evalstate HF Staff commited on
Commit
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1 Parent(s): 1b397a9

Refresh transformers dataset snapshot 20260515T000050Z

Browse files
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  - eval set creation
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  Notes:
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  - raw data only; no labels or moderation decisions
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new-contributors-report.md CHANGED
@@ -1,21 +1,21 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260514T180038Z`
4
- - Generated: `2026-05-14T18:01:59Z`
5
  - Activity window: `60d`
6
- - Contributors: `354`
7
 
8
  ## Summary
9
 
10
  | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
  | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 92 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
- | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 87 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
14
  | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 77 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
15
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 76 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
16
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 74 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 57 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
- | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 49 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
19
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 43 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
20
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 43 | 1 | mixed | low | low | targets high-star repos |
21
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@@ -73,7 +73,6 @@
73
  | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
74
  | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3839d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
75
  | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 4 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
76
- | `xenova` | [profile](https://github.com/xenova) | no | MEMBER | 3317d | `2025-11-18T16:26:23Z` | 3 | 3 | strong | moderate | low | high recent PR volume; targets high-star repos |
77
  | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
78
  | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
79
  | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
@@ -88,7 +87,7 @@
88
  | `armorbreak001` | [profile](https://github.com/armorbreak001) | no | NONE | 13d | `2026-04-22T05:24:00Z` | 2 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; no visible non-self stars |
89
  | `asuryateja` | [profile](https://github.com/asuryateja) | no | CONTRIBUTOR | 1716d | `2026-03-26T21:05:17Z` | 2 | 0 | mixed | moderate | low | high open PR share |
90
  | `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-04-11T21:41:32Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
91
- | `catwell` | [profile](https://github.com/catwell) | yes | FIRST_TIME_CONTRIBUTOR | 5907d | `2026-05-14T17:00:06Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
92
  | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
93
  | `dagecko` | [profile](https://github.com/dagecko) | no | FIRST_TIME_CONTRIBUTOR | 4479d | `2026-03-26T06:19:29Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
94
  | `DatLe203` | [profile](https://github.com/DatLe203) | no | NONE | 766d | `2026-04-07T14:30:38Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -136,6 +135,7 @@
136
  | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
137
  | `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 977d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
138
  | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
139
  | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2804d | `2025-11-10T23:38:23Z` | 3 | 0 | mixed | moderate | low | — |
140
  | `githubnemo` | [profile](https://github.com/githubnemo) | no | MEMBER | 5827d | `2026-01-26T11:34:05Z` | 3 | 0 | strong | moderate | low | targets high-star repos |
141
  | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4226d | `2025-11-26T16:41:09Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -206,7 +206,6 @@
206
  | `agentspan` | [profile](https://github.com/agentspan) | no | NONE | 15d | `2026-04-08T08:40:08Z` | 1 | 0 | weak | low | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
207
  | `ai-man-codes` | [profile](https://github.com/ai-man-codes) | no | FIRST_TIME_CONTRIBUTOR | 560d | `2026-03-20T17:48:23Z` | 1 | 0 | mixed | moderate | low | targets high-star repos |
208
  | `AjAyrAo43` | [profile](https://github.com/AjAyrAo43) | no | FIRST_TIME_CONTRIBUTOR | 303d | `2026-05-10T17:28:09Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
209
- | `ajmeese7` | [profile](https://github.com/ajmeese7) | no | NONE | 3686d | `2026-03-15T19:56:44Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
210
  | `AkshajKashyap` | [profile](https://github.com/AkshajKashyap) | no | FIRST_TIME_CONTRIBUTOR | 873d | `2026-03-25T00:11:43Z` | 1 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
211
  | `Akshay404error` | [profile](https://github.com/Akshay404error) | no | FIRST_TIMER | 592d | `2026-03-27T08:33:01Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
212
  | `Aktharnvdv` | [profile](https://github.com/Aktharnvdv) | no | NONE | 1965d | `2026-05-05T15:06:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -235,7 +234,6 @@
235
  | `code-runner77` | [profile](https://github.com/code-runner77) | no | FIRST_TIMER | 194d | `2026-03-29T17:28:59Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
236
  | `DavidSolanas` | [profile](https://github.com/DavidSolanas) | no | FIRST_TIME_CONTRIBUTOR | 2757d | `2026-04-15T08:44:00Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
237
  | `ddreeselogs` | [profile](https://github.com/ddreeselogs) | no | FIRST_TIMER | 42d | `2026-04-20T23:59:40Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
238
- | `Defalt-Meh` | [profile](https://github.com/Defalt-Meh) | no | FIRST_TIME_CONTRIBUTOR | 662d | `2026-03-15T23:26:31Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
239
  | `Dhruv908615` | [profile](https://github.com/Dhruv908615) | no | NONE | 300d | `2026-05-03T06:02:43Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
240
  | `Dippp10` | [profile](https://github.com/Dippp10) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-04-11T14:17:32Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
241
  | `divyanks` | [profile](https://github.com/divyanks) | no | NONE | 4327d | `2026-03-17T16:51:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -395,12 +393,12 @@ Example artifacts:
395
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
396
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
397
  - repo first seen: `2026-01-21T16:52:29Z`
398
- - repo last seen: `2026-05-13T21:19:26Z`
399
  - first seen in snapshot: **no**
400
  - repo association: **MEMBER**
401
- - repo primary artifacts: **93**
402
- - snapshot authored PRs/issues: **87 PRs / 6 issues**
403
- - snapshot discussion activity: **170 comments / 193 reviews / 184 review comments**
404
  - account age: **5839 days**
405
  - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
406
  - public orgs: `AFPy`, `faitmain`, `circus-tent`
@@ -408,9 +406,9 @@ Example artifacts:
408
  - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
409
 
410
  Example artifacts:
 
411
  - [PR #45933: pass the otel secrets](https://github.com/huggingface/transformers/pull/45933) — closed, merged
412
  - [PR #45932: DO NOT MERGE testing grafana](https://github.com/huggingface/transformers/pull/45932) — open
413
- - [PR #45775: make sure we call check_auto in CI](https://github.com/huggingface/transformers/pull/45775) — closed, merged
414
  - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — closed
415
  - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
416
  - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
@@ -518,12 +516,12 @@ Example artifacts:
518
  - profile: [github.com/stevhliu](https://github.com/stevhliu)
519
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
520
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
521
- - repo first seen: `2025-01-06T17:52:26Z`
522
  - repo last seen: `2026-05-13T17:40:26Z`
523
  - first seen in snapshot: **no**
524
  - repo association: **MEMBER**
525
- - repo primary artifacts: **50**
526
- - snapshot authored PRs/issues: **49 PRs / 1 issues**
527
  - snapshot discussion activity: **27 comments / 132 reviews / 232 review comments**
528
  - account age: **2296 days**
529
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
@@ -536,6 +534,7 @@ Example artifacts:
536
  - [PR #45947: [docs] chat template prefill](https://github.com/huggingface/transformers/pull/45947) — closed, merged
537
  - [PR #45900: [docs] ALMModelTest](https://github.com/huggingface/transformers/pull/45900) — closed, merged
538
  - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
 
539
 
540
  ### `SunMarc`
541
 
@@ -1891,32 +1890,6 @@ Example artifacts:
1891
  - [PR #45679: TST Run fast PEFT tests in normal CI](https://github.com/huggingface/transformers/pull/45679) — open
1892
  - [PR #44592: FIX Multiple PEFT errors after v5 transition](https://github.com/huggingface/transformers/pull/44592) — closed, merged
1893
 
1894
- ### `xenova`
1895
-
1896
- - profile: [github.com/xenova](https://github.com/xenova)
1897
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Axenova)
1898
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Axenova)
1899
- - repo first seen: `2025-11-18T16:26:23Z`
1900
- - repo last seen: `2026-04-24T14:23:25Z`
1901
- - first seen in snapshot: **no**
1902
- - repo association: **MEMBER**
1903
- - repo primary artifacts: **6**
1904
- - snapshot authored PRs/issues: **3 PRs / 3 issues**
1905
- - snapshot discussion activity: **11 comments / 16 reviews / 17 review comments**
1906
- - account age: **3317 days**
1907
- - recent public PR activity: **61 PRs** (52 merged / 1 closed-unmerged / 8 open; merged rate **85%**, closed-unmerged rate **2%**, open rate **13%**)
1908
- - public orgs: none visible
1909
- - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
1910
- - heuristic read: **high recent PR volume; targets high-star repos**
1911
-
1912
- Example artifacts:
1913
- - [PR #44763: [nemotron_h] Add support for MLP mixers](https://github.com/huggingface/transformers/pull/44763) — closed, merged
1914
- - [PR #44729: Avoid floating point math for ceil operations](https://github.com/huggingface/transformers/pull/44729) — open
1915
- - [PR #43473: Fix Apertus model loading (NotImplementedError: Cannot copy out of meta tensor; no data!)](https://github.com/huggingface/transformers/pull/43473) — closed, merged
1916
- - [Issue #44779: Deepseek tokenizer produces incorrect results as of v5 (works in v4)](https://github.com/huggingface/transformers/issues/44779) — closed
1917
- - [Issue #44496: ValueError: Unrecognized model in allenai/Olmo-Hybrid-Instruct-SFT-7B. Should have a `model_type` key in its config.json.](https://github.com/huggingface/transformers/issues/44496) — closed
1918
- - [Issue #43452: gguf_file breaks for AutoTokenizer.from_pretrained and AutoModelForCausalLM.from_pretrained](https://github.com/huggingface/transformers/issues/43452) — closed
1919
-
1920
  ### `kmswin1`
1921
 
1922
  - profile: [github.com/kmswin1](https://github.com/kmswin1)
@@ -2242,7 +2215,7 @@ Example artifacts:
2242
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acatwell)
2243
  - repo first seen: `2026-05-14T17:00:06Z`
2244
  - repo last seen: `2026-05-14T17:51:35Z`
2245
- - first seen in snapshot: **yes**
2246
  - repo association: **FIRST_TIME_CONTRIBUTOR**
2247
  - repo primary artifacts: **2**
2248
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
@@ -3305,6 +3278,32 @@ Example artifacts:
3305
  - [PR #43451: Add Molmo2](https://github.com/huggingface/transformers/pull/43451) — open
3306
  - [PR #43448: Add Molmo](https://github.com/huggingface/transformers/pull/43448) — open
3307
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3308
  ### `Aravind-11`
3309
 
3310
  - profile: [github.com/Aravind-11](https://github.com/Aravind-11)
@@ -3357,12 +3356,12 @@ Example artifacts:
3357
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akhushali9)
3358
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akhushali9)
3359
  - repo first seen: `2025-11-26T16:41:09Z`
3360
- - repo last seen: `2026-05-13T18:17:48Z`
3361
  - first seen in snapshot: **no**
3362
  - repo association: **CONTRIBUTOR**
3363
  - repo primary artifacts: **3**
3364
  - snapshot authored PRs/issues: **3 PRs / 0 issues**
3365
- - snapshot discussion activity: **27 comments / 15 reviews / 15 review comments**
3366
  - account age: **4226 days**
3367
  - recent public PR activity: **9 PRs** (1 merged / 5 closed-unmerged / 3 open; merged rate **11%**, closed-unmerged rate **56%**, open rate **33%**)
3368
  - public orgs: `systers`, `crowdresearch`
@@ -4848,27 +4847,6 @@ Example artifacts:
4848
  Example artifacts:
4849
  - [PR #45868: feat(t5gemma2): add Flash Attention 2 support](https://github.com/huggingface/transformers/pull/45868) — open
4850
 
4851
- ### `ajmeese7`
4852
-
4853
- - profile: [github.com/ajmeese7](https://github.com/ajmeese7)
4854
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aajmeese7)
4855
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aajmeese7)
4856
- - repo first seen: `2026-03-15T19:56:44Z`
4857
- - repo last seen: `2026-03-16T20:47:22Z`
4858
- - first seen in snapshot: **no**
4859
- - repo association: **NONE**
4860
- - repo primary artifacts: **1**
4861
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
4862
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
4863
- - account age: **3686 days**
4864
- - recent public PR activity: **20 PRs** (6 merged / 4 closed-unmerged / 10 open; merged rate **30%**, closed-unmerged rate **20%**, open rate **50%**)
4865
- - public orgs: `dwyl`, `os-js`, `ZacharyRobotics`, `Pull-Up-Event-Planning`, `meese-enterprises`, `Delta-Cloud-Systems`, `meese-os`, `TargetPackage`
4866
- - compact scores: follow-through **weak**, breadth **high**, automation risk **low**
4867
- - heuristic read: **broad repo spread; high open PR share**
4868
-
4869
- Example artifacts:
4870
- - [PR #44728: Fix float16 memory leak during 4-bit quantized model loading](https://github.com/huggingface/transformers/pull/44728) — closed
4871
-
4872
  ### `AkshajKashyap`
4873
 
4874
  - profile: [github.com/AkshajKashyap](https://github.com/AkshajKashyap)
@@ -5457,27 +5435,6 @@ Example artifacts:
5457
  Example artifacts:
5458
  - [PR #45537: NVFP4 quantization: streaming loader, fused MoE experts (Qwen + Llama…](https://github.com/huggingface/transformers/pull/45537) — closed
5459
 
5460
- ### `Defalt-Meh`
5461
-
5462
- - profile: [github.com/Defalt-Meh](https://github.com/Defalt-Meh)
5463
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADefalt-Meh)
5464
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADefalt-Meh)
5465
- - repo first seen: `2026-03-15T23:26:31Z`
5466
- - repo last seen: `2026-03-15T23:26:31Z`
5467
- - first seen in snapshot: **no**
5468
- - repo association: **FIRST_TIME_CONTRIBUTOR**
5469
- - repo primary artifacts: **1**
5470
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
5471
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
5472
- - account age: **662 days**
5473
- - recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
5474
- - public orgs: none visible
5475
- - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
5476
- - heuristic read: **high open PR share; targets high-star repos**
5477
-
5478
- Example artifacts:
5479
- - [PR #44731: [Tests] Fix slow video tensor creation from list of numpy arrays in SmolVLM](https://github.com/huggingface/transformers/pull/44731) — open
5480
-
5481
  ### `Dhruv908615`
5482
 
5483
  - profile: [github.com/Dhruv908615](https://github.com/Dhruv908615)
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260515T000050Z`
4
+ - Generated: `2026-05-15T00:01:09Z`
5
  - Activity window: `60d`
6
+ - Contributors: `352`
7
 
8
  ## Summary
9
 
10
  | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
  | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 92 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
+ | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 88 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
14
  | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 77 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
15
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 76 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
16
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 74 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 57 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
+ | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 49 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
19
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 43 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
20
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 43 | 1 | mixed | low | low | targets high-star repos |
21
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 43 | 0 | strong | low | low | targets high-star repos |
 
73
  | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
74
  | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3839d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
75
  | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 4 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
 
76
  | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
77
  | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
78
  | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
 
87
  | `armorbreak001` | [profile](https://github.com/armorbreak001) | no | NONE | 13d | `2026-04-22T05:24:00Z` | 2 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; no visible non-self stars |
88
  | `asuryateja` | [profile](https://github.com/asuryateja) | no | CONTRIBUTOR | 1716d | `2026-03-26T21:05:17Z` | 2 | 0 | mixed | moderate | low | high open PR share |
89
  | `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-04-11T21:41:32Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
90
+ | `catwell` | [profile](https://github.com/catwell) | no | FIRST_TIME_CONTRIBUTOR | 5907d | `2026-05-14T17:00:06Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
91
  | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
92
  | `dagecko` | [profile](https://github.com/dagecko) | no | FIRST_TIME_CONTRIBUTOR | 4479d | `2026-03-26T06:19:29Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
93
  | `DatLe203` | [profile](https://github.com/DatLe203) | no | NONE | 766d | `2026-04-07T14:30:38Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 
135
  | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
136
  | `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 977d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
137
  | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
138
+ | `xenova` | [profile](https://github.com/xenova) | no | MEMBER | 3317d | `2025-11-18T16:26:23Z` | 3 | 3 | strong | moderate | low | high recent PR volume; targets high-star repos |
139
  | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2804d | `2025-11-10T23:38:23Z` | 3 | 0 | mixed | moderate | low | — |
140
  | `githubnemo` | [profile](https://github.com/githubnemo) | no | MEMBER | 5827d | `2026-01-26T11:34:05Z` | 3 | 0 | strong | moderate | low | targets high-star repos |
141
  | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4226d | `2025-11-26T16:41:09Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 
206
  | `agentspan` | [profile](https://github.com/agentspan) | no | NONE | 15d | `2026-04-08T08:40:08Z` | 1 | 0 | weak | low | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
207
  | `ai-man-codes` | [profile](https://github.com/ai-man-codes) | no | FIRST_TIME_CONTRIBUTOR | 560d | `2026-03-20T17:48:23Z` | 1 | 0 | mixed | moderate | low | targets high-star repos |
208
  | `AjAyrAo43` | [profile](https://github.com/AjAyrAo43) | no | FIRST_TIME_CONTRIBUTOR | 303d | `2026-05-10T17:28:09Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 
209
  | `AkshajKashyap` | [profile](https://github.com/AkshajKashyap) | no | FIRST_TIME_CONTRIBUTOR | 873d | `2026-03-25T00:11:43Z` | 1 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
210
  | `Akshay404error` | [profile](https://github.com/Akshay404error) | no | FIRST_TIMER | 592d | `2026-03-27T08:33:01Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
211
  | `Aktharnvdv` | [profile](https://github.com/Aktharnvdv) | no | NONE | 1965d | `2026-05-05T15:06:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
234
  | `code-runner77` | [profile](https://github.com/code-runner77) | no | FIRST_TIMER | 194d | `2026-03-29T17:28:59Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
235
  | `DavidSolanas` | [profile](https://github.com/DavidSolanas) | no | FIRST_TIME_CONTRIBUTOR | 2757d | `2026-04-15T08:44:00Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
236
  | `ddreeselogs` | [profile](https://github.com/ddreeselogs) | no | FIRST_TIMER | 42d | `2026-04-20T23:59:40Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 
237
  | `Dhruv908615` | [profile](https://github.com/Dhruv908615) | no | NONE | 300d | `2026-05-03T06:02:43Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
238
  | `Dippp10` | [profile](https://github.com/Dippp10) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-04-11T14:17:32Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
239
  | `divyanks` | [profile](https://github.com/divyanks) | no | NONE | 4327d | `2026-03-17T16:51:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
393
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
394
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
395
  - repo first seen: `2026-01-21T16:52:29Z`
396
+ - repo last seen: `2026-05-14T19:28:16Z`
397
  - first seen in snapshot: **no**
398
  - repo association: **MEMBER**
399
+ - repo primary artifacts: **94**
400
+ - snapshot authored PRs/issues: **88 PRs / 6 issues**
401
+ - snapshot discussion activity: **172 comments / 193 reviews / 184 review comments**
402
  - account age: **5839 days**
403
  - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
404
  - public orgs: `AFPy`, `faitmain`, `circus-tent`
 
406
  - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
407
 
408
  Example artifacts:
409
+ - [PR #45983: bugfix(ci): avoid E2BIG in pr_slow_ci_suggestion ](https://github.com/huggingface/transformers/pull/45983) — open
410
  - [PR #45933: pass the otel secrets](https://github.com/huggingface/transformers/pull/45933) — closed, merged
411
  - [PR #45932: DO NOT MERGE testing grafana](https://github.com/huggingface/transformers/pull/45932) — open
 
412
  - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — closed
413
  - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
414
  - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
 
516
  - profile: [github.com/stevhliu](https://github.com/stevhliu)
517
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
518
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
519
+ - repo first seen: `2024-02-08T22:19:09Z`
520
  - repo last seen: `2026-05-13T17:40:26Z`
521
  - first seen in snapshot: **no**
522
  - repo association: **MEMBER**
523
+ - repo primary artifacts: **51**
524
+ - snapshot authored PRs/issues: **49 PRs / 2 issues**
525
  - snapshot discussion activity: **27 comments / 132 reviews / 232 review comments**
526
  - account age: **2296 days**
527
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 
534
  - [PR #45947: [docs] chat template prefill](https://github.com/huggingface/transformers/pull/45947) — closed, merged
535
  - [PR #45900: [docs] ALMModelTest](https://github.com/huggingface/transformers/pull/45900) — closed, merged
536
  - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
537
+ - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
538
 
539
  ### `SunMarc`
540
 
 
1890
  - [PR #45679: TST Run fast PEFT tests in normal CI](https://github.com/huggingface/transformers/pull/45679) — open
1891
  - [PR #44592: FIX Multiple PEFT errors after v5 transition](https://github.com/huggingface/transformers/pull/44592) — closed, merged
1892
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1893
  ### `kmswin1`
1894
 
1895
  - profile: [github.com/kmswin1](https://github.com/kmswin1)
 
2215
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acatwell)
2216
  - repo first seen: `2026-05-14T17:00:06Z`
2217
  - repo last seen: `2026-05-14T17:51:35Z`
2218
+ - first seen in snapshot: **no**
2219
  - repo association: **FIRST_TIME_CONTRIBUTOR**
2220
  - repo primary artifacts: **2**
2221
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
 
3278
  - [PR #43451: Add Molmo2](https://github.com/huggingface/transformers/pull/43451) — open
3279
  - [PR #43448: Add Molmo](https://github.com/huggingface/transformers/pull/43448) — open
3280
 
3281
+ ### `xenova`
3282
+
3283
+ - profile: [github.com/xenova](https://github.com/xenova)
3284
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Axenova)
3285
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Axenova)
3286
+ - repo first seen: `2025-11-18T16:26:23Z`
3287
+ - repo last seen: `2026-04-24T14:23:25Z`
3288
+ - first seen in snapshot: **no**
3289
+ - repo association: **MEMBER**
3290
+ - repo primary artifacts: **6**
3291
+ - snapshot authored PRs/issues: **3 PRs / 3 issues**
3292
+ - snapshot discussion activity: **11 comments / 16 reviews / 17 review comments**
3293
+ - account age: **3317 days**
3294
+ - recent public PR activity: **61 PRs** (52 merged / 1 closed-unmerged / 8 open; merged rate **85%**, closed-unmerged rate **2%**, open rate **13%**)
3295
+ - public orgs: none visible
3296
+ - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
3297
+ - heuristic read: **high recent PR volume; targets high-star repos**
3298
+
3299
+ Example artifacts:
3300
+ - [PR #44763: [nemotron_h] Add support for MLP mixers](https://github.com/huggingface/transformers/pull/44763) — closed, merged
3301
+ - [PR #44729: Avoid floating point math for ceil operations](https://github.com/huggingface/transformers/pull/44729) — open
3302
+ - [PR #43473: Fix Apertus model loading (NotImplementedError: Cannot copy out of meta tensor; no data!)](https://github.com/huggingface/transformers/pull/43473) — closed, merged
3303
+ - [Issue #44779: Deepseek tokenizer produces incorrect results as of v5 (works in v4)](https://github.com/huggingface/transformers/issues/44779) — closed
3304
+ - [Issue #44496: ValueError: Unrecognized model in allenai/Olmo-Hybrid-Instruct-SFT-7B. Should have a `model_type` key in its config.json.](https://github.com/huggingface/transformers/issues/44496) — closed
3305
+ - [Issue #43452: gguf_file breaks for AutoTokenizer.from_pretrained and AutoModelForCausalLM.from_pretrained](https://github.com/huggingface/transformers/issues/43452) — closed
3306
+
3307
  ### `Aravind-11`
3308
 
3309
  - profile: [github.com/Aravind-11](https://github.com/Aravind-11)
 
3356
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akhushali9)
3357
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akhushali9)
3358
  - repo first seen: `2025-11-26T16:41:09Z`
3359
+ - repo last seen: `2026-05-14T19:54:29Z`
3360
  - first seen in snapshot: **no**
3361
  - repo association: **CONTRIBUTOR**
3362
  - repo primary artifacts: **3**
3363
  - snapshot authored PRs/issues: **3 PRs / 0 issues**
3364
+ - snapshot discussion activity: **28 comments / 15 reviews / 15 review comments**
3365
  - account age: **4226 days**
3366
  - recent public PR activity: **9 PRs** (1 merged / 5 closed-unmerged / 3 open; merged rate **11%**, closed-unmerged rate **56%**, open rate **33%**)
3367
  - public orgs: `systers`, `crowdresearch`
 
4847
  Example artifacts:
4848
  - [PR #45868: feat(t5gemma2): add Flash Attention 2 support](https://github.com/huggingface/transformers/pull/45868) — open
4849
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4850
  ### `AkshajKashyap`
4851
 
4852
  - profile: [github.com/AkshajKashyap](https://github.com/AkshajKashyap)
 
5435
  Example artifacts:
5436
  - [PR #45537: NVFP4 quantization: streaming loader, fused MoE experts (Qwen + Llama…](https://github.com/huggingface/transformers/pull/45537) — closed
5437
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5438
  ### `Dhruv908615`
5439
 
5440
  - profile: [github.com/Dhruv908615](https://github.com/Dhruv908615)
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1003
  45668
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1006
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1007
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1008
  "shared_filenames": [
1009
  "src/transformers/integrations/ggml.py",
@@ -1110,7 +1110,7 @@
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  {
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1963
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  "shared_filenames": [
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  ".github/workflows/build-ci-docker-images.yml",
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  {
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2085
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2086
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2383
  {
2384
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  "concentration_similarity": 1.0,
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3342
  "left_pr_number": 45974,
3343
  "right_pr_number": 45975,
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  "similarity": 0.597,
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3346
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3347
  "breadth_similarity": 1.0,
3348
  "concentration_similarity": 0.975,
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3366
  44116
3367
  ],
3368
  "representative_pr_number": 44101,
3369
- "average_similarity": 0.553,
3370
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/flaubert/modeling_flaubert.py`; representative PR #44101.",
3371
  "shared_filenames": [
3372
  "src/transformers/models/flaubert/modeling_flaubert.py"
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  {
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