "docs/source",
+            "docs"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45513-2",
       "pr_numbers": [
@@ -6757,7 +6929,7 @@
         45552
       ],
       "representative_pr_number": 44642,
-      "average_similarity": 0.363,
+      "average_similarity": 0.364,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #44642.",
       "shared_filenames": [
         "src/transformers/utils/auto_docstring.py"
@@ -6771,8 +6943,8 @@
         {
           "left_pr_number": 44642,
           "right_pr_number": 45552,
-          "similarity": 0.363,
-          "content_similarity": 0.269,
+          "similarity": 0.364,
+          "content_similarity": 0.27,
           "size_similarity": 0.167,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -6811,7 +6983,7 @@
           "left_pr_number": 45975,
           "right_pr_number": 46792,
           "similarity": 0.353,
-          "content_similarity": 0.257,
+          "content_similarity": 0.255,
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           "breadth_similarity": 0.75,
           "concentration_similarity": 0.647,
@@ -6835,7 +7007,7 @@
         46889
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