evalstate HF Staff commited on
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1 Parent(s): b43cf0d

Refresh transformers dataset snapshot 20260620T180017Z

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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19238
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20459
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20460
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20463
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20464
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20465
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3110
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3112
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3114
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3115
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3117
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3200
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3201
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3210
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3211
  "author_login": "Charly21r",
3212
  "name": "Carlos Redondo",
 
3449
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3450
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3451
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3452
  {
3453
  "author_login": "BenjaminBossan",
3454
  "name": "Benjamin Bossan",
 
13501
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13502
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13503
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13504
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13505
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13506
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18014
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18015
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18017
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18018
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18019
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19049
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19050
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19052
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19053
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19054
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20270
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new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260620T120016Z`
4
- - Generated: `2026-06-20T12:00:40Z`
5
  - Activity window: `60d`
6
- - Contributors: `359`
7
 
8
  ## Summary
9
 
@@ -44,10 +44,10 @@
44
  | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 10 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
45
  | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
46
  | `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 |
 
47
  | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 7 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
48
  | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 7 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
49
  | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 7 | 0 | strong | moderate | low | high recent PR volume |
50
- | `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 6 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
51
  | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 6 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
52
  | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 6 | 0 | strong | low | low | — |
53
  | `KirtiRamchandani` | [profile](https://github.com/KirtiRamchandani) | no | NONE | 3143d | `2026-06-13T17:53:25Z` | 6 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
@@ -179,7 +179,6 @@
179
  | `anxovatomica` | [profile](https://github.com/anxovatomica) | no | NONE | 3464d | `2026-05-12T13:01:28Z` | 1 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
180
  | `atharv1945` | [profile](https://github.com/atharv1945) | no | CONTRIBUTOR | 1082d | `2026-06-15T10:52:55Z` | 1 | 1 | strong | low | low | targets high-star repos |
181
  | `dvdimitrov13` | [profile](https://github.com/dvdimitrov13) | no | FIRST_TIME_CONTRIBUTOR | 2296d | `2026-04-24T14:56:28Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
182
- | `earino` | [profile](https://github.com/earino) | no | CONTRIBUTOR | 6609d | `2026-04-20T10:22:03Z` | 1 | 1 | strong | moderate | low | — |
183
  | `jshn9515` | [profile](https://github.com/jshn9515) | no | NONE | 214d | `2026-05-29T22:55:56Z` | 1 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
184
  | `julien-gadonneix` | [profile](https://github.com/julien-gadonneix) | no | NONE | 987d | `2026-06-02T15:31:42Z` | 1 | 1 | mixed | low | low | high open PR share |
185
  | `karnakarreddi` | [profile](https://github.com/karnakarreddi) | no | NONE | 3847d | `2026-05-20T05:12:29Z` | 1 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share |
@@ -256,7 +255,6 @@
256
  | `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 |
257
  | `GANESH-NADKARNI` | [profile](https://github.com/GANESH-NADKARNI) | no | NONE | 631d | `2026-05-06T16:10:59Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
258
  | `gaurav0107` | [profile](https://github.com/gaurav0107) | no | CONTRIBUTOR | 3970d | `2026-04-23T19:12:43Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
259
- | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1282d | `2026-04-21T12:37:31Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
260
  | `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 |
261
  | `GopalGB` | [profile](https://github.com/GopalGB) | no | NONE | 2136d | `2026-04-30T04:04:10Z` | 1 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
262
  | `GuaiZai233` | [profile](https://github.com/GuaiZai233) | no | CONTRIBUTOR | 821d | `2026-04-28T15:36:03Z` | 1 | 0 | strong | low | low | — |
@@ -275,7 +273,6 @@
275
  | `JAE0Y2N` | [profile](https://github.com/JAE0Y2N) | no | NONE | 877d | `2026-05-20T11:02:07Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
276
  | `jankipatel20` | [profile](https://github.com/jankipatel20) | no | NONE | 1001d | `2026-05-25T08:25:28Z` | 1 | 0 | strong | low | low | — |
277
  | `JemmaUZH` | [profile](https://github.com/JemmaUZH) | no | CONTRIBUTOR | 837d | `2026-06-09T15:51:29Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
278
- | `jjjamie` | [profile](https://github.com/jjjamie) | no | FIRST_TIME_CONTRIBUTOR | 4994d | `2026-04-21T15:57:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
279
  | `jmayank1511` | [profile](https://github.com/jmayank1511) | no | FIRST_TIME_CONTRIBUTOR | 2753d | `2026-05-20T18:13:18Z` | 1 | 0 | strong | moderate | low | no visible non-self stars |
280
  | `joaopedroassad` | [profile](https://github.com/joaopedroassad) | no | CONTRIBUTOR | 341d | `2026-06-02T19:08:14Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
281
  | `JohnnyWilson-Portfolio` | [profile](https://github.com/JohnnyWilson-Portfolio) | no | NONE | 532d | `2026-06-11T18:13:12Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
@@ -297,7 +294,7 @@
297
  | `massimilianoviola` | [profile](https://github.com/massimilianoviola) | no | CONTRIBUTOR | 2120d | `2026-05-11T07:00:47Z` | 1 | 0 | mixed | low | low | high open PR share |
298
  | `mathceo` | [profile](https://github.com/mathceo) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-04-16T09:30:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
299
  | `mbknust` | [profile](https://github.com/mbknust) | no | FIRST_TIME_CONTRIBUTOR | 2645d | `2026-06-09T15:50:35Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
300
- | `meghana243` | [profile](https://github.com/meghana243) | yes | FIRST_TIME_CONTRIBUTOR | 1291d | `2026-06-20T09:05:19Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
301
  | `MelkiZedekICT` | [profile](https://github.com/MelkiZedekICT) | no | NONE | 515d | `2026-06-17T17:52:55Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
302
  | `Melnuno` | [profile](https://github.com/Melnuno) | no | NONE | 2376d | `2026-05-05T17:30:41Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
303
  | `Mi-Jiazhi` | [profile](https://github.com/Mi-Jiazhi) | no | FIRST_TIME_CONTRIBUTOR | 2414d | `2026-06-04T14:08:08Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -1211,6 +1208,31 @@ Example artifacts:
1211
  - [PR #45838: [Model] Add PP-OCRv6 Models Support](https://github.com/huggingface/transformers/pull/45838) — closed, merged
1212
  - [PR #45626: [Model] Add PP-FormulaNet Model Support](https://github.com/huggingface/transformers/pull/45626) — closed, merged
1213
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1214
  ### `Charly21r`
1215
 
1216
  - profile: [github.com/Charly21r](https://github.com/Charly21r)
@@ -1281,31 +1303,6 @@ Example artifacts:
1281
  - [PR #46580: Fix DeepSeek-Coder v1 / DeepSeek-LLM v1 loading as wrong tokenizer class (#46489)](https://github.com/huggingface/transformers/pull/46580) — open
1282
  - [PR #46574: Fix CodeLlama tokenizer stripping real leading spaces on decode (#46491)](https://github.com/huggingface/transformers/pull/46574) — open
1283
 
1284
- ### `Incheonkirin`
1285
-
1286
- - profile: [github.com/Incheonkirin](https://github.com/Incheonkirin)
1287
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIncheonkirin)
1288
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIncheonkirin)
1289
- - repo first seen: `2026-06-09T11:35:01Z`
1290
- - repo last seen: `2026-06-19T08:13:20Z`
1291
- - first seen in snapshot: **no**
1292
- - repo association: **CONTRIBUTOR**
1293
- - repo primary artifacts: **8**
1294
- - snapshot authored PRs/issues: **6 PRs / 2 issues**
1295
- - snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
1296
- - account age: **2854 days**
1297
- - recent public PR activity: **10 PRs** (1 merged / 1 closed-unmerged / 8 open; merged rate **10%**, closed-unmerged rate **10%**, open rate **80%**)
1298
- - public orgs: none visible
1299
- - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
1300
- - heuristic read: **high open PR share; targets high-star repos**
1301
-
1302
- Example artifacts:
1303
- - [PR #46763: Round the ue8m0 FP8 scale before quantizing so dequant matches the stored inverse](https://github.com/huggingface/transformers/pull/46763) — open
1304
- - [PR #46734: Fix gradient inflation when combining label smoothing with gradient accumulation](https://github.com/huggingface/transformers/pull/46734) — open
1305
- - [PR #46670: [Continuous Batching] Snapshot generation outputs without mutating request state](https://github.com/huggingface/transformers/pull/46670) — closed, merged
1306
- - [Issue #46731: LabelSmoother ignores num_items_in_batch, inflating gradients by ~gradient_accumulation_steps with label smoothing](https://github.com/huggingface/transformers/issues/46731) — open
1307
- - [Issue #46519: StopStringCriteria misses CJK stop strings on byte-level tokenizers when a character splits into byte-fragment tokens](https://github.com/huggingface/transformers/issues/46519) — closed
1308
-
1309
  ### `BenjaminBossan`
1310
 
1311
  - profile: [github.com/BenjaminBossan](https://github.com/BenjaminBossan)
@@ -4307,28 +4304,6 @@ Example artifacts:
4307
  - [PR #45776: Gate enable_gqa=True on actual flash-attention eligibility](https://github.com/huggingface/transformers/pull/45776) — open, draft
4308
  - [Issue #45636: Proposal: add sdpa_memeff attn_implementation for shape combinations no fast backend covers](https://github.com/huggingface/transformers/issues/45636) — open
4309
 
4310
- ### `earino`
4311
-
4312
- - profile: [github.com/earino](https://github.com/earino)
4313
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aearino)
4314
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aearino)
4315
- - repo first seen: `2026-04-20T10:22:03Z`
4316
- - repo last seen: `2026-04-21T14:51:02Z`
4317
- - first seen in snapshot: **no**
4318
- - repo association: **CONTRIBUTOR**
4319
- - repo primary artifacts: **2**
4320
- - snapshot authored PRs/issues: **1 PRs / 1 issues**
4321
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
4322
- - account age: **6609 days**
4323
- - recent public PR activity: **23 PRs** (20 merged / 1 closed-unmerged / 2 open; merged rate **87%**, closed-unmerged rate **4%**, open rate **9%**)
4324
- - public orgs: `DataScienceLA`
4325
- - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
4326
- - heuristic read: **—**
4327
-
4328
- Example artifacts:
4329
- - [PR #45551: Add ForSequenceClassification heads for the OLMo family](https://github.com/huggingface/transformers/pull/45551) — closed, merged
4330
- - [Issue #45529: Add `Olmo2ForSequenceClassification` (and ideally `OlmoForSequenceClassification` / `Olmo3ForSequenceClassification`)](https://github.com/huggingface/transformers/issues/45529) — closed
4331
-
4332
  ### `jshn9515`
4333
 
4334
  - profile: [github.com/jshn9515](https://github.com/jshn9515)
@@ -5940,27 +5915,6 @@ Example artifacts:
5940
  Example artifacts:
5941
  - [PR #45611: Raise clear error for `problem_type="single_label_classification"` with `num_labels=1`](https://github.com/huggingface/transformers/pull/45611) — closed, merged
5942
 
5943
- ### `glegendre01`
5944
-
5945
- - profile: [github.com/glegendre01](https://github.com/glegendre01)
5946
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aglegendre01)
5947
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aglegendre01)
5948
- - repo first seen: `2026-04-21T12:37:31Z`
5949
- - repo last seen: `2026-04-21T12:37:31Z`
5950
- - first seen in snapshot: **no**
5951
- - repo association: **MEMBER**
5952
- - repo primary artifacts: **1**
5953
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
5954
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
5955
- - account age: **1282 days**
5956
- - recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
5957
- - public orgs: none visible
5958
- - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
5959
- - heuristic read: **many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
5960
-
5961
- Example artifacts:
5962
- - [PR #45550: Add runner selection for mi325 GPU type](https://github.com/huggingface/transformers/pull/45550) — open, draft
5963
-
5964
  ### `goanpeca`
5965
 
5966
  - profile: [github.com/goanpeca](https://github.com/goanpeca)
@@ -6339,27 +6293,6 @@ Example artifacts:
6339
  Example artifacts:
6340
  - [PR #46527: Fix trailing comma bug in DataCollatorForLanguageModeling example](https://github.com/huggingface/transformers/pull/46527) — closed, merged
6341
 
6342
- ### `jjjamie`
6343
-
6344
- - profile: [github.com/jjjamie](https://github.com/jjjamie)
6345
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajjjamie)
6346
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajjjamie)
6347
- - repo first seen: `2026-04-21T15:57:53Z`
6348
- - repo last seen: `2026-04-22T13:41:20Z`
6349
- - first seen in snapshot: **no**
6350
- - repo association: **FIRST_TIME_CONTRIBUTOR**
6351
- - repo primary artifacts: **1**
6352
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
6353
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
6354
- - account age: **4994 days**
6355
- - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
6356
- - public orgs: none visible
6357
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
6358
- - heuristic read: **high open PR share; targets high-star repos**
6359
-
6360
- Example artifacts:
6361
- - [PR #45552: Remove warnings for modernbert](https://github.com/huggingface/transformers/pull/45552) — open
6362
-
6363
  ### `jmayank1511`
6364
 
6365
  - profile: [github.com/jmayank1511](https://github.com/jmayank1511)
@@ -6808,7 +6741,7 @@ Example artifacts:
6808
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ameghana243)
6809
  - repo first seen: `2026-06-20T09:05:19Z`
6810
  - repo last seen: `2026-06-20T09:05:19Z`
6811
- - first seen in snapshot: **yes**
6812
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6813
  - repo primary artifacts: **1**
6814
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260620T180017Z`
4
+ - Generated: `2026-06-20T18:00:37Z`
5
  - Activity window: `60d`
6
+ - Contributors: `356`
7
 
8
  ## Summary
9
 
 
44
  | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 10 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
45
  | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
46
  | `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 |
47
+ | `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 7 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
48
  | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 7 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
49
  | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 7 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
50
  | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 7 | 0 | strong | moderate | low | high recent PR volume |
 
51
  | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 6 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
52
  | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 6 | 0 | strong | low | low | — |
53
  | `KirtiRamchandani` | [profile](https://github.com/KirtiRamchandani) | no | NONE | 3143d | `2026-06-13T17:53:25Z` | 6 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 
179
  | `anxovatomica` | [profile](https://github.com/anxovatomica) | no | NONE | 3464d | `2026-05-12T13:01:28Z` | 1 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
180
  | `atharv1945` | [profile](https://github.com/atharv1945) | no | CONTRIBUTOR | 1082d | `2026-06-15T10:52:55Z` | 1 | 1 | strong | low | low | targets high-star repos |
181
  | `dvdimitrov13` | [profile](https://github.com/dvdimitrov13) | no | FIRST_TIME_CONTRIBUTOR | 2296d | `2026-04-24T14:56:28Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 
182
  | `jshn9515` | [profile](https://github.com/jshn9515) | no | NONE | 214d | `2026-05-29T22:55:56Z` | 1 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
183
  | `julien-gadonneix` | [profile](https://github.com/julien-gadonneix) | no | NONE | 987d | `2026-06-02T15:31:42Z` | 1 | 1 | mixed | low | low | high open PR share |
184
  | `karnakarreddi` | [profile](https://github.com/karnakarreddi) | no | NONE | 3847d | `2026-05-20T05:12:29Z` | 1 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share |
 
255
  | `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 |
256
  | `GANESH-NADKARNI` | [profile](https://github.com/GANESH-NADKARNI) | no | NONE | 631d | `2026-05-06T16:10:59Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
257
  | `gaurav0107` | [profile](https://github.com/gaurav0107) | no | CONTRIBUTOR | 3970d | `2026-04-23T19:12:43Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 
258
  | `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 |
259
  | `GopalGB` | [profile](https://github.com/GopalGB) | no | NONE | 2136d | `2026-04-30T04:04:10Z` | 1 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
260
  | `GuaiZai233` | [profile](https://github.com/GuaiZai233) | no | CONTRIBUTOR | 821d | `2026-04-28T15:36:03Z` | 1 | 0 | strong | low | low | — |
 
273
  | `JAE0Y2N` | [profile](https://github.com/JAE0Y2N) | no | NONE | 877d | `2026-05-20T11:02:07Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
274
  | `jankipatel20` | [profile](https://github.com/jankipatel20) | no | NONE | 1001d | `2026-05-25T08:25:28Z` | 1 | 0 | strong | low | low | — |
275
  | `JemmaUZH` | [profile](https://github.com/JemmaUZH) | no | CONTRIBUTOR | 837d | `2026-06-09T15:51:29Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
276
  | `jmayank1511` | [profile](https://github.com/jmayank1511) | no | FIRST_TIME_CONTRIBUTOR | 2753d | `2026-05-20T18:13:18Z` | 1 | 0 | strong | moderate | low | no visible non-self stars |
277
  | `joaopedroassad` | [profile](https://github.com/joaopedroassad) | no | CONTRIBUTOR | 341d | `2026-06-02T19:08:14Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
278
  | `JohnnyWilson-Portfolio` | [profile](https://github.com/JohnnyWilson-Portfolio) | no | NONE | 532d | `2026-06-11T18:13:12Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 
294
  | `massimilianoviola` | [profile](https://github.com/massimilianoviola) | no | CONTRIBUTOR | 2120d | `2026-05-11T07:00:47Z` | 1 | 0 | mixed | low | low | high open PR share |
295
  | `mathceo` | [profile](https://github.com/mathceo) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-04-16T09:30:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
296
  | `mbknust` | [profile](https://github.com/mbknust) | no | FIRST_TIME_CONTRIBUTOR | 2645d | `2026-06-09T15:50:35Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
297
+ | `meghana243` | [profile](https://github.com/meghana243) | no | FIRST_TIME_CONTRIBUTOR | 1291d | `2026-06-20T09:05:19Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
298
  | `MelkiZedekICT` | [profile](https://github.com/MelkiZedekICT) | no | NONE | 515d | `2026-06-17T17:52:55Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
299
  | `Melnuno` | [profile](https://github.com/Melnuno) | no | NONE | 2376d | `2026-05-05T17:30:41Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
300
  | `Mi-Jiazhi` | [profile](https://github.com/Mi-Jiazhi) | no | FIRST_TIME_CONTRIBUTOR | 2414d | `2026-06-04T14:08:08Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 
1208
  - [PR #45838: [Model] Add PP-OCRv6 Models Support](https://github.com/huggingface/transformers/pull/45838) — closed, merged
1209
  - [PR #45626: [Model] Add PP-FormulaNet Model Support](https://github.com/huggingface/transformers/pull/45626) — closed, merged
1210
 
1211
+ ### `Incheonkirin`
1212
+
1213
+ - profile: [github.com/Incheonkirin](https://github.com/Incheonkirin)
1214
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIncheonkirin)
1215
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIncheonkirin)
1216
+ - repo first seen: `2026-06-09T11:35:01Z`
1217
+ - repo last seen: `2026-06-20T14:58:14Z`
1218
+ - first seen in snapshot: **no**
1219
+ - repo association: **CONTRIBUTOR**
1220
+ - repo primary artifacts: **9**
1221
+ - snapshot authored PRs/issues: **7 PRs / 2 issues**
1222
+ - snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
1223
+ - account age: **2854 days**
1224
+ - recent public PR activity: **10 PRs** (1 merged / 1 closed-unmerged / 8 open; merged rate **10%**, closed-unmerged rate **10%**, open rate **80%**)
1225
+ - public orgs: none visible
1226
+ - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
1227
+ - heuristic read: **high open PR share; targets high-star repos**
1228
+
1229
+ Example artifacts:
1230
+ - [PR #46784: Fix Moonshine training-loss double-shift (train against labels, not labels[..., 1:])](https://github.com/huggingface/transformers/pull/46784) — open
1231
+ - [PR #46763: Round the ue8m0 FP8 scale before quantizing so dequant matches the stored inverse](https://github.com/huggingface/transformers/pull/46763) — open
1232
+ - [PR #46734: Fix gradient inflation when combining label smoothing with gradient accumulation](https://github.com/huggingface/transformers/pull/46734) — open
1233
+ - [Issue #46731: LabelSmoother ignores num_items_in_batch, inflating gradients by ~gradient_accumulation_steps with label smoothing](https://github.com/huggingface/transformers/issues/46731) — open
1234
+ - [Issue #46519: StopStringCriteria misses CJK stop strings on byte-level tokenizers when a character splits into byte-fragment tokens](https://github.com/huggingface/transformers/issues/46519) — closed
1235
+
1236
  ### `Charly21r`
1237
 
1238
  - profile: [github.com/Charly21r](https://github.com/Charly21r)
 
1303
  - [PR #46580: Fix DeepSeek-Coder v1 / DeepSeek-LLM v1 loading as wrong tokenizer class (#46489)](https://github.com/huggingface/transformers/pull/46580) — open
1304
  - [PR #46574: Fix CodeLlama tokenizer stripping real leading spaces on decode (#46491)](https://github.com/huggingface/transformers/pull/46574) — open
1305
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1306
  ### `BenjaminBossan`
1307
 
1308
  - profile: [github.com/BenjaminBossan](https://github.com/BenjaminBossan)
 
4304
  - [PR #45776: Gate enable_gqa=True on actual flash-attention eligibility](https://github.com/huggingface/transformers/pull/45776) — open, draft
4305
  - [Issue #45636: Proposal: add sdpa_memeff attn_implementation for shape combinations no fast backend covers](https://github.com/huggingface/transformers/issues/45636) — open
4306
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4307
  ### `jshn9515`
4308
 
4309
  - profile: [github.com/jshn9515](https://github.com/jshn9515)
 
5915
  Example artifacts:
5916
  - [PR #45611: Raise clear error for `problem_type="single_label_classification"` with `num_labels=1`](https://github.com/huggingface/transformers/pull/45611) — closed, merged
5917
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5918
  ### `goanpeca`
5919
 
5920
  - profile: [github.com/goanpeca](https://github.com/goanpeca)
 
6293
  Example artifacts:
6294
  - [PR #46527: Fix trailing comma bug in DataCollatorForLanguageModeling example](https://github.com/huggingface/transformers/pull/46527) — closed, merged
6295
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6296
  ### `jmayank1511`
6297
 
6298
  - profile: [github.com/jmayank1511](https://github.com/jmayank1511)
 
6741
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ameghana243)
6742
  - repo first seen: `2026-06-20T09:05:19Z`
6743
  - repo last seen: `2026-06-20T09:05:19Z`
6744
+ - first seen in snapshot: **no**
6745
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6746
  - repo primary artifacts: **1**
6747
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
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@@ -2746,6 +2746,135 @@
2746
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2748
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2749
  {
2750
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2751
  "pr_numbers": [
@@ -3512,7 +3641,7 @@
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@@ -4444,7 +4573,7 @@
4444
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