Refresh transformers dataset snapshot 20260421T180049Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
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@@ -12308,6 +12231,76 @@
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@@ -13052,7 +13045,7 @@
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@@ -16808,21 +16801,21 @@
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@@ -16915,6 +16908,63 @@
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@@ -18232,6 +18282,63 @@
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@@ -19535,8 +19642,8 @@
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             "url": "https://github.com/huggingface/transformers/pull/45494",
-            "state": "open",
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           }

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260421T120044Z`
-- Generated: `2026-04-21T12:01:51Z`
+- Snapshot: `20260421T180049Z`
+- Generated: `2026-04-21T18:02:43Z`
 - Activity window: `60d`
-- Contributors: `355`
+- Contributors: `357`
 
 ## Summary
 
@@ -17,8 +17,8 @@
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 43 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 40 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 37 | 0 | strong | low | low | targets high-star repos |
+| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 36 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 36 | 1 | mixed | low | low | targets high-star repos |
-| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 34 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 31 | 20 | strong | low | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 27 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-10-03T15:26:01Z` | 23 | 0 | strong | low | low | targets high-star repos |
@@ -40,7 +40,6 @@
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 13 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 13 | 0 | strong | moderate | low | — |
 | `LincolnBurrows2017` | [profile](https://github.com/LincolnBurrows2017) | no | FIRST_TIME_CONTRIBUTOR | 3349d | `2026-03-13T04:48:06Z` | 13 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4683d | `2025-07-25T12:59:52Z` | 9 | 0 | mixed | low | low | — |
 | `danielalanbates` | [profile](https://github.com/danielalanbates) | no | NONE | 338d | `2026-02-21T04:32:30Z` | 8 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `gambletan` | [profile](https://github.com/gambletan) | no | NONE | 40d | `2026-03-13T05:22:03Z` | 8 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `s-zx` | [profile](https://github.com/s-zx) | no | NONE | 2020d | `2026-03-08T19:38:00Z` | 8 | 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 |
@@ -83,6 +82,7 @@
 | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 3 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
 | `saivedant169` | [profile](https://github.com/saivedant169) | no | NONE | 1712d | `2026-03-14T16:47:42Z` | 3 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; targets high-star repos |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1466d | `2025-12-24T11:54:53Z` | 10 | 0 | mixed | moderate | low | targets high-star repos |
+| `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4683d | `2025-07-25T12:59:52Z` | 9 | 0 | mixed | low | low | — |
 | `math-hiyoko` | [profile](https://github.com/math-hiyoko) | no | CONTRIBUTOR | 2390d | `2026-02-08T01:31:10Z` | 4 | 7 | strong | low | low | targets high-star repos |
 | `redpanda1995` | [profile](https://github.com/redpanda1995) | no | FIRST_TIME_CONTRIBUTOR | 102d | `2026-02-07T19:04:11Z` | 4 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
 | `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 |
@@ -104,7 +104,7 @@
 | `excepshenal` | [profile](https://github.com/excepshenal) | no | FIRST_TIME_CONTRIBUTOR | 2481d | `2026-02-21T00:06:16Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ezylopx5` | [profile](https://github.com/ezylopx5) | no | FIRST_TIME_CONTRIBUTOR | 606d | `2026-04-01T19:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `FaizanImran-blip` | [profile](https://github.com/FaizanImran-blip) | no | FIRST_TIME_CONTRIBUTOR | 393d | `2026-03-30T19:10:48Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `GitGlimpse895` | [profile](https://github.com/GitGlimpse895) | no | FIRST_TIME_CONTRIBUTOR | 5d | `2026-04-12T10:14:58Z` | 2 | 0 | weak | moderate | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
+| `GitGlimpse895` | [profile](https://github.com/GitGlimpse895) | no | NONE | 5d | `2026-04-12T10:14:58Z` | 2 | 0 | weak | moderate | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `guoyangzhen` | [profile](https://github.com/guoyangzhen) | no | NONE | 2589d | `2026-03-20T13:03:54Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `haosenwang1018` | [profile](https://github.com/haosenwang1018) | no | NONE | 725d | `2026-02-26T00:58:35Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share |
 | `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2869d | `2026-03-14T18:33:53Z` | 2 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -139,7 +139,6 @@
 | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 24 | 0 | mixed | moderate | low | extremely high recent PR volume |
 | `jp1924` | [profile](https://github.com/jp1924) | no | CONTRIBUTOR | 1633d | `2024-10-22T01:33:27Z` | 13 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 563d | `2025-06-12T08:51:40Z` | 6 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
-| `mariam851` | [profile](https://github.com/mariam851) | no | CONTRIBUTOR | 1176d | `2026-02-15T08:51:26Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 977d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
 | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2804d | `2025-11-10T23:38:23Z` | 3 | 0 | mixed | moderate | low | — |
@@ -168,6 +167,7 @@
 | `danielquintas8` | [profile](https://github.com/danielquintas8) | no | CONTRIBUTOR | 2020d | `2026-03-30T16:23:11Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `davevanveen` | [profile](https://github.com/davevanveen) | no | FIRST_TIME_CONTRIBUTOR | 3357d | `2026-04-17T20:59:54Z` | 1 | 1 | mixed | low | low | high open PR share |
 | `DogWala` | [profile](https://github.com/DogWala) | no | FIRST_TIME_CONTRIBUTOR | 1331d | `2026-03-12T15:47:16Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `earino` | [profile](https://github.com/earino) | no | FIRST_TIME_CONTRIBUTOR | 6609d | `2026-04-20T10:22:03Z` | 1 | 1 | strong | moderate | low | — |
 | `florian6973` | [profile](https://github.com/florian6973) | no | CONTRIBUTOR | 2050d | `2026-04-07T23:31:43Z` | 1 | 1 | strong | low | low | targets high-star repos |
 | `Fr0do` | [profile](https://github.com/Fr0do) | no | CONTRIBUTOR | 3916d | `2026-03-27T19:19:16Z` | 1 | 1 | mixed | low | low | — |
 | `gh-wf` | [profile](https://github.com/gh-wf) | no | NONE | 1335d | `2026-03-19T15:13:12Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -178,7 +178,7 @@
 | `jesperschlegel` | [profile](https://github.com/jesperschlegel) | no | FIRST_TIME_CONTRIBUTOR | 3705d | `2026-04-07T17:51:38Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `jmriosal` | [profile](https://github.com/jmriosal) | no | FIRST_TIMER | 358d | `2026-02-22T20:14:10Z` | 1 | 1 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `josh-kean` | [profile](https://github.com/josh-kean) | no | FIRST_TIME_CONTRIBUTOR | 2847d | `2026-03-22T17:57:33Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `KeitaW` | [profile](https://github.com/KeitaW) | no | FIRST_TIME_CONTRIBUTOR | 4241d | `2026-04-20T02:00:45Z` | 1 | 1 | mixed | moderate | low | high open PR share |
+| `KeitaW` | [profile](https://github.com/KeitaW) | no | CONTRIBUTOR | 4241d | `2026-04-20T02:00:45Z` | 1 | 1 | mixed | moderate | low | high open PR share |
 | `linfeng-du` | [profile](https://github.com/linfeng-du) | no | CONTRIBUTOR | 3031d | `2026-02-27T02:57:03Z` | 1 | 1 | strong | low | low | targets high-star repos |
 | `m-matthias` | [profile](https://github.com/m-matthias) | no | CONTRIBUTOR | 3768d | `2026-03-19T12:56:22Z` | 1 | 1 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `mango766` | [profile](https://github.com/mango766) | no | CONTRIBUTOR | 1772d | `2026-03-16T04:08:09Z` | 1 | 1 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -192,7 +192,7 @@
 | `ShahVandit` | [profile](https://github.com/ShahVandit) | no | FIRST_TIME_CONTRIBUTOR | 1886d | `2026-02-02T02:33:32Z` | 1 | 1 | mixed | low | low | no visible non-self stars |
 | `stuckvgn` | [profile](https://github.com/stuckvgn) | no | NONE | 1146d | `2026-02-25T14:03:32Z` | 1 | 1 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
 | `syncdoth` | [profile](https://github.com/syncdoth) | no | FIRST_TIME_CONTRIBUTOR | 2690d | `2026-03-21T06:05:36Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `Tokarak` | [profile](https://github.com/Tokarak) | no | FIRST_TIME_CONTRIBUTOR | 2200d | `2026-04-19T17:22:36Z` | 1 | 1 | weak | low | low | high open PR share |
+| `Tokarak` | [profile](https://github.com/Tokarak) | no | CONTRIBUTOR | 2200d | `2026-04-19T17:22:36Z` | 1 | 1 | weak | low | low | high open PR share |
 | `zhulinchng` | [profile](https://github.com/zhulinchng) | no | CONTRIBUTOR | 3429d | `2026-03-19T01:40:58Z` | 1 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `ZSLsherly` | [profile](https://github.com/ZSLsherly) | no | FIRST_TIMER | 975d | `2026-04-15T03:09:38Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `zzc0430` | [profile](https://github.com/zzc0430) | no | NONE | 2338d | `2026-02-27T10:52:57Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -241,8 +241,9 @@
 | `ENg-122` | [profile](https://github.com/ENg-122) | no | NONE | 1764d | `2026-04-03T09:08:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `frogNotToad` | [profile](https://github.com/frogNotToad) | no | CONTRIBUTOR | 588d | `2026-03-06T16:58:14Z` | 1 | 0 | mixed | low | low | — |
 | `gagandhakrey` | [profile](https://github.com/gagandhakrey) | no | NONE | 2285d | `2026-04-05T03:45:23Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `garybadwal` | [profile](https://github.com/garybadwal) | yes | FIRST_TIME_CONTRIBUTOR | 1178d | `2026-04-21T04:38:14Z` | 1 | 0 | weak | low | low | targets high-star repos |
+| `garybadwal` | [profile](https://github.com/garybadwal) | no | FIRST_TIME_CONTRIBUTOR | 1178d | `2026-04-21T04:38:14Z` | 1 | 0 | weak | low | low | targets high-star repos |
 | `giulio-leone` | [profile](https://github.com/giulio-leone) | no | NONE | 4423d | `2026-02-28T06:22:19Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `glegendre01` | [profile](https://github.com/glegendre01) | yes | 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 |
 | `gowthamr-tech` | [profile](https://github.com/gowthamr-tech) | no | CONTRIBUTOR | 342d | `2026-02-16T15:00:00Z` | 1 | 0 | strong | low | low | young account; no visible non-self stars |
 | `GS-GOAT` | [profile](https://github.com/GS-GOAT) | no | NONE | 1748d | `2026-02-21T13:45:15Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `hangjun-ezra` | [profile](https://github.com/hangjun-ezra) | no | CONTRIBUTOR | 652d | `2026-02-25T03:52:04Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
@@ -266,9 +267,10 @@
 | `jIab-b` | [profile](https://github.com/jIab-b) | no | FIRST_TIME_CONTRIBUTOR | 580d | `2026-04-07T09:11:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `JiauZhang` | [profile](https://github.com/JiauZhang) | no | CONTRIBUTOR | 2918d | `2026-04-15T14:00:11Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `JiwaniZakir` | [profile](https://github.com/JiwaniZakir) | no | CONTRIBUTOR | 1386d | `2026-03-17T05:11:16Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
+| `jjjamie` | [profile](https://github.com/jjjamie) | yes | FIRST_TIME_CONTRIBUTOR | 4994d | `2026-04-21T15:57:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | NONE | 1082d | `2026-03-28T12:13:57Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `JokeYoonic` | [profile](https://github.com/JokeYoonic) | no | FIRST_TIME_CONTRIBUTOR | 770d | `2026-03-13T16:28:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `jonghwanhyeon` | [profile](https://github.com/jonghwanhyeon) | yes | CONTRIBUTOR | 5135d | `2026-04-21T11:42:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `jonghwanhyeon` | [profile](https://github.com/jonghwanhyeon) | no | CONTRIBUTOR | 5135d | `2026-04-21T11:42:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `JonoLF` | [profile](https://github.com/JonoLF) | no | FIRST_TIME_CONTRIBUTOR | 1365d | `2026-02-23T15:09:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `JonusClapshaw` | [profile](https://github.com/JonusClapshaw) | no | NONE | 2428d | `2026-02-24T22:09:56Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share; no visible non-self stars |
 | `joshuaswanson` | [profile](https://github.com/joshuaswanson) | no | FIRST_TIME_CONTRIBUTOR | 3496d | `2026-03-12T23:47:11Z` | 1 | 0 | weak | very high | low | high recent PR volume; very broad repo spread |
@@ -288,7 +290,7 @@
 | `lowzhao` | [profile](https://github.com/lowzhao) | no | CONTRIBUTOR | 3244d | `2026-04-06T08:41:40Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `LucasMa2025` | [profile](https://github.com/LucasMa2025) | no | FIRST_TIMER | 79d | `2026-03-14T17:13:34Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 1 | 0 | weak | low | low | no visible non-self stars; targets high-star repos |
-| `lvliang-intel` | [profile](https://github.com/lvliang-intel) | no | FIRST_TIME_CONTRIBUTOR | 1455d | `2026-04-17T14:12:41Z` | 1 | 0 | mixed | low | low | — |
+| `lvliang-intel` | [profile](https://github.com/lvliang-intel) | no | CONTRIBUTOR | 1455d | `2026-04-17T14:12:41Z` | 1 | 0 | mixed | low | low | — |
 | `maanas1234` | [profile](https://github.com/maanas1234) | no | CONTRIBUTOR | 584d | `2026-03-31T17:31:37Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `madhav1k` | [profile](https://github.com/madhav1k) | no | FIRST_TIME_CONTRIBUTOR | 2059d | `2026-04-06T17:47:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `marvinzh` | [profile](https://github.com/marvinzh) | no | CONTRIBUTOR | 4429d | `2026-04-07T06:49:34Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
@@ -445,12 +447,12 @@ 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: `2024-09-26T09:23:39Z`
-- repo last seen: `2026-04-21T09:31:32Z`
+- repo last seen: `2026-04-21T17:49:24Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **67**
 - snapshot authored PRs/issues: **67 PRs / 0 issues**
-- snapshot discussion activity: **447 comments / 638 reviews / 1504 review comments**
+- snapshot discussion activity: **449 comments / 643 reviews / 1527 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`
@@ -519,12 +521,12 @@ 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: `2026-04-20T15:55:04Z`
+- repo last seen: `2026-04-21T12:49:56Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **42**
 - snapshot authored PRs/issues: **40 PRs / 2 issues**
-- snapshot discussion activity: **160 comments / 271 reviews / 397 review comments**
+- snapshot discussion activity: **161 comments / 273 reviews / 400 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`
@@ -544,12 +546,12 @@ 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: `2026-04-20T16:03:48Z`
+- repo last seen: `2026-04-21T12:30:32Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **37**
 - snapshot authored PRs/issues: **37 PRs / 0 issues**
-- snapshot discussion activity: **524 comments / 202 reviews / 117 review comments**
+- snapshot discussion activity: **530 comments / 203 reviews / 117 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`
@@ -561,18 +563,42 @@ Example artifacts:
 - [PR #45315: Fix softmaxing router logits](https://github.com/huggingface/transformers/pull/45315) — closed
 - [PR #45166: Re-add regex substitutions to the response parsing spec](https://github.com/huggingface/transformers/pull/45166) — closed, merged
 
+### `stevhliu`
+
+- profile: [github.com/stevhliu](https://github.com/stevhliu)
+- 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: `2025-01-06T17:52:26Z`
+- repo last seen: `2026-04-21T17:27:02Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **37**
+- snapshot authored PRs/issues: **36 PRs / 1 issues**
+- snapshot discussion activity: **25 comments / 104 reviews / 144 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`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #45554: [docs] multi-turn tool calling](https://github.com/huggingface/transformers/pull/45554) — open
+- [PR #45553: [docs] per-request sampling params](https://github.com/huggingface/transformers/pull/45553) — open
+- [PR #45465: [docs] contributing](https://github.com/huggingface/transformers/pull/45465) — open, draft
+- [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
+
 ### `vasqu`
 
 - profile: [github.com/vasqu](https://github.com/vasqu)
 - 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: `2026-04-20T21:24:43Z`
+- repo last seen: `2026-04-21T17:52:24Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **37**
 - snapshot authored PRs/issues: **36 PRs / 1 issues**
-- snapshot discussion activity: **445 comments / 745 reviews / 3172 review comments**
+- snapshot discussion activity: **452 comments / 752 reviews / 3225 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
@@ -585,42 +611,18 @@ Example artifacts:
 - [PR #45404: [`Tokenizers`] Move gpt sw3 tokenizer out](https://github.com/huggingface/transformers/pull/45404) — closed, merged
 - [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
 
-### `stevhliu`
-
-- profile: [github.com/stevhliu](https://github.com/stevhliu)
-- 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: `2025-01-06T17:52:26Z`
-- repo last seen: `2026-04-20T05:11:35Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **35**
-- snapshot authored PRs/issues: **34 PRs / 1 issues**
-- snapshot discussion activity: **25 comments / 104 reviews / 144 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`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #45465: [docs] contributing](https://github.com/huggingface/transformers/pull/45465) — open, draft
-- [PR #45327: [docs] modular transformers](https://github.com/huggingface/transformers/pull/45327) — open, draft
-- [PR #45271: [docs] vlm addition](https://github.com/huggingface/transformers/pull/45271) — closed, merged
-- [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
-
 ### `harshaljanjani`
 
 - profile: [github.com/harshaljanjani](https://github.com/harshaljanjani)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani)
 - repo first seen: `2025-09-17T20:29:13Z`
-- repo last seen: `2026-04-20T14:34:21Z`
+- repo last seen: `2026-04-21T13:35:15Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **51**
 - snapshot authored PRs/issues: **31 PRs / 20 issues**
-- snapshot discussion activity: **98 comments / 119 reviews / 119 review comments**
+- snapshot discussion activity: **99 comments / 119 reviews / 119 review comments**
 - account age: **1961 days**
 - recent public PR activity: **18 PRs** (15 merged / 0 closed-unmerged / 3 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 - public orgs: none visible
@@ -677,7 +679,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #45535: [Sam3LiteText] Remove unnecessary modules/configs](https://github.com/huggingface/transformers/pull/45535) — open
+- [PR #45535: [Sam3LiteText] Remove unnecessary modules/configs](https://github.com/huggingface/transformers/pull/45535) — closed, merged
 - [PR #45421: Improve nested `base_model_prefix` handling in weight conversion and loading](https://github.com/huggingface/transformers/pull/45421) — open
 - [PR #45293: Fix "AttributeError: NewTokenizer has no attribute special_attribute_present" (Remove `REGISTERED_FAST_ALIASES`)](https://github.com/huggingface/transformers/pull/45293) — open
 
@@ -723,7 +725,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #45530: [CB] Changes for long generation](https://github.com/huggingface/transformers/pull/45530) — open, draft
+- [PR #45530: [CB] Changes for long generation](https://github.com/huggingface/transformers/pull/45530) — open
 - [PR #45323: [CB] Fix capture of max_seqlen](https://github.com/huggingface/transformers/pull/45323) — closed, merged
 - [PR #45184: [CB] [Major] Add CPU request offloading](https://github.com/huggingface/transformers/pull/45184) — open
 
@@ -808,12 +810,12 @@ Example artifacts:
 - 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: `2026-04-20T15:09:17Z`
+- repo last seen: `2026-04-21T13:58:55Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **18**
 - snapshot authored PRs/issues: **18 PRs / 0 issues**
-- snapshot discussion activity: **28 comments / 118 reviews / 245 review comments**
+- snapshot discussion activity: **28 comments / 119 reviews / 245 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
@@ -831,12 +833,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asywangyi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asywangyi)
 - repo first seen: `2025-12-16T08:22:52Z`
-- repo last seen: `2026-04-20T08:00:28Z`
+- repo last seen: `2026-04-21T12:09:10Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **17**
 - snapshot authored PRs/issues: **16 PRs / 1 issues**
-- snapshot discussion activity: **16 comments / 11 reviews / 11 review comments**
+- snapshot discussion activity: **17 comments / 11 reviews / 11 review comments**
 - account age: **2996 days**
 - recent public PR activity: **16 PRs** (12 merged / 0 closed-unmerged / 4 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
 - public orgs: none visible
@@ -878,12 +880,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
 - repo first seen: `2024-12-13T13:39:10Z`
-- repo last seen: `2026-04-14T21:05:33Z`
+- repo last seen: `2026-04-21T16:13:32Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **28**
 - snapshot authored PRs/issues: **15 PRs / 13 issues**
-- snapshot discussion activity: **33 comments / 39 reviews / 38 review comments**
+- snapshot discussion activity: **33 comments / 42 reviews / 41 review comments**
 - account age: **2692 days**
 - recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
 - public orgs: `huggingface`
@@ -930,12 +932,12 @@ 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: `2026-04-21T08:07:56Z`
+- repo last seen: `2026-04-21T12:18:35Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **17**
 - snapshot authored PRs/issues: **15 PRs / 2 issues**
-- snapshot discussion activity: **34 comments / 142 reviews / 119 review comments**
+- snapshot discussion activity: **34 comments / 144 reviews / 121 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`
@@ -1112,29 +1114,6 @@ Example artifacts:
 - [PR #44778: fix: correct logic error in is_tiktoken_available function](https://github.com/huggingface/transformers/pull/44778) — closed
 - [PR #44769: Fix: Handle empty lists in video_utils functions](https://github.com/huggingface/transformers/pull/44769) — closed
 
-### `ebezzam`
-
-- profile: [github.com/ebezzam](https://github.com/ebezzam)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
-- repo first seen: `2025-07-25T12:59:52Z`
-- repo last seen: `2026-04-20T16:29:45Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **9**
-- snapshot authored PRs/issues: **9 PRs / 0 issues**
-- snapshot discussion activity: **53 comments / 193 reviews / 637 review comments**
-- account age: **4683 days**
-- recent public PR activity: **8 PRs** (4 merged / 1 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **12%**, open rate **38%**)
-- public orgs: `LCAV`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #44392: [VibeVoice ASR] Use updated padding cache for ASR model.](https://github.com/huggingface/transformers/pull/44392) — closed, merged
-- [PR #44391: [VibeVoice ASR] Use newer cache object for modular](https://github.com/huggingface/transformers/pull/44391) — closed
-- [PR #44178: Add xcodec2 model](https://github.com/huggingface/transformers/pull/44178) — open
-
 ### `danielalanbates`
 
 - profile: [github.com/danielalanbates](https://github.com/danielalanbates)
@@ -1279,12 +1258,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acasinca)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acasinca)
 - repo first seen: `2025-12-10T12:31:18Z`
-- repo last seen: `2026-04-20T12:41:00Z`
+- repo last seen: `2026-04-21T17:58:27Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **6 PRs / 2 issues**
-- snapshot discussion activity: **9 comments / 10 reviews / 10 review comments**
+- snapshot discussion activity: **10 comments / 11 reviews / 11 review comments**
 - account age: **2626 days**
 - recent public PR activity: **22 PRs** (17 merged / 1 closed-unmerged / 4 open; merged rate **77%**, closed-unmerged rate **5%**, open rate **18%**)
 - public orgs: none visible
@@ -1707,12 +1686,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARyanMullins)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARyanMullins)
 - repo first seen: `2026-03-12T13:32:25Z`
-- repo last seen: `2026-04-10T12:17:00Z`
+- repo last seen: `2026-04-21T16:15:43Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 1 reviews / 0 review comments**
+- snapshot discussion activity: **5 comments / 1 reviews / 0 review comments**
 - account age: **5413 days**
 - recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: `google-deepmind`, `PAIR-code`
@@ -2118,6 +2097,29 @@ Example artifacts:
 - [PR #44536: Supplement skip logic for XPU in the CPU-only tp tests](https://github.com/huggingface/transformers/pull/44536) — closed, merged
 - [PR #43905: XPU now supports backward for the FA2 fixed path](https://github.com/huggingface/transformers/pull/43905) — closed, merged
 
+### `ebezzam`
+
+- profile: [github.com/ebezzam](https://github.com/ebezzam)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
+- repo first seen: `2025-07-25T12:59:52Z`
+- repo last seen: `2026-04-20T16:29:45Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **9**
+- snapshot authored PRs/issues: **9 PRs / 0 issues**
+- snapshot discussion activity: **53 comments / 193 reviews / 637 review comments**
+- account age: **4683 days**
+- recent public PR activity: **8 PRs** (4 merged / 1 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **12%**, open rate **38%**)
+- public orgs: `LCAV`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #44392: [VibeVoice ASR] Use updated padding cache for ASR model.](https://github.com/huggingface/transformers/pull/44392) — closed, merged
+- [PR #44391: [VibeVoice ASR] Use newer cache object for modular](https://github.com/huggingface/transformers/pull/44391) — closed
+- [PR #44178: Add xcodec2 model](https://github.com/huggingface/transformers/pull/44178) — open
+
 ### `math-hiyoko`
 
 - profile: [github.com/math-hiyoko](https://github.com/math-hiyoko)
@@ -2600,12 +2602,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AGitGlimpse895)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AGitGlimpse895)
 - repo first seen: `2026-04-12T10:14:58Z`
-- repo last seen: `2026-04-19T07:34:56Z`
+- repo last seen: `2026-04-21T16:07:53Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **5 days**
 - recent public PR activity: **9 PRs** (0 merged / 4 closed-unmerged / 5 open; merged rate **0%**, closed-unmerged rate **44%**, open rate **56%**)
 - public orgs: none visible
@@ -2613,7 +2615,7 @@ Example artifacts:
 - heuristic read: **very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #45510: cache_utils: fix QuantizedLayer to correctly propagate reorder_cache, crop, and batch ops to quantized buffers](https://github.com/huggingface/transformers/pull/45510) — open
+- [PR #45510: cache_utils: fix QuantizedLayer to correctly propagate reorder_cache, crop, and batch ops to quantized buffers](https://github.com/huggingface/transformers/pull/45510) — closed
 - [PR #45384: generation/stopping_criteria: short-circuit StoppingCriteriaList when all sequences are done](https://github.com/huggingface/transformers/pull/45384) — closed
 
 ### `guoyangzhen`
@@ -3367,29 +3369,6 @@ Example artifacts:
 - [PR #43665: fix](https://github.com/huggingface/transformers/pull/43665) — open
 - [PR #43648: check](https://github.com/huggingface/transformers/pull/43648) — closed
 
-### `mariam851`
-
-- profile: [github.com/mariam851](https://github.com/mariam851)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amariam851)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amariam851)
-- repo first seen: `2026-02-15T08:51:26Z`
-- repo last seen: `2026-02-20T16:58:27Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1176 days**
-- recent public PR activity: **4 PRs** (0 merged / 3 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **75%**, open rate **25%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #44184: feat: add OpenAI CircuitGPT core architecture and sparse linear layers](https://github.com/huggingface/transformers/pull/44184) — open
-- [PR #44124: feat: add eval_on_end to Trainer for final evaluation](https://github.com/huggingface/transformers/pull/44124) — closed
-- [PR #44064: feat: implement eval_on_end to trigger evaluation after training](https://github.com/huggingface/transformers/pull/44064) — closed
-
 ### `JaredforReal`
 
 - profile: [github.com/JaredforReal](https://github.com/JaredforReal)
@@ -3569,7 +3548,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #45367: Add dtype config options for Four Over Six](https://github.com/huggingface/transformers/pull/45367) — open
+- [PR #45367: Add dtype config options for Four Over Six](https://github.com/huggingface/transformers/pull/45367) — closed, merged
 - [PR #43970: Add Four Over Six quantization integration](https://github.com/huggingface/transformers/pull/43970) — closed, merged
 
 ### `leopold-tzafon`
@@ -3600,12 +3579,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anuxlear)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anuxlear)
 - repo first seen: `2026-01-02T07:29:46Z`
-- repo last seen: `2026-04-17T15:23:49Z`
+- repo last seen: `2026-04-21T17:36:50Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 17 reviews / 17 review comments**
+- snapshot discussion activity: **5 comments / 19 reviews / 19 review comments**
 - account age: **3757 days**
 - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -4015,6 +3994,28 @@ Example artifacts:
 - [PR #44660: Fix: avoid late CUDA OOM in load_best_model_at_end with PEFT models](https://github.com/huggingface/transformers/pull/44660) — open
 - [Issue #44637: load_best_model_at_end reloads PEFT adapter weights onto CUDA and can OOM under low remaining GPU memory](https://github.com/huggingface/transformers/issues/44637) — open
 
+### `earino`
+
+- profile: [github.com/earino](https://github.com/earino)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aearino)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aearino)
+- repo first seen: `2026-04-20T10:22:03Z`
+- repo last seen: `2026-04-21T14:51:02Z`
+- 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: **1 comments / 0 reviews / 0 review comments**
+- account age: **6609 days**
+- recent public PR activity: **23 PRs** (20 merged / 1 closed-unmerged / 2 open; merged rate **87%**, closed-unmerged rate **4%**, open rate **9%**)
+- public orgs: `DataScienceLA`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #45551: Add ForSequenceClassification heads for the OLMo family](https://github.com/huggingface/transformers/pull/45551) — open
+- [Issue #45529: Add `Olmo2ForSequenceClassification` (and ideally `OlmoForSequenceClassification` / `Olmo3ForSequenceClassification`)](https://github.com/huggingface/transformers/issues/45529) — open
+
 ### `florian6973`
 
 - profile: [github.com/florian6973](https://github.com/florian6973)
@@ -4241,12 +4242,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKeitaW)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKeitaW)
 - repo first seen: `2026-04-20T02:00:45Z`
-- repo last seen: `2026-04-20T02:08:37Z`
+- repo last seen: `2026-04-21T12:17:43Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **0 comments / 2 reviews / 2 review comments**
 - account age: **4241 days**
 - recent public PR activity: **20 PRs** (9 merged / 0 closed-unmerged / 11 open; merged rate **45%**, closed-unmerged rate **0%**, open rate **55%**)
 - public orgs: `brain-theory`, `oist-ncbc`
@@ -4254,8 +4255,8 @@ Example artifacts:
 - heuristic read: **high open PR share**
 
 Example artifacts:
-- [PR #45519: [Trainer] Add ddp_static_graph option](https://github.com/huggingface/transformers/pull/45519) — open
-- [Issue #45518: Expose static_graph DDP flag via TrainingArguments](https://github.com/huggingface/transformers/issues/45518) — open
+- [PR #45519: [Trainer] Add ddp_static_graph option](https://github.com/huggingface/transformers/pull/45519) — closed, merged
+- [Issue #45518: Expose static_graph DDP flag via TrainingArguments](https://github.com/huggingface/transformers/issues/45518) — closed
 
 ### `linfeng-du`
 
@@ -4551,7 +4552,7 @@ Example artifacts:
 - repo first seen: `2026-04-19T17:22:36Z`
 - repo last seen: `2026-04-20T19:54:57Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
@@ -4562,7 +4563,7 @@ Example artifacts:
 - heuristic read: **high open PR share**
 
 Example artifacts:
-- [PR #45516: T5Gemma2: fix `prepare_decoder_input_ids_from_labels`](https://github.com/huggingface/transformers/pull/45516) — open
+- [PR #45516: T5Gemma2: fix `prepare_decoder_input_ids_from_labels`](https://github.com/huggingface/transformers/pull/45516) — closed, merged
 - [Issue #45517: MPS OOM error, finetuning T5Gemma2 with Seq2SeqTrainer](https://github.com/huggingface/transformers/issues/45517) — closed
 
 ### `zhulinchng`
@@ -5343,7 +5344,7 @@ Example artifacts:
 - heuristic read: **very new account; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #45537: NVFP4 quantization: streaming loader, fused MoE experts (Qwen + Llama…](https://github.com/huggingface/transformers/pull/45537) — open
+- [PR #45537: NVFP4 quantization: streaming loader, fused MoE experts (Qwen + Llama…](https://github.com/huggingface/transformers/pull/45537) — closed
 
 ### `Defalt-Meh`
 
@@ -5583,12 +5584,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agarybadwal)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agarybadwal)
 - repo first seen: `2026-04-21T04:38:14Z`
-- repo last seen: `2026-04-21T08:58:51Z`
-- first seen in snapshot: **yes**
+- repo last seen: `2026-04-21T14:38:26Z`
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **1178 days**
 - recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
 - public orgs: none visible
@@ -5619,6 +5620,27 @@ Example artifacts:
 Example artifacts:
 - [PR #44352: fix: suppress ANSI escape codes when stdout is not a terminal](https://github.com/huggingface/transformers/pull/44352) — closed
 
+### `glegendre01`
+
+- profile: [github.com/glegendre01](https://github.com/glegendre01)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aglegendre01)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aglegendre01)
+- repo first seen: `2026-04-21T12:37:31Z`
+- repo last seen: `2026-04-21T12:37:31Z`
+- first seen in snapshot: **yes**
+- repo association: **MEMBER**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **1282 days**
+- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #45550: Add runner selection for mi325 GPU type](https://github.com/huggingface/transformers/pull/45550) — open, draft
+
 ### `gowthamr-tech`
 
 - profile: [github.com/gowthamr-tech](https://github.com/gowthamr-tech)
@@ -6103,6 +6125,27 @@ Example artifacts:
 Example artifacts:
 - [PR #44782: fix: XLNet: relative_positional_encoding computes on CPU every forward](https://github.com/huggingface/transformers/pull/44782) — closed, merged
 
+### `jjjamie`
+
+- profile: [github.com/jjjamie](https://github.com/jjjamie)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajjjamie)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajjjamie)
+- repo first seen: `2026-04-21T15:57:53Z`
+- repo last seen: `2026-04-21T15:57:53Z`
+- 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: **4994 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 #45552: Remove warnings for modernbert](https://github.com/huggingface/transformers/pull/45552) — open
+
 ### `joaquinhuigomez`
 
 - profile: [github.com/joaquinhuigomez](https://github.com/joaquinhuigomez)
@@ -6152,7 +6195,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajonghwanhyeon)
 - repo first seen: `2026-04-21T11:42:03Z`
 - repo last seen: `2026-04-21T11:42:03Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -6573,7 +6616,7 @@ Example artifacts:
 - repo first seen: `2026-04-17T14:12:41Z`
 - repo last seen: `2026-04-21T02:06:28Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
@@ -6584,7 +6627,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #45494: Fix: propagate quantization_config to text sub-config for composite models in AutoModelForCausalLM](https://github.com/huggingface/transformers/pull/45494) — open
+- [PR #45494: Fix: propagate quantization_config to text sub-config for composite models in AutoModelForCausalLM](https://github.com/huggingface/transformers/pull/45494) — closed, merged
 
 ### `maanas1234`
 

new_contributors.parquet

@@ -1,3 +1,3 @@
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-            "src/transformers/cli",
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+            "src/transformers/models",
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           "shared_directories": [
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           ],
           "shared_directories": [
-            "src/transformers/cli",
+            "src/transformers/models/gemma4",
+            "src/transformers/models",
             "src/transformers",
             "src"
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@@ -1478,11 +1305,11 @@
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@@ -1544,11 +1371,11 @@
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             "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
@@ -1577,10 +1404,10 @@
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         45389
       ],
       "representative_pr_number": 34667,
-      "average_similarity": 0.437,
+      "average_similarity": 0.436,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #34667.",
       "shared_filenames": [
         "src/transformers/generation/utils.py"
@@ -1696,8 +1523,8 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 39683,
-          "similarity": 0.552,
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           "breadth_similarity": 1.0,
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@@ -1730,8 +1557,8 @@
         {
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@@ -1747,8 +1574,8 @@
         {
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@@ -1764,8 +1591,8 @@
         {
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.562,
@@ -1781,8 +1608,8 @@
         {
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@@ -1883,7 +1710,7 @@
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       ],
       "representative_pr_number": 44059,
-      "average_similarity": 0.569,
+      "average_similarity": 0.568,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gpt2/modeling_gpt2.py`; representative PR #44059.",
       "shared_filenames": [
         "src/transformers/models/gpt2/modeling_gpt2.py"
@@ -2117,66 +1944,99 @@
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     },
     {
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+        45274,
+        45530
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+      "representative_pr_number": 45530,
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-      "summary": "3 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #45510.",
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/continuous_batching/continuous_api.py`, `tests/generation/test_continuous_batching.py`, `src/transformers/generation/continuous_batching/cache.py`; representative PR #45530.",
       "shared_filenames": [
-        "src/transformers/cache_utils.py"
+        "src/transformers/generation/continuous_batching/continuous_api.py",
+        "tests/generation/test_continuous_batching.py",
+        "src/transformers/generation/continuous_batching/cache.py",
+        "src/transformers/generation/continuous_batching/cb_logits_processors.py",
+        "src/transformers/generation/continuous_batching/input_outputs.py",
+        "src/transformers/generation/continuous_batching/requests.py",
+        "src/transformers/generation/continuous_batching/scheduler.py",
+        "src/transformers/generation/configuration_utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers/generation/continuous_batching",
+        "src/transformers/generation",
+        "tests/generation",
+        "tests"
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+            "src/transformers/generation/continuous_batching/cache.py",
+            "src/transformers/generation/continuous_batching/continuous_api.py",
+            "src/transformers/generation/continuous_batching/input_outputs.py",
+            "tests/generation/test_continuous_batching.py"
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           "shared_directories": [
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+            "src/transformers/generation",
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+            "tests/generation",
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+          "concentration_similarity": 0.921,
+          "shared_filenames": [
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+            "src/transformers/generation/continuous_batching/cb_logits_processors.py",
+            "src/transformers/generation/continuous_batching/continuous_api.py",
+            "src/transformers/generation/continuous_batching/requests.py",
+            "src/transformers/generation/continuous_batching/scheduler.py",
+            "tests/generation/test_continuous_batching.py"
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           "shared_directories": [
+            "src/transformers/generation/continuous_batching",
+            "src/transformers/generation",
             "src/transformers",
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+            "tests/generation",
+            "src",
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+            "src/transformers/generation/continuous_batching/continuous_api.py",
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           "shared_directories": [
+            "src/transformers/generation/continuous_batching",
+            "src/transformers/generation",
             "src/transformers",
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+            "tests/generation",
+            "src",
+            "tests"
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@@ -2254,7 +2114,7 @@
         45547
       ],
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+      "average_similarity": 0.409,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`, `tests/utils/test_modeling_utils.py`; representative PR #45547.",
       "shared_filenames": [
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@@ -2287,8 +2147,8 @@
         {
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           "breadth_similarity": 0.583,
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@@ -2303,8 +2163,8 @@
         {
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           "breadth_similarity": 0.708,
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@@ -2339,7 +2199,7 @@
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@@ -2356,7 +2216,7 @@
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+          "content_similarity": 0.332,
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           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -2373,7 +2233,7 @@
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@@ -2396,7 +2256,7 @@
         44550
       ],
       "representative_pr_number": 44550,
-      "average_similarity": 0.374,
+      "average_similarity": 0.371,
       "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
       "shared_filenames": [],
       "shared_directories": [
@@ -2409,8 +2269,8 @@
         {
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-          "similarity": 0.397,
-          "content_similarity": 0.139,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2425,8 +2285,8 @@
         {
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-          "similarity": 0.368,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2440,8 +2300,8 @@
         {
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-          "similarity": 0.356,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2764,7 +2624,7 @@
           "content_similarity": 0.746,
           "size_similarity": 0.592,
           "breadth_similarity": 0.632,
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+          "concentration_similarity": 0.905,
           "shared_filenames": [
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@@ -2808,7 +2668,7 @@
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@@ -2862,7 +2722,7 @@
         45480
       ],
       "representative_pr_number": 43747,
-      "average_similarity": 0.672,
+      "average_similarity": 0.671,
       "summary": "2 open PRs share weighted file overlap around `tests/quantization/compressed_tensors_integration/test_compressed_models.py`; representative PR #43747.",
       "shared_filenames": [
         "tests/quantization/compressed_tensors_integration/test_compressed_models.py"
@@ -2876,7 +2736,7 @@
         {
           "left_pr_number": 43747,
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-          "similarity": 0.672,
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           "breadth_similarity": 1.0,
@@ -2912,7 +2772,7 @@
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           "similarity": 0.665,
-          "content_similarity": 0.682,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2987,7 +2847,7 @@
           "left_pr_number": 45034,
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           "similarity": 0.633,
-          "content_similarity": 0.586,
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           "breadth_similarity": 0.437,
           "concentration_similarity": 0.999,
@@ -3052,7 +2912,7 @@
         45548
       ],
       "representative_pr_number": 45342,
-      "average_similarity": 0.545,
+      "average_similarity": 0.546,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45342.",
       "shared_filenames": [
         "src/transformers/modeling_utils.py"
@@ -3062,8 +2922,8 @@
         {
           "left_pr_number": 45342,
           "right_pr_number": 45548,
-          "similarity": 0.545,
-          "content_similarity": 0.563,
+          "similarity": 0.546,
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           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -3209,7 +3069,7 @@
         45128
       ],
       "representative_pr_number": 45056,
-      "average_similarity": 0.5,
+      "average_similarity": 0.497,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
       "shared_filenames": [
         "src/transformers/utils/auto_docstring.py"
@@ -3221,8 +3081,8 @@
         {
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-          "similarity": 0.5,
-          "content_similarity": 0.395,
+          "similarity": 0.497,
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           "breadth_similarity": 0.875,
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@@ -3350,7 +3210,7 @@
         45413
       ],
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-      "average_similarity": 0.434,
+      "average_similarity": 0.433,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
       "shared_filenames": [
         "src/transformers/generation/logits_process.py",
@@ -3365,8 +3225,8 @@
         {
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-          "similarity": 0.434,
-          "content_similarity": 0.481,
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           "breadth_similarity": 0.458,
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@@ -3384,49 +3244,6 @@
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-      "pr_numbers": [
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-      "average_similarity": 0.433,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/continuous_batching/continuous_api.py`, `tests/generation/test_continuous_batching.py`; representative PR #45184.",
-      "shared_filenames": [
-        "src/transformers/generation/continuous_batching/continuous_api.py",
-        "tests/generation/test_continuous_batching.py"
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