Refresh transformers dataset snapshot 20260501T113108Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260430T120024Z`
+- latest snapshot: `20260501T113108Z`
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@@ -22342,6 +22249,63 @@
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@@ -22919,12 +22883,12 @@
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@@ -23147,12 +23111,12 @@
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@@ -23368,6 +23332,63 @@
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@@ -23757,8 +23778,8 @@
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           }

new-contributors-report.md

@@ -1,28 +1,28 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260430T120024Z`
-- Generated: `2026-04-30T12:01:50Z`
+- Snapshot: `20260501T113108Z`
+- Generated: `2026-05-01T11:33:48Z`
 - Activity window: `60d`
-- Contributors: `355`
+- Contributors: `356`
 
 ## Summary
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
+| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 84 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 84 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 83 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 75 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 71 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 65 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 50 | 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` | 43 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
-| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 41 | 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` | 40 | 1 | mixed | low | low | 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` | 42 | 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` | 42 | 1 | mixed | low | low | targets high-star repos |
+| `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 38 | 0 | strong | low | low | targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 32 | 20 | strong | low | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 28 | 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` | 26 | 0 | strong | low | low | targets high-star repos |
-| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 22 | 0 | strong | low | low | targets high-star repos |
+| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 23 | 0 | strong | low | low | targets high-star repos |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 20 | 4 | strong | moderate | low | high recent PR volume |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 20 | 0 | strong | low | low | targets high-star repos |
 | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
@@ -55,6 +55,7 @@
 | `mvanhorn` | [profile](https://github.com/mvanhorn) | no | CONTRIBUTOR | 5652d | `2026-03-09T14:59:27Z` | 5 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
 | `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2026-03-12T13:32:25Z` | 5 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5038d | `2026-03-13T14:45:22Z` | 4 | 6 | mixed | moderate | low | — |
+| `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
 | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3839d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
 | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 4 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 4 | 0 | n/a | n/a | n/a | summary unavailable |
@@ -64,7 +65,6 @@
 | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 4 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
 | `RudrenduPaul` | [profile](https://github.com/RudrenduPaul) | no | CONTRIBUTOR | 2913d | `2026-04-09T09:34:42Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 3 | 3 | weak | low | low | targets high-star repos |
 | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 3 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 | `Cursx` | [profile](https://github.com/Cursx) | no | NONE | 3073d | `2026-03-31T01:44:52Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `jnMetaCode` | [profile](https://github.com/jnMetaCode) | no | CONTRIBUTOR | 4011d | `2026-03-08T09:21:22Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; targets high-star repos |
@@ -77,13 +77,12 @@
 | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 5 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
 | `gabe-l-hart` | [profile](https://github.com/gabe-l-hart) | no | CONTRIBUTOR | 5242d | `2026-02-04T17:55:19Z` | 3 | 1 | strong | high | low | broad repo spread |
 | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
 | `w4nderlust` | [profile](https://github.com/w4nderlust) | no | CONTRIBUTOR | 5740d | `2026-04-03T04:55:51Z` | 2 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `ionut-anghelina` | [profile](https://github.com/ionut-anghelina) | no | FIRST_TIME_CONTRIBUTOR | 556d | `2026-03-30T08:23:07Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `Milan-Bhimani` | [profile](https://github.com/Milan-Bhimani) | yes | FIRST_TIME_CONTRIBUTOR | 823d | `2026-04-30T06:10:00Z` | 2 | 1 | mixed | low | low | many recent closed-unmerged PRs |
+| `Milan-Bhimani` | [profile](https://github.com/Milan-Bhimani) | no | FIRST_TIME_CONTRIBUTOR | 823d | `2026-04-30T06:10:00Z` | 2 | 1 | mixed | low | low | many recent closed-unmerged PRs |
 | `Aftabbs` | [profile](https://github.com/Aftabbs) | no | NONE | 1318d | `2026-04-12T08:48:26Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `akhilc08` | [profile](https://github.com/akhilc08) | no | NONE | 403d | `2026-04-03T17:43:21Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `akintunero` | [profile](https://github.com/akintunero) | no | CONTRIBUTOR | 3950d | `2026-03-30T13:48:47Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -107,6 +106,7 @@
 | `kallewoof` | [profile](https://github.com/kallewoof) | no | CONTRIBUTOR | 5838d | `2026-03-24T23:50:07Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `KartikPawade` | [profile](https://github.com/KartikPawade) | no | CONTRIBUTOR | 1843d | `2026-03-06T18:49:59Z` | 2 | 0 | mixed | moderate | low | targets high-star repos |
 | `Kash6` | [profile](https://github.com/Kash6) | no | CONTRIBUTOR | 2226d | `2026-04-01T18:07:49Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `Kaz-scr` | [profile](https://github.com/Kaz-scr) | yes | FIRST_TIME_CONTRIBUTOR | 1941d | `2026-04-30T15:39:40Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `KetanP1618` | [profile](https://github.com/KetanP1618) | no | FIRST_TIME_CONTRIBUTOR | 1632d | `2026-04-06T17:41:14Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `kmbhattt-aws` | [profile](https://github.com/kmbhattt-aws) | no | FIRST_TIME_CONTRIBUTOR | 37d | `2026-03-11T01:01:18Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `knQzx` | [profile](https://github.com/knQzx) | no | FIRST_TIME_CONTRIBUTOR | 1956d | `2026-03-28T16:37:49Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
@@ -132,7 +132,6 @@
 | `yunhaoli24` | [profile](https://github.com/yunhaoli24) | no | NONE | 2225d | `2026-03-12T04:46:19Z` | 2 | 0 | weak | moderate | low | targets high-star repos |
 | `zvik` | [profile](https://github.com/zvik) | no | FIRST_TIME_CONTRIBUTOR | 4383d | `2026-03-03T07:50:39Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
 | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 24 | 0 | mixed | moderate | low | extremely high recent PR volume |
-| `ManasVardhan` | [profile](https://github.com/ManasVardhan) | no | NONE | 2488d | `2026-02-15T11:10:48Z` | 22 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 6 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; 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 |
 | `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 977d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
@@ -191,7 +190,6 @@
 | `ronansgd` | [profile](https://github.com/ronansgd) | no | FIRST_TIME_CONTRIBUTOR | 2195d | `2026-04-22T08:50:02Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `rpathade` | [profile](https://github.com/rpathade) | no | FIRST_TIME_CONTRIBUTOR | 2005d | `2026-03-29T22:46:13Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `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 | 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 |
@@ -226,7 +224,6 @@
 | `Beichen-Ma` | [profile](https://github.com/Beichen-Ma) | no | FIRST_TIME_CONTRIBUTOR | 1684d | `2026-04-20T23:21:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `bensons` | [profile](https://github.com/bensons) | no | FIRST_TIME_CONTRIBUTOR | 5188d | `2026-03-17T04:59:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `black-yt` | [profile](https://github.com/black-yt) | no | NONE | 1826d | `2026-03-10T01:52:18Z` | 1 | 0 | weak | low | low | — |
-| `carcel-yu` | [profile](https://github.com/carcel-yu) | no | CONTRIBUTOR | 2067d | `2026-03-02T05:34:49Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `chandan11248` | [profile](https://github.com/chandan11248) | no | FIRST_TIME_CONTRIBUTOR | 728d | `2026-03-15T15:23:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `cloudyun888` | [profile](https://github.com/cloudyun888) | no | NONE | 45d | `2026-04-15T13:18:36Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
 | `code-runner77` | [profile](https://github.com/code-runner77) | no | FIRST_TIMER | 194d | `2026-03-29T17:28:59Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -244,12 +241,13 @@
 | `EhteshamSid` | [profile](https://github.com/EhteshamSid) | no | NONE | 1668d | `2026-04-07T18:40:05Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars |
 | `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 |
 | `evalstate` | [profile](https://github.com/evalstate) | no | MEMBER | 5042d | `2026-04-23T11:41:51Z` | 1 | 0 | n/a | low | low | — |
+| `Exile333` | [profile](https://github.com/Exile333) | yes | FIRST_TIME_CONTRIBUTOR | 3582d | `2026-04-30T16:23:49Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `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) | no | FIRST_TIME_CONTRIBUTOR | 1178d | `2026-04-21T04:38:14Z` | 1 | 0 | weak | low | low | targets high-star repos |
 | `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 |
 | `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 |
-| `GopalGB` | [profile](https://github.com/GopalGB) | no | FIRST_TIME_CONTRIBUTOR | 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 |
+| `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 |
 | `GuaiZai233` | [profile](https://github.com/GuaiZai233) | no | CONTRIBUTOR | 821d | `2026-04-28T15:36:03Z` | 1 | 0 | strong | low | low | — |
 | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 2974d | `2026-04-10T11:59:37Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 | `HelloAnner` | [profile](https://github.com/HelloAnner) | no | NONE | 1658d | `2026-04-11T06:22:52Z` | 1 | 0 | mixed | low | low | — |
@@ -259,6 +257,7 @@
 | `himani27301` | [profile](https://github.com/himani27301) | no | FIRST_TIME_CONTRIBUTOR | 108d | `2026-03-09T15:46:14Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `hongping-zh` | [profile](https://github.com/hongping-zh) | no | FIRST_TIME_CONTRIBUTOR | 1071d | `2026-03-03T04:42:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `Hyungkeun-Park-Nota` | [profile](https://github.com/Hyungkeun-Park-Nota) | no | CONTRIBUTOR | 421d | `2026-03-25T01:19:59Z` | 1 | 0 | mixed | low | low | — |
+| `i3hz` | [profile](https://github.com/i3hz) | yes | CONTRIBUTOR | 961d | `2026-02-18T04:04:37Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `IgnazioDS` | [profile](https://github.com/IgnazioDS) | no | NONE | 1078d | `2026-03-30T19:13:52Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
 | `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3691d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `Jaredw2289-svg` | [profile](https://github.com/Jaredw2289-svg) | no | NONE | ?d | `2026-03-04T06:03:56Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
@@ -283,6 +282,7 @@
 | `kevinmalana` | [profile](https://github.com/kevinmalana) | no | NONE | 2248d | `2026-04-16T10:03:07Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `kulkarni-rohan` | [profile](https://github.com/kulkarni-rohan) | no | FIRST_TIME_CONTRIBUTOR | 3161d | `2026-03-14T20:01:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `layla1824` | [profile](https://github.com/layla1824) | no | FIRST_TIMER | 2241d | `2026-03-26T16:48:53Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `lgeiger` | [profile](https://github.com/lgeiger) | yes | CONTRIBUTOR | 3947d | `2026-04-30T12:35:42Z` | 1 | 0 | mixed | moderate | low | — |
 | `liding-nv` | [profile](https://github.com/liding-nv) | no | CONTRIBUTOR | 227d | `2026-03-02T13:22:21Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars |
 | `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 |
@@ -303,7 +303,6 @@
 | `moktamd` | [profile](https://github.com/moktamd) | no | NONE | 1374d | `2026-03-11T10:32:26Z` | 1 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `mrutkows` | [profile](https://github.com/mrutkows) | no | FIRST_TIME_CONTRIBUTOR | 4332d | `2026-04-09T17:46:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `MukundaKatta` | [profile](https://github.com/MukundaKatta) | no | NONE | 1527d | `2026-04-15T08:33:29Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
-| `N3u0ns` | [profile](https://github.com/N3u0ns) | no | NONE | 2362d | `2026-03-01T13:53:58Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `nakigami` | [profile](https://github.com/nakigami) | no | NONE | 2960d | `2026-03-08T01:30:39Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `NathanHB` | [profile](https://github.com/NathanHB) | no | MEMBER | 3182d | `2026-03-27T13:02:59Z` | 1 | 0 | strong | moderate | low | — |
 | `neo` | [profile](https://github.com/neo) | no | CONTRIBUTOR | 4212d | `2026-03-12T19:59:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -337,6 +336,7 @@
 | `SamArun28` | [profile](https://github.com/SamArun28) | no | NONE | 37d | `2026-03-10T09:38:29Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `sandesh-bhandari-dev` | [profile](https://github.com/sandesh-bhandari-dev) | no | NONE | 51d | `2026-03-05T01:40:47Z` | 1 | 0 | weak | moderate | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
 | `SAY-5` | [profile](https://github.com/SAY-5) | no | FIRST_TIME_CONTRIBUTOR | 172d | `2026-04-20T05:44:53Z` | 1 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
+| `sebastianvlad1` | [profile](https://github.com/sebastianvlad1) | yes | CONTRIBUTOR | 3207d | `2026-04-30T16:48:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `shaealh` | [profile](https://github.com/shaealh) | no | FIRST_TIME_CONTRIBUTOR | 70d | `2026-03-13T05:05:01Z` | 1 | 0 | mixed | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `shhKnight30` | [profile](https://github.com/shhKnight30) | no | CONTRIBUTOR | 931d | `2026-04-04T10:29:57Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `Shikhar-S` | [profile](https://github.com/Shikhar-S) | no | FIRST_TIME_CONTRIBUTOR | 3763d | `2026-04-10T04:26:05Z` | 1 | 0 | weak | low | low | high open PR share |
@@ -355,18 +355,45 @@
 | `vxa8502` | [profile](https://github.com/vxa8502) | no | NONE | 431d | `2026-03-13T22:49:59Z` | 1 | 0 | weak | low | low | targets high-star repos |
 | `w601sxs` | [profile](https://github.com/w601sxs) | no | FIRST_TIME_CONTRIBUTOR | 4837d | `2026-04-01T15:02:15Z` | 1 | 0 | mixed | low | low | — |
 | `XingyuHu109` | [profile](https://github.com/XingyuHu109) | no | NONE | 1517d | `2026-03-05T21:14:38Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `xodn348` | [profile](https://github.com/xodn348) | yes | FIRST_TIME_CONTRIBUTOR | 2352d | `2026-05-01T07:27:40Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `xr843` | [profile](https://github.com/xr843) | no | NONE | 1032d | `2026-03-18T23:53:54Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
 | `xu-song` | [profile](https://github.com/xu-song) | no | CONTRIBUTOR | 3895d | `2026-04-01T14:50:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `yacinemebarki` | [profile](https://github.com/yacinemebarki) | no | CONTRIBUTOR | 482d | `2026-03-30T21:18:47Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Yanis01682` | [profile](https://github.com/Yanis01682) | no | NONE | 606d | `2026-04-14T01:47:54Z` | 1 | 0 | strong | low | low | — |
 | `yileld` | [profile](https://github.com/yileld) | no | FIRST_TIME_CONTRIBUTOR | 3958d | `2026-04-30T02:17:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `zendy199x` | [profile](https://github.com/zendy199x) | no | NONE | 2543d | `2026-03-29T15:50:04Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
-| `zeoses` | [profile](https://github.com/zeoses) | no | FIRST_TIME_CONTRIBUTOR | 3843d | `2026-04-27T20:58:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `zeoses` | [profile](https://github.com/zeoses) | no | CONTRIBUTOR | 3843d | `2026-04-27T20:58:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `zFlux` | [profile](https://github.com/zFlux) | no | FIRST_TIME_CONTRIBUTOR | 4241d | `2026-04-12T03:38:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `zozo123` | [profile](https://github.com/zozo123) | no | NONE | 5577d | `2026-04-05T19:00:26Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 
 ## Contributors
 
+### `tarekziade`
+
+- profile: [github.com/tarekziade](https://github.com/tarekziade)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
+- repo first seen: `2026-01-21T16:52:29Z`
+- repo last seen: `2026-04-30T15:58:45Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **90**
+- snapshot authored PRs/issues: **84 PRs / 6 issues**
+- snapshot discussion activity: **160 comments / 186 reviews / 177 review comments**
+- account age: **5839 days**
+- recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
+- public orgs: `AFPy`, `faitmain`, `circus-tent`
+- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
+- heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
+
+Example artifacts:
+- [PR #45720: chore(mlinter): implement part of rule TRF003](https://github.com/huggingface/transformers/pull/45720) — open
+- [PR #45711: refector: renamed file glob to cache to make it clearer](https://github.com/huggingface/transformers/pull/45711) — open
+- [PR #45635: qa: speed up dtype regex weight load + reduce dtype tests to 3 random](https://github.com/huggingface/transformers/pull/45635) — open
+- [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — closed
+- [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
+- [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
+
 ### `Cyrilvallez`
 
 - profile: [github.com/Cyrilvallez](https://github.com/Cyrilvallez)
@@ -390,32 +417,6 @@ Example artifacts:
 - [PR #45624: Skip failing offloading tests](https://github.com/huggingface/transformers/pull/45624) — closed, merged
 - [PR #45622: Fix peft constructors](https://github.com/huggingface/transformers/pull/45622) — closed, merged
 
-### `tarekziade`
-
-- profile: [github.com/tarekziade](https://github.com/tarekziade)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
-- repo first seen: `2026-01-21T16:52:29Z`
-- repo last seen: `2026-04-30T07:47:00Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **89**
-- snapshot authored PRs/issues: **83 PRs / 6 issues**
-- snapshot discussion activity: **160 comments / 184 reviews / 175 review comments**
-- account age: **5839 days**
-- recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
-- public orgs: `AFPy`, `faitmain`, `circus-tent`
-- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
-- heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
-
-Example artifacts:
-- [PR #45711: refector: renamed file glob to cache to make it clearer](https://github.com/huggingface/transformers/pull/45711) — open
-- [PR #45635: qa: speed up dtype regex weight load + reduce dtype tests to 3 random](https://github.com/huggingface/transformers/pull/45635) — open
-- [PR #45623: Glm5 change](https://github.com/huggingface/transformers/pull/45623) — closed
-- [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — closed
-- [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
-- [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
-
 ### `ydshieh`
 
 - profile: [github.com/ydshieh](https://github.com/ydshieh)
@@ -445,12 +446,12 @@ 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: `2026-04-30T09:28:28Z`
+- repo last seen: `2026-05-01T09:15:53Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **71**
 - snapshot authored PRs/issues: **71 PRs / 0 issues**
-- snapshot discussion activity: **483 comments / 690 reviews / 1700 review comments**
+- snapshot discussion activity: **491 comments / 706 reviews / 1719 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`
@@ -468,12 +469,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
 - repo first seen: `2025-06-20T09:58:55Z`
-- repo last seen: `2026-04-30T02:20:36Z`
+- repo last seen: `2026-04-30T14:06:16Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **69**
 - snapshot authored PRs/issues: **65 PRs / 4 issues**
-- snapshot discussion activity: **59 comments / 52 reviews / 51 review comments**
+- snapshot discussion activity: **59 comments / 53 reviews / 52 review comments**
 - account age: **3934 days**
 - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
 - public orgs: none visible
@@ -494,12 +495,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
 - repo first seen: `2023-02-24T14:13:29Z`
-- repo last seen: `2026-04-29T15:31:34Z`
+- repo last seen: `2026-04-30T15:47:46Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **52**
 - snapshot authored PRs/issues: **50 PRs / 2 issues**
-- snapshot discussion activity: **150 comments / 518 reviews / 1046 review comments**
+- snapshot discussion activity: **152 comments / 520 reviews / 1047 review comments**
 - account age: **2590 days**
 - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
 - public orgs: none visible
@@ -508,7 +509,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #45681: Restore TokenizersBackend override for DeepSeek V3/R1 tokenizer dispatch](https://github.com/huggingface/transformers/pull/45681) — open
-- [PR #45643: Add DeepSeek V4](https://github.com/huggingface/transformers/pull/45643) — open, draft
+- [PR #45643: Add DeepSeek V4](https://github.com/huggingface/transformers/pull/45643) — open
 - [PR #45618: Add MTP speculative decoding via MTPCandidateGenerator](https://github.com/huggingface/transformers/pull/45618) — open
 - [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
 - [Issue #42710: Outstanding issues / PR before we can release v5](https://github.com/huggingface/transformers/issues/42710) — closed
@@ -544,12 +545,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
 - repo first seen: `2025-01-06T17:52:26Z`
-- repo last seen: `2026-04-29T21:21:48Z`
+- repo last seen: `2026-04-30T23:09:05Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **42**
-- snapshot authored PRs/issues: **41 PRs / 1 issues**
-- snapshot discussion activity: **25 comments / 115 reviews / 196 review comments**
+- repo primary artifacts: **43**
+- snapshot authored PRs/issues: **42 PRs / 1 issues**
+- snapshot discussion activity: **26 comments / 118 reviews / 198 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`
@@ -557,9 +558,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #45705: [skills] model doc](https://github.com/huggingface/transformers/pull/45705) — open
+- [PR #45732: [skills] fine-tuning](https://github.com/huggingface/transformers/pull/45732) — open, draft
+- [PR #45705: [skills] model doc](https://github.com/huggingface/transformers/pull/45705) — open, draft
 - [PR #45660: [docs] cpu offloading](https://github.com/huggingface/transformers/pull/45660) — closed, merged
-- [PR #45659: [docs] dtype](https://github.com/huggingface/transformers/pull/45659) — closed, merged
 - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
 
 ### `vasqu`
@@ -568,12 +569,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
-- repo last seen: `2026-04-29T15:23:37Z`
+- repo last seen: `2026-05-01T11:23:07Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **41**
-- snapshot authored PRs/issues: **40 PRs / 1 issues**
-- snapshot discussion activity: **477 comments / 814 reviews / 3454 review comments**
+- repo primary artifacts: **43**
+- snapshot authored PRs/issues: **42 PRs / 1 issues**
+- snapshot discussion activity: **488 comments / 841 reviews / 3563 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
@@ -581,9 +582,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #45726: update dev](https://github.com/huggingface/transformers/pull/45726) — closed, merged
+- [PR #45725: [`OAI Privacy Filter`] Add integration test](https://github.com/huggingface/transformers/pull/45725) — closed, merged
 - [PR #45689: fixing more typos](https://github.com/huggingface/transformers/pull/45689) — closed, merged
-- [PR #45583: Update dev version](https://github.com/huggingface/transformers/pull/45583) — closed, merged
-- [PR #45580: [`Privacy Filter`] Add model](https://github.com/huggingface/transformers/pull/45580) — closed, merged
 - [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
 
 ### `Rocketknight1`
@@ -592,12 +593,12 @@ 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: `2026-04-30T11:35:58Z`
+- repo last seen: `2026-04-30T17:15:09Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **37**
-- snapshot authored PRs/issues: **37 PRs / 0 issues**
-- snapshot discussion activity: **564 comments / 212 reviews / 121 review comments**
+- repo primary artifacts: **38**
+- snapshot authored PRs/issues: **38 PRs / 0 issues**
+- snapshot discussion activity: **569 comments / 213 reviews / 121 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`
@@ -605,9 +606,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #45723: Get rid of most Apex references](https://github.com/huggingface/transformers/pull/45723) — open
 - [PR #45411: Fix the response schema for the gemma4 converter](https://github.com/huggingface/transformers/pull/45411) — closed, merged
 - [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
 
 ### `harshaljanjani`
 
@@ -628,7 +629,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #45594: fix(utils): Resolve backbone utils test regressions](https://github.com/huggingface/transformers/pull/45594) — open
+- [PR #45594: fix(utils): Resolve backbone utils test regressions](https://github.com/huggingface/transformers/pull/45594) — closed, merged
 - [PR #45326: feat[vLLM × v5]: Add vLLM compatibility for audio models](https://github.com/huggingface/transformers/pull/45326) — closed, merged
 - [PR #45199: fix(models): Resolve regressions in Wav2Vec2PhonemeCTCTokenizer (wav2vec2-lv-60-espeak-cv-ft)](https://github.com/huggingface/transformers/pull/45199) — closed, merged
 - [Issue #45198: [BUG] Wav2Vec2 wav2vec2-lv-60-espeak-cv-ft: save_pretrained and tokenization fail](https://github.com/huggingface/transformers/issues/45198) — closed
@@ -641,12 +642,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
 - repo first seen: `2024-10-21T07:08:47Z`
-- repo last seen: `2026-04-28T10:37:00Z`
+- repo last seen: `2026-05-01T03:24:16Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **28**
 - snapshot authored PRs/issues: **28 PRs / 0 issues**
-- snapshot discussion activity: **39 comments / 44 reviews / 29 review comments**
+- snapshot discussion activity: **39 comments / 45 reviews / 29 review comments**
 - account age: **3139 days**
 - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
 - public orgs: none visible
@@ -687,11 +688,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
 - repo first seen: `2026-01-13T09:15:18Z`
-- repo last seen: `2026-04-30T06:33:34Z`
+- repo last seen: `2026-05-01T03:59:34Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **22**
-- snapshot authored PRs/issues: **22 PRs / 0 issues**
+- repo primary artifacts: **23**
+- snapshot authored PRs/issues: **23 PRs / 0 issues**
 - snapshot discussion activity: **39 comments / 127 reviews / 138 review comments**
 - account age: **1813 days**
 - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
@@ -700,9 +701,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #45733: [CB] Fixes for SDPA and CPU offloading](https://github.com/huggingface/transformers/pull/45733) — open
 - [PR #45654: [CB] Refactor any model-related code in a separate class](https://github.com/huggingface/transformers/pull/45654) — open, draft
-- [PR #45653: [CB] Better overall script and decode bucketting](https://github.com/huggingface/transformers/pull/45653) — open
-- [PR #45530: [CB] Changes for long generation](https://github.com/huggingface/transformers/pull/45530) — closed, merged
+- [PR #45653: [CB] Better overall script and decode bucketting](https://github.com/huggingface/transformers/pull/45653) — closed, merged
 
 ### `jiqing-feng`
 
@@ -736,12 +737,12 @@ 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: `2026-04-30T05:07:27Z`
+- repo last seen: `2026-05-01T04:44:04Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **20**
 - snapshot authored PRs/issues: **20 PRs / 0 issues**
-- snapshot discussion activity: **35 comments / 141 reviews / 279 review comments**
+- snapshot discussion activity: **35 comments / 142 reviews / 280 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
@@ -1050,12 +1051,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
 - repo first seen: `2025-11-26T16:58:10Z`
-- repo last seen: `2026-04-28T08:55:07Z`
+- repo last seen: `2026-05-01T04:32:51Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **13**
 - snapshot authored PRs/issues: **13 PRs / 0 issues**
-- snapshot discussion activity: **25 comments / 71 reviews / 76 review comments**
+- snapshot discussion activity: **25 comments / 75 reviews / 80 review comments**
 - account age: **2625 days**
 - recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
 - public orgs: `huggingface`
@@ -1065,7 +1066,7 @@ Example artifacts:
 Example artifacts:
 - [PR #45409: from_pretrained orchestration + distributed save/load](https://github.com/huggingface/transformers/pull/45409) — closed, merged
 - [PR #45408: MoE expert parallelism + sequence parallelism](https://github.com/huggingface/transformers/pull/45408) — closed, merged
-- [PR #45028: TP refactor for FSDP + TP integration](https://github.com/huggingface/transformers/pull/45028) — open, draft
+- [PR #45028: TP refactor for FSDP + TP integration](https://github.com/huggingface/transformers/pull/45028) — open
 
 ### `LincolnBurrows2017`
 
@@ -1096,12 +1097,12 @@ 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: `2026-04-29T17:43:06Z`
+- repo last seen: `2026-04-30T19:11:12Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **8 PRs / 2 issues**
-- snapshot discussion activity: **16 comments / 27 reviews / 27 review comments**
+- snapshot discussion activity: **17 comments / 30 reviews / 30 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
@@ -1249,7 +1250,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #45626: [Model] Add PP-FormulaNet Model Support](https://github.com/huggingface/transformers/pull/45626) — open
+- [PR #45626: [Model] Add PP-FormulaNet Model Support](https://github.com/huggingface/transformers/pull/45626) — closed, merged
 - [PR #45562: Updated the image cache for Paddle models according to the latest API](https://github.com/huggingface/transformers/pull/45562) — closed, merged
 - [PR #45532: [Model] Add SLANet Model Support](https://github.com/huggingface/transformers/pull/45532) — closed, merged
 
@@ -1465,6 +1466,32 @@ Example artifacts:
 - [Issue #44742: [Neuron] Static-shape generation loop for compilation-friendly inference](https://github.com/huggingface/transformers/issues/44742) — open
 - [Issue #44741: [Neuron] Improve transformers compatibility with AWS Neuron devices](https://github.com/huggingface/transformers/issues/44741) — closed
 
+### `jw9603`
+
+- profile: [github.com/jw9603](https://github.com/jw9603)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajw9603)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajw9603)
+- repo first seen: `2026-03-04T00:51:26Z`
+- repo last seen: `2026-04-30T13:08:23Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **7**
+- snapshot authored PRs/issues: **4 PRs / 3 issues**
+- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
+- account age: **2050 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
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #45722: Remove dead beam-search dummies from dummy_pt_objects.py](https://github.com/huggingface/transformers/pull/45722) — closed, merged
+- [PR #45486: fix: return empty tuple from import_protobuf_decode_error when protobuf is unavailable](https://github.com/huggingface/transformers/pull/45486) — closed, merged
+- [PR #44436: Fix continuous batching for multimodal models](https://github.com/huggingface/transformers/pull/44436) — closed, merged
+- [Issue #45712: Six leftover dummy classes in `dummy_pt_objects.py` fail `check_repo.py` and leak into `dir(transformers)` without torch](https://github.com/huggingface/transformers/issues/45712) — closed
+- [Issue #45459: `except import_protobuf_decode_error()` hides real tokenizer errors when protobuf isn't installed](https://github.com/huggingface/transformers/issues/45459) — closed
+- [Issue #44423: [Bug] `transformers serve --continuous-batching` crashes with multimodal models (Qwen3.5) — AttributeError: 'str' object has no attribute 'to'](https://github.com/huggingface/transformers/issues/44423) — closed
+
 ### `KoichiYasuoka`
 
 - profile: [github.com/KoichiYasuoka](https://github.com/KoichiYasuoka)
@@ -1676,32 +1703,6 @@ Example artifacts:
 - [PR #45500: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757) latest](https://github.com/huggingface/transformers/pull/45500) — closed, draft
 - [PR #45118: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757)](https://github.com/huggingface/transformers/pull/45118) — closed
 
-### `jw9603`
-
-- profile: [github.com/jw9603](https://github.com/jw9603)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajw9603)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajw9603)
-- repo first seen: `2026-03-04T00:51:26Z`
-- repo last seen: `2026-04-30T07:47:24Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **3 PRs / 3 issues**
-- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
-- account age: **2050 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
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #45486: fix: return empty tuple from import_protobuf_decode_error when protobuf is unavailable](https://github.com/huggingface/transformers/pull/45486) — closed, merged
-- [PR #44436: Fix continuous batching for multimodal models](https://github.com/huggingface/transformers/pull/44436) — closed, merged
-- [PR #44424: Fix `transformers serve --continuous-batching` for multimodal models](https://github.com/huggingface/transformers/pull/44424) — closed
-- [Issue #45712: Six leftover dummy classes in `dummy_pt_objects.py` fail `check_repo.py` and leak into `dir(transformers)` without torch](https://github.com/huggingface/transformers/issues/45712) — open
-- [Issue #45459: `except import_protobuf_decode_error()` hides real tokenizer errors when protobuf isn't installed](https://github.com/huggingface/transformers/issues/45459) — closed
-- [Issue #44423: [Bug] `transformers serve --continuous-batching` crashes with multimodal models (Qwen3.5) — AttributeError: 'str' object has no attribute 'to'](https://github.com/huggingface/transformers/issues/44423) — closed
-
 ### `paulinebm`
 
 - profile: [github.com/paulinebm](https://github.com/paulinebm)
@@ -1893,12 +1894,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
 - repo first seen: `2025-07-25T12:59:52Z`
-- repo last seen: `2026-04-30T10:56:53Z`
+- repo last seen: `2026-05-01T11:13:08Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **9**
 - snapshot authored PRs/issues: **9 PRs / 0 issues**
-- snapshot discussion activity: **60 comments / 205 reviews / 667 review comments**
+- snapshot discussion activity: **60 comments / 208 reviews / 670 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`
@@ -1985,29 +1986,6 @@ Example artifacts:
 - [Issue #44512: Docs still mention transformers run command which was removed in v5](https://github.com/huggingface/transformers/issues/44512) — closed
 - [Issue #44509: Docs still mention text2text-generation / summarization / translation pipeline tasks which were removed in v5](https://github.com/huggingface/transformers/issues/44509) — closed
 
-### `redpanda1995`
-
-- profile: [github.com/redpanda1995](https://github.com/redpanda1995)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aredpanda1995)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aredpanda1995)
-- repo first seen: `2026-02-07T19:04:11Z`
-- repo last seen: `2026-03-01T22:57:56Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 29 reviews / 1 review comments**
-- account age: **102 days**
-- recent public PR activity: **3 PRs** (1 merged / 2 closed-unmerged / 0 open; merged rate **33%**, closed-unmerged rate **67%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **young account; many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #44378: Fix logging with each layer with ms-swift lora fine-tuning ](https://github.com/huggingface/transformers/pull/44378) — closed
-- [PR #44377: Implement Tensor Parallelism (TP) support for compressed tensors quantization](https://github.com/huggingface/transformers/pull/44377) — closed
-- [PR #43823: Add `facebook/MobileLLM-125M`](https://github.com/huggingface/transformers/pull/43823) — open
-
 ### `xenova`
 
 - profile: [github.com/xenova](https://github.com/xenova)
@@ -2135,7 +2113,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMilan-Bhimani)
 - repo first seen: `2026-04-30T06:10:00Z`
 - repo last seen: `2026-04-30T08:31:20Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
@@ -2149,7 +2127,7 @@ Example artifacts:
 Example artifacts:
 - [PR #45714: fix: restore vocabulary loading in CamembertTokenizer](https://github.com/huggingface/transformers/pull/45714) — open
 - [PR #45713: fix: restore vocabulary loading in CamembertTokenizer](https://github.com/huggingface/transformers/pull/45713) — closed
-- [Issue #45710: Fix wrong repo link in Dinov2ForImageClassification doc example](https://github.com/huggingface/transformers/issues/45710) — open
+- [Issue #45710: Fix wrong repo link in Dinov2ForImageClassification doc example](https://github.com/huggingface/transformers/issues/45710) — closed
 
 ### `Aftabbs`
 
@@ -2657,6 +2635,28 @@ Example artifacts:
 - [PR #45330: Fix Qwen2.5-VL temporal RoPE scaling applied to still images](https://github.com/huggingface/transformers/pull/45330) — closed, merged
 - [PR #45171: Fix Sam3Processor missing input_boxes_labels for padded None entries](https://github.com/huggingface/transformers/pull/45171) — closed, merged
 
+### `Kaz-scr`
+
+- profile: [github.com/Kaz-scr](https://github.com/Kaz-scr)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKaz-scr)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKaz-scr)
+- repo first seen: `2026-04-30T15:39:40Z`
+- repo last seen: `2026-04-30T22:15:06Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **1941 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; targets high-star repos**
+
+Example artifacts:
+- [PR #45731: Added library_name and library_version to HfApi/Hub calls for proper attribution](https://github.com/huggingface/transformers/pull/45731) — open
+- [PR #45724: Fix memory leak in T5 by adding opt-out for apex FusedRMSNorm](https://github.com/huggingface/transformers/pull/45724) — closed
+
 ### `KetanP1618`
 
 - profile: [github.com/KetanP1618](https://github.com/KetanP1618)
@@ -3015,12 +3015,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asdharani91)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asdharani91)
 - repo first seen: `2026-03-18T05:45:40Z`
-- repo last seen: `2026-04-24T15:31:29Z`
+- repo last seen: `2026-04-30T18:15:51Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **15 comments / 15 reviews / 15 review comments**
+- snapshot discussion activity: **16 comments / 20 reviews / 20 review comments**
 - account age: **3365 days**
 - recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
 - public orgs: none visible
@@ -3208,29 +3208,6 @@ Example artifacts:
 - [PR #44123: Avoid device sync in training loss accumulation](https://github.com/huggingface/transformers/pull/44123) — open
 - [PR #44069: Use torch.isfinite](https://github.com/huggingface/transformers/pull/44069) — closed, merged
 
-### `ManasVardhan`
-
-- profile: [github.com/ManasVardhan](https://github.com/ManasVardhan)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AManasVardhan)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AManasVardhan)
-- repo first seen: `2026-02-15T11:10:48Z`
-- repo last seen: `2026-03-01T17:07:35Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **22**
-- snapshot authored PRs/issues: **22 PRs / 0 issues**
-- snapshot discussion activity: **15 comments / 0 reviews / 0 review comments**
-- account age: **2488 days**
-- recent public PR activity: **53 PRs** (15 merged / 38 closed-unmerged / 0 open; merged rate **28%**, closed-unmerged rate **72%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
-- heuristic read: **high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #44374: Fix incorrect position_ids docstring in modeling_flash_attention_utils.py](https://github.com/huggingface/transformers/pull/44374) — closed
-- [PR #44335: Refactor RoFormer output tracing with @capture_outputs and @can_return_tuple](https://github.com/huggingface/transformers/pull/44335) — closed
-- [PR #44333: Refactor ALBERT to use named attributes and remove redundant return_dict=True](https://github.com/huggingface/transformers/pull/44333) — closed
-
 ### `jashshah999`
 
 - profile: [github.com/jashshah999](https://github.com/jashshah999)
@@ -3375,12 +3352,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Athisisiron)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Athisisiron)
 - repo first seen: `2025-08-20T15:17:54Z`
-- repo last seen: `2026-04-29T16:59:16Z`
+- repo last seen: `2026-04-30T14:06:09Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **6 comments / 30 reviews / 30 review comments**
+- snapshot discussion activity: **7 comments / 30 reviews / 30 review comments**
 - account age: **3447 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: `ai-rush-2019`, `bcaitech1`, `ml-zip`
@@ -3390,7 +3367,7 @@ Example artifacts:
 Example artifacts:
 - [PR #45075: Add Deepseek-OCR-2 model](https://github.com/huggingface/transformers/pull/45075) — open
 - [PR #40321: [WIP] Add Ovis2.5 ](https://github.com/huggingface/transformers/pull/40321) — closed
-- [Issue #45177: add DeepSeek-OCR2](https://github.com/huggingface/transformers/issues/45177) — open
+- [Issue #45177: add DeepSeek-OCR2](https://github.com/huggingface/transformers/issues/45177) — closed
 
 ### `CodersAcademy006`
 
@@ -3508,12 +3485,12 @@ 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: `2026-04-29T17:40:40Z`
+- repo last seen: `2026-04-30T20:01:13Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **11 comments / 25 reviews / 25 review comments**
+- snapshot discussion activity: **12 comments / 25 reviews / 25 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
@@ -3598,12 +3575,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aartem-spector)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aartem-spector)
 - repo first seen: `2026-04-13T13:31:01Z`
-- repo last seen: `2026-04-29T04:33:19Z`
+- repo last seen: `2026-05-01T10:44:30Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **1 PRs / 2 issues**
-- snapshot discussion activity: **7 comments / 29 reviews / 29 review comments**
+- snapshot discussion activity: **9 comments / 58 reviews / 58 review comments**
 - account age: **4093 days**
 - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: none visible
@@ -3885,7 +3862,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #44973: Fix max_seqlen type in vision attention for torch.compile + FA2](https://github.com/huggingface/transformers/pull/44973) — open
-- [Issue #44962: Qwen3VL/Qwen2.5VL VisionAttention breaks torch.compile with flash_attention_2](https://github.com/huggingface/transformers/issues/44962) — open
+- [Issue #44962: Qwen3VL/Qwen2.5VL VisionAttention breaks torch.compile with flash_attention_2](https://github.com/huggingface/transformers/issues/44962) — closed
 
 ### `AnkitAhlawat7742`
 
@@ -4525,28 +4502,6 @@ Example artifacts:
 - [PR #44517: Add qwen3 tts](https://github.com/huggingface/transformers/pull/44517) — open
 - [Issue #43671: Proposal to add Qwen3-TTS support](https://github.com/huggingface/transformers/issues/43671) — open
 
-### `stuckvgn`
-
-- profile: [github.com/stuckvgn](https://github.com/stuckvgn)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astuckvgn)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astuckvgn)
-- repo first seen: `2026-02-25T14:03:32Z`
-- repo last seen: `2026-03-14T06:47:35Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **1146 days**
-- recent public PR activity: **394 PRs** (255 merged / 135 closed-unmerged / 4 open; merged rate **65%**, closed-unmerged rate **34%**, open rate **1%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
-- heuristic read: **extremely high recent PR volume; very broad repo spread**
-
-Example artifacts:
-- [PR #44376: docs: update Flan-T5 and Flan-UL2 example to use plant-based recipe prompt](https://github.com/huggingface/transformers/pull/44376) — closed
-- [Issue #44280: Add species bias to model card templates and bias documentation](https://github.com/huggingface/transformers/issues/44280) — closed
-
 ### `syncdoth`
 
 - profile: [github.com/syncdoth](https://github.com/syncdoth)
@@ -5265,27 +5220,6 @@ Example artifacts:
 Example artifacts:
 - [PR #44555: Fix TypeError in RoPE validation when ignore_keys_at_rope_validation is a list](https://github.com/huggingface/transformers/pull/44555) — closed
 
-### `carcel-yu`
-
-- profile: [github.com/carcel-yu](https://github.com/carcel-yu)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acarcel-yu)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acarcel-yu)
-- repo first seen: `2026-03-02T05:34:49Z`
-- repo last seen: `2026-03-02T05:34:49Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2067 days**
-- recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #44381: Add MLU bf16 support to is_torch_bf16_gpu_available](https://github.com/huggingface/transformers/pull/44381) — closed, merged
-
 ### `chandan11248`
 
 - profile: [github.com/chandan11248](https://github.com/chandan11248)
@@ -5644,6 +5578,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45603: [Auto] Pass kwargs to fixed_cross_entropy (cluster-43240-3): merged 2 of 2 PRs](https://github.com/huggingface/transformers/pull/45603) — closed
 
+### `Exile333`
+
+- profile: [github.com/Exile333](https://github.com/Exile333)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AExile333)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AExile333)
+- repo first seen: `2026-04-30T16:23:49Z`
+- repo last seen: `2026-04-30T18:41:32Z`
+- 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: **1 comments / 0 reviews / 0 review comments**
+- account age: **3582 days**
+- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- public orgs: none visible
+- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
+- heuristic read: **no visible non-self stars**
+
+Example artifacts:
+- [PR #45730: gpt_oss multi-GPU AMD support](https://github.com/huggingface/transformers/pull/45730) — open
+
 ### `frogNotToad`
 
 - profile: [github.com/frogNotToad](https://github.com/frogNotToad)
@@ -5755,12 +5710,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AGopalGB)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AGopalGB)
 - repo first seen: `2026-04-30T04:04:10Z`
-- repo last seen: `2026-04-30T04:04:10Z`
+- repo last seen: `2026-04-30T16:01:05Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **2136 days**
 - recent public PR activity: **59 PRs** (6 merged / 27 closed-unmerged / 26 open; merged rate **10%**, closed-unmerged rate **46%**, open rate **44%**)
 - public orgs: none visible
@@ -5768,7 +5723,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #45708: fix(pytorch_utils): per-instance lru_cache to fix RT-DETR memory leak](https://github.com/huggingface/transformers/pull/45708) — open
+- [PR #45708: fix(pytorch_utils): per-instance lru_cache to fix RT-DETR memory leak](https://github.com/huggingface/transformers/pull/45708) — closed
 
 ### `GuaiZai233`
 
@@ -5959,6 +5914,27 @@ Example artifacts:
 Example artifacts:
 - [PR #44983: fix: add identity reverse_op to dequantize ops for save_pretrained](https://github.com/huggingface/transformers/pull/44983) — closed, merged
 
+### `i3hz`
+
+- profile: [github.com/i3hz](https://github.com/i3hz)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ai3hz)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ai3hz)
+- repo first seen: `2026-02-18T04:04:37Z`
+- repo last seen: `2026-04-30T17:14:11Z`
+- first seen in snapshot: **yes**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- account age: **961 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; targets high-star repos**
+
+Example artifacts:
+- [PR #45728: PythonBackend slow tokenizer convert_ids_to_tokens fix](https://github.com/huggingface/transformers/pull/45728) — open
+
 ### `IgnazioDS`
 
 - profile: [github.com/IgnazioDS](https://github.com/IgnazioDS)
@@ -6464,6 +6440,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45025: Update configuration_Clarify rotary_pct reset behavior in GPTNeoXConfiggpt_neox.py](https://github.com/huggingface/transformers/pull/45025) — closed
 
+### `lgeiger`
+
+- profile: [github.com/lgeiger](https://github.com/lgeiger)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Algeiger)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Algeiger)
+- repo first seen: `2026-04-30T12:35:42Z`
+- repo last seen: `2026-04-30T14:07:43Z`
+- first seen in snapshot: **yes**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- account age: **3947 days**
+- recent public PR activity: **20 PRs** (16 merged / 3 closed-unmerged / 1 open; merged rate **80%**, closed-unmerged rate **15%**, open rate **5%**)
+- public orgs: `zeromq`, `prebuild`, `plumerai`, `larq`
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #45719: Speedup Qwen2VLImageProcessor](https://github.com/huggingface/transformers/pull/45719) — closed, merged
+
 ### `liding-nv`
 
 - profile: [github.com/liding-nv](https://github.com/liding-nv)
@@ -6884,27 +6881,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45451: Fix 'seperate' typo in qwen3/glm video-model docstrings](https://github.com/huggingface/transformers/pull/45451) — closed
 
-### `N3u0ns`
-
-- profile: [github.com/N3u0ns](https://github.com/N3u0ns)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AN3u0ns)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AN3u0ns)
-- repo first seen: `2026-03-01T13:53:58Z`
-- repo last seen: `2026-03-01T13:53:58Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2362 days**
-- recent public PR activity: **8 PRs** (0 merged / 6 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **75%**, open rate **25%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #44372: fix: handle Cython-compiled functions in get_docstring_indentation_level](https://github.com/huggingface/transformers/pull/44372) — closed
-
 ### `nakigami`
 
 - profile: [github.com/nakigami](https://github.com/nakigami)
@@ -7598,6 +7574,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45524: utils: handle flash_attn missing from importlib packages_distributions without crashing](https://github.com/huggingface/transformers/pull/45524) — open
 
+### `sebastianvlad1`
+
+- profile: [github.com/sebastianvlad1](https://github.com/sebastianvlad1)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asebastianvlad1)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asebastianvlad1)
+- repo first seen: `2026-04-30T16:48:02Z`
+- repo last seen: `2026-04-30T17:42:44Z`
+- first seen in snapshot: **yes**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **3207 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 #45729: fix: AutoConfig reloads wrong class after save_pretrained + local register](https://github.com/huggingface/transformers/pull/45729) — open
+
 ### `shaealh`
 
 - profile: [github.com/shaealh](https://github.com/shaealh)
@@ -7814,12 +7811,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avai-minzhou)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avai-minzhou)
 - repo first seen: `2026-04-23T01:47:23Z`
-- repo last seen: `2026-04-24T02:01:01Z`
+- repo last seen: `2026-05-01T00:00:12Z`
 - 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: **723 days**
 - recent public PR activity: **8 PRs** (3 merged / 0 closed-unmerged / 5 open; merged rate **38%**, closed-unmerged rate **0%**, open rate **62%**)
 - public orgs: none visible
@@ -7898,12 +7895,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avoodoovampire)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avoodoovampire)
 - repo first seen: `2026-04-25T19:30:01Z`
-- repo last seen: `2026-04-25T20:04:16Z`
+- repo last seen: `2026-05-01T07:02:31Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - 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: **512 days**
 - recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -7976,6 +7973,27 @@ Example artifacts:
 Example artifacts:
 - [PR #44481: Add native DeepSeek-V3.2 support](https://github.com/huggingface/transformers/pull/44481) — closed
 
+### `xodn348`
+
+- profile: [github.com/xodn348](https://github.com/xodn348)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Axodn348)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Axodn348)
+- repo first seen: `2026-05-01T07:27:40Z`
+- repo last seen: `2026-05-01T07:27:40Z`
+- 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: **2352 days**
+- recent public PR activity: **136 PRs** (21 merged / 26 closed-unmerged / 89 open; merged rate **15%**, closed-unmerged rate **19%**, open rate **65%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45734: fix(quantizers): make user-supplied skip_modules additive with auto-detected defaults](https://github.com/huggingface/transformers/pull/45734) — open
+
 ### `xr843`
 
 - profile: [github.com/xr843](https://github.com/xr843)
@@ -8110,7 +8128,7 @@ Example artifacts:
 - repo first seen: `2026-04-27T20:58:17Z`
 - repo last seen: `2026-04-30T06:26:14Z`
 - 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: **2 comments / 1 reviews / 1 review comments**
@@ -8121,7 +8139,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #45664: Doc translate to Persian(farsi) ](https://github.com/huggingface/transformers/pull/45664) — open
+- [PR #45664: Doc translate to Persian(farsi) ](https://github.com/huggingface/transformers/pull/45664) — closed, merged
 
 ### `zFlux`
 

new_contributors.parquet

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+size 63460

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         {
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@@ -558,11 +571,11 @@
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         {
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@@ -606,11 +619,11 @@
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         {
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@@ -638,11 +651,11 @@
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         {
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-          "similarity": 0.355,
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@@ -669,27 +682,11 @@
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@@ -704,8 +701,8 @@
         {
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@@ -720,8 +717,8 @@
         {
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-          "similarity": 0.328,
-          "content_similarity": 0.246,
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@@ -736,8 +733,8 @@
         {
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         45668
       ],
       "representative_pr_number": 45546,
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+      "average_similarity": 0.748,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/integrations/ggml.py`, `tests/quantization/ggml/test_ggml.py`, `src/transformers/modeling_gguf_pytorch_utils.py`; representative PR #45546.",
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@@ -771,16 +768,14 @@
         "tests/quantization/ggml",
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         {
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         {
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@@ -867,8 +862,8 @@
         {
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@@ -889,8 +884,8 @@
         {
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@@ -919,22 +914,20 @@
         44682
       ],
       "representative_pr_number": 43836,
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       "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43836.",
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@@ -967,8 +960,8 @@
         {
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         {
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         {
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@@ -1043,28 +1036,26 @@
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-      "summary": "4 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`; representative PR #45606.",
+      "average_similarity": 0.546,
+      "summary": "4 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`; representative PR #45606.",
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-        "src/transformers/models/gemma4/modeling_gemma4.py",
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+        "src/transformers/models/gemma4/modular_gemma4.py",
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@@ -1080,8 +1071,8 @@
         {
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@@ -1103,8 +1094,8 @@
         {
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@@ -1126,8 +1117,8 @@
         {
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@@ -1149,8 +1140,8 @@
         {
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@@ -1166,8 +1157,8 @@
         {
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@@ -1191,7 +1182,7 @@
         45661
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-      "average_similarity": 0.478,
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       "summary": "4 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #44974.",
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@@ -1200,9 +1191,7 @@
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         {
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@@ -1266,28 +1255,11 @@
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@@ -1303,11 +1275,28 @@
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+        {
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+          "size_similarity": 0.735,
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+          "concentration_similarity": 0.657,
+          "shared_filenames": [
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+          "shared_directories": [
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+            "tests"
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+        },
         {
           "left_pr_number": 45421,
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-          "content_similarity": 0.199,
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@@ -1333,21 +1322,18 @@
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-      "average_similarity": 0.472,
+      "average_similarity": 0.463,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45342.",
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         "src/transformers/modeling_utils.py"
       ],
-      "shared_directories": [
-        "src/transformers",
-        "src"
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@@ -1362,8 +1348,8 @@
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@@ -1378,8 +1364,8 @@
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@@ -1394,8 +1380,8 @@
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@@ -1408,11 +1394,11 @@
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@@ -1424,11 +1410,11 @@
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@@ -1442,158 +1428,22 @@
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+      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gptj/modeling_gptj.py`, `src/transformers/models/codegen/modeling_codegen.py`; representative PR #44722.",
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-        "src/transformers/models/gptj/modeling_gptj.py",
-        "src/transformers/models/codegen/modeling_codegen.py"
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         44676
       ],
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       "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"
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@@ -1900,6 +1673,79 @@
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+        "src/transformers/models/resnet/modeling_resnet.py"
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         45681
       ],
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       "summary": "3 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`, `src/transformers/models/auto/tokenization_auto.py`; representative PR #45681.",
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+      "average_similarity": 0.483,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `docs/source/en/model_doc/gemma4.md`; representative PR #45438.",
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-        "src/transformers/models/gemma4/modeling_gemma4.py",
         "src/transformers/models/gemma4/modular_gemma4.py",
+        "src/transformers/models/gemma4/modeling_gemma4.py",
         "docs/source/en/model_doc/gemma4.md",
         "tests/models/gemma4/test_modeling_gemma4.py",
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-        "src",
         "docs/source/en/model_doc",
         "src/transformers/models/auto",
         "tests/models/gemma4",
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@@ -2045,8 +1889,8 @@
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@@ -2064,8 +1908,8 @@
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         44872
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       "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #34667.",
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       "shared_directories": [
-        "src/transformers/generation",
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@@ -2121,8 +1963,8 @@
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@@ -2138,8 +1980,8 @@
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@@ -2162,21 +2004,18 @@
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       "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
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       ],
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@@ -2191,8 +2030,8 @@
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@@ -2207,9 +2046,9 @@
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       "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
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@@ -2422,7 +2257,7 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44407,
-          "similarity": 0.353,
+          "similarity": 0.354,
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           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
@@ -2454,9 +2289,7 @@
         "tests/models/gpt_neo",
         "src/transformers/models",
         "tests/models",
-        "src/transformers",
-        "tests",
-        "src"
+        "tests"
       ],
       "pairwise": [
         {
@@ -2581,7 +2414,7 @@
           "left_pr_number": 40962,
           "right_pr_number": 45186,
           "similarity": 0.925,
-          "content_similarity": 0.944,
+          "content_similarity": 0.943,
           "size_similarity": 0.818,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.832,
@@ -2625,9 +2458,7 @@
         "src/transformers/loss/loss_utils.py"
       ],
       "shared_directories": [
-        "src/transformers/loss",
-        "src/transformers",
-        "src"
+        "src/transformers/loss"
       ],
       "pairwise": [
         {
@@ -2656,34 +2487,34 @@
         43775
       ],
       "representative_pr_number": 43543,
-      "average_similarity": 0.82,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/dbrx/modeling_dbrx.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`, `src/transformers/models/jamba/modeling_jamba.py`; representative PR #43543.",
+      "average_similarity": 0.819,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/dbrx/modeling_dbrx.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`; representative PR #43543.",
       "shared_filenames": [
+        "src/transformers/models/jetmoe/modeling_jetmoe.py",
         "src/transformers/models/dbrx/modeling_dbrx.py",
         "src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py",
         "src/transformers/models/jamba/modeling_jamba.py",
-        "src/transformers/models/jetmoe/modeling_jetmoe.py",
         "src/transformers/models/minimax_m2/modeling_minimax_m2.py",
-        "src/transformers/models/mixtral/modeling_mixtral.py",
         "src/transformers/models/mixtral/modular_mixtral.py",
-        "src/transformers/models/phimoe/modeling_phimoe.py"
+        "src/transformers/models/phimoe/modeling_phimoe.py",
+        "src/transformers/models/flex_olmo/modeling_flex_olmo.py"
       ],
       "shared_directories": [
+        "src/transformers/models/jetmoe",
         "src/transformers/models/dbrx",
         "src/transformers/models/ernie4_5_moe",
-        "src/transformers/models/jetmoe",
         "src/transformers/models/minimax_m2",
-        "src/transformers/models/mixtral",
         "src/transformers/models/phimoe",
         "src/transformers/models/flex_olmo",
-        "src/transformers/models/jamba"
+        "src/transformers/models/jamba",
+        "src/transformers/models/mixtral"
       ],
       "pairwise": [
         {
           "left_pr_number": 43543,
           "right_pr_number": 43775,
-          "similarity": 0.82,
-          "content_similarity": 0.914,
+          "similarity": 0.819,
+          "content_similarity": 0.913,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2729,9 +2560,7 @@
       ],
       "shared_directories": [
         "tests/utils",
-        "src/transformers",
-        "tests",
-        "src"
+        "tests"
       ],
       "pairwise": [
         {
@@ -2762,7 +2591,7 @@
         44375
       ],
       "representative_pr_number": 36895,
-      "average_similarity": 0.761,
+      "average_similarity": 0.759,
       "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/rf_detr.md`, `src/transformers/loss/loss_lw_detr.py`, `src/transformers/models/rf_detr/__init__.py`; representative PR #36895.",
       "shared_filenames": [
         "docs/source/en/model_doc/rf_detr.md",
@@ -2788,8 +2617,8 @@
         {
           "left_pr_number": 36895,
           "right_pr_number": 44375,
-          "similarity": 0.761,
-          "content_similarity": 0.724,
+          "similarity": 0.759,
+          "content_similarity": 0.721,
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           "breadth_similarity": 0.866,
           "concentration_similarity": 0.93,
@@ -2827,22 +2656,20 @@
         45523
       ],
       "representative_pr_number": 41901,
-      "average_similarity": 0.718,
+      "average_similarity": 0.716,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/executorch.py`; representative PR #41901.",
       "shared_filenames": [
         "src/transformers/integrations/executorch.py"
       ],
       "shared_directories": [
-        "src/transformers/integrations",
-        "src/transformers",
-        "src"
+        "src/transformers/integrations"
       ],
       "pairwise": [
         {
           "left_pr_number": 41901,
           "right_pr_number": 45523,
-          "similarity": 0.718,
-          "content_similarity": 0.778,
+          "similarity": 0.716,
+          "content_similarity": 0.774,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2864,7 +2691,7 @@
         45144
       ],
       "representative_pr_number": 43020,
-      "average_similarity": 0.715,
+      "average_similarity": 0.712,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/mimo_v2_flash/__init__.py`, `src/transformers/models/mimo_v2_flash/configuration_mimo_v2_flash.py`, `src/transformers/models/mimo_v2_flash/convert_mimo_v2_flash_weights_to_hf.py`; representative PR #43020.",
       "shared_filenames": [
         "src/transformers/models/mimo_v2_flash/__init__.py",
@@ -2882,19 +2709,17 @@
         "tests/models/mimo_v2_flash",
         "src/transformers/models",
         "tests/models",
-        "src/transformers",
-        "tests",
-        "src"
+        "tests"
       ],
       "pairwise": [
         {
           "left_pr_number": 43020,
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-          "similarity": 0.715,
-          "content_similarity": 0.714,
-          "size_similarity": 0.698,
+          "similarity": 0.712,
+          "content_similarity": 0.711,
+          "size_similarity": 0.694,
           "breadth_similarity": 0.632,
-          "concentration_similarity": 0.941,
+          "concentration_similarity": 0.938,
           "shared_filenames": [
             "src/transformers/models/__init__.py",
             "src/transformers/models/auto/modeling_auto.py",
@@ -2925,21 +2750,18 @@
         43469
       ],
       "representative_pr_number": 41441,
-      "average_similarity": 0.683,
+      "average_similarity": 0.682,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/hf_argparser.py`; representative PR #41441.",
       "shared_filenames": [
         "src/transformers/hf_argparser.py"
       ],
-      "shared_directories": [
-        "src/transformers",
-        "src"
-      ],
+      "shared_directories": [],
       "pairwise": [
         {
           "left_pr_number": 41441,
           "right_pr_number": 43469,
-          "similarity": 0.683,
-          "content_similarity": 0.755,
+          "similarity": 0.682,
+          "content_similarity": 0.753,
           "size_similarity": 0.45,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.75,
@@ -2997,22 +2819,20 @@
         43816
       ],
       "representative_pr_number": 43779,
-      "average_similarity": 0.667,
+      "average_similarity": 0.665,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/integration_utils.py`; representative PR #43779.",
       "shared_filenames": [
         "src/transformers/integrations/integration_utils.py"
       ],
       "shared_directories": [
-        "src/transformers/integrations",
-        "src/transformers",
-        "src"
+        "src/transformers/integrations"
       ],
       "pairwise": [
         {
           "left_pr_number": 43779,
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-          "similarity": 0.667,
-          "content_similarity": 0.685,
+          "similarity": 0.665,
+          "content_similarity": 0.682,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3027,6 +2847,47 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-42668-2",
+      "pr_numbers": [
+        42668,
+        45627
+      ],
+      "representative_pr_number": 42668,
+      "average_similarity": 0.661,
+      "summary": "2 open PRs share weighted file overlap around `tests/models/auto/test_processor_auto.py`, `src/transformers/processing_utils.py`; representative PR #42668.",
+      "shared_filenames": [
+        "tests/models/auto/test_processor_auto.py",
+        "src/transformers/processing_utils.py"
+      ],
+      "shared_directories": [
+        "tests/models/auto",
+        "tests/models",
+        "tests"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 42668,
+          "right_pr_number": 45627,
+          "similarity": 0.661,
+          "content_similarity": 0.806,
+          "size_similarity": 0.189,
+          "breadth_similarity": 0.216,
+          "concentration_similarity": 0.952,
+          "shared_filenames": [
+            "src/transformers/processing_utils.py",
+            "tests/models/auto/test_processor_auto.py"
+          ],
+          "shared_directories": [
+            "tests/models/auto",
+            "src/transformers",
+            "tests/models",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-43833-2",
       "pr_numbers": [
@@ -3034,22 +2895,20 @@
         45687
       ],
       "representative_pr_number": 43833,
-      "average_similarity": 0.575,
+      "average_similarity": 0.568,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/moe.py`; representative PR #43833.",
       "shared_filenames": [
         "src/transformers/integrations/moe.py"
       ],
       "shared_directories": [
-        "src/transformers/integrations",
-        "src/transformers",
-        "src"
+        "src/transformers/integrations"
       ],
       "pairwise": [
         {
           "left_pr_number": 43833,
           "right_pr_number": 45687,
-          "similarity": 0.575,
-          "content_similarity": 0.454,
+          "similarity": 0.568,
+          "content_similarity": 0.444,
           "size_similarity": 0.714,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3071,23 +2930,21 @@
         44116
       ],
       "representative_pr_number": 44101,
-      "average_similarity": 0.563,
+      "average_similarity": 0.56,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/flaubert/modeling_flaubert.py`; representative PR #44101.",
       "shared_filenames": [
         "src/transformers/models/flaubert/modeling_flaubert.py"
       ],
       "shared_directories": [
         "src/transformers/models/flaubert",
-        "src/transformers/models",
-        "src/transformers",
-        "src"
+        "src/transformers/models"
       ],
       "pairwise": [
         {
           "left_pr_number": 44101,
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-          "similarity": 0.563,
-          "content_similarity": 0.628,
+          "similarity": 0.56,
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.507,
@@ -3103,71 +2960,6 @@
         }
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-    {
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-      "pr_numbers": [
-        41992,
-        45396
-      ],
-      "representative_pr_number": 41992,
-      "average_similarity": 0.519,
-      "summary": "2 open PRs share weighted file overlap around `tests/models/video_llama_3/test_modeling_video_llama_3.py`, `src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py`, `src/transformers/models/glm_ocr/modular_glm_ocr.py`; representative PR #41992.",
-      "shared_filenames": [
-        "tests/models/video_llama_3/test_modeling_video_llama_3.py",
-        "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
-        "src/transformers/models/glm_ocr/modular_glm_ocr.py",
-        "src/transformers/models/glm_image/modular_glm_image.py",
-        "src/transformers/models/paddleocr_vl/modular_paddleocr_vl.py",
-        "src/transformers/models/glm46v/modeling_glm46v.py",
-        "src/transformers/models/glm4v/modular_glm4v.py",
-        "src/transformers/models/glm_image/modeling_glm_image.py"
-      ],
-      "shared_directories": [
-        "src/transformers/models/glm_image",
-        "src/transformers/models/glm_ocr",
-        "src/transformers/models/glm46v",
-        "src/transformers/models/glm4v",
-        "src/transformers/models/paddleocr_vl",
-        "src/transformers/models/video_llama_3",
-        "src/transformers/models/glm4v_moe",
-        "src/transformers/models/qwen2_5_omni"
-      ],
-      "pairwise": [
-        {
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-          "content_similarity": 0.487,
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-          "breadth_similarity": 0.53,
-          "concentration_similarity": 0.865,
-          "shared_filenames": [
-            "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
-            "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
-            "src/transformers/models/glm46v/modeling_glm46v.py",
-            "src/transformers/models/glm4v/modeling_glm4v.py",
-            "src/transformers/models/glm4v/modular_glm4v.py",
-            "src/transformers/models/glm4v_moe/modeling_glm4v_moe.py",
-            "src/transformers/models/glm_image/modeling_glm_image.py",
-            "src/transformers/models/glm_image/modular_glm_image.py",
-            "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
-            "src/transformers/models/glm_ocr/modular_glm_ocr.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/ernie4_5_vl_moe",
-            "src/transformers/models/glm46v",
-            "src/transformers/models/glm4v",
-            "src/transformers/models/glm4v_moe",
-            "src/transformers/models/glm_image",
-            "src/transformers/models/glm_ocr",
-            "src/transformers/models/paddleocr_vl",
-            "src/transformers/models/qwen2_5_omni",
-            "src/transformers/models/qwen2_5_vl",
-            "src/transformers/models/qwen2_vl"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-43532-2",
       "pr_numbers": [
@@ -3175,7 +2967,7 @@
         43649
       ],
       "representative_pr_number": 43532,
-      "average_similarity": 0.515,
+      "average_similarity": 0.516,
       "summary": "2 open PRs share weighted file overlap around `.github/workflows/self-comment-ci.yml`, `utils/notification_service.py`, `.github/workflows/self-scheduled.yml`; representative PR #43532.",
       "shared_filenames": [
         ".github/workflows/self-comment-ci.yml",
@@ -3195,7 +2987,7 @@
         {
           "left_pr_number": 43532,
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-          "similarity": 0.515,
+          "similarity": 0.516,
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           "breadth_similarity": 0.875,
@@ -3224,21 +3016,18 @@
         45651
       ],
       "representative_pr_number": 43363,
-      "average_similarity": 0.514,
+      "average_similarity": 0.512,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/trainer_pt_utils.py`; representative PR #43363.",
       "shared_filenames": [
         "src/transformers/trainer_pt_utils.py"
       ],
-      "shared_directories": [
-        "src/transformers",
-        "src"
-      ],
+      "shared_directories": [],
       "pairwise": [
         {
           "left_pr_number": 43363,
           "right_pr_number": 45651,
-          "similarity": 0.514,
-          "content_similarity": 0.573,
+          "similarity": 0.512,
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           "size_similarity": 0.245,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.53,
@@ -3252,6 +3041,136 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-41992-2",
+      "pr_numbers": [
+        41992,
+        45396
+      ],
+      "representative_pr_number": 41992,
+      "average_similarity": 0.511,
+      "summary": "2 open PRs share weighted file overlap around `tests/models/video_llama_3/test_modeling_video_llama_3.py`, `src/transformers/models/glm_ocr/modular_glm_ocr.py`, `src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py`; representative PR #41992.",
+      "shared_filenames": [
+        "tests/models/video_llama_3/test_modeling_video_llama_3.py",
+        "src/transformers/models/glm_ocr/modular_glm_ocr.py",
+        "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
+        "src/transformers/models/glm_image/modular_glm_image.py",
+        "src/transformers/models/paddleocr_vl/modular_paddleocr_vl.py",
+        "src/transformers/models/glm46v/modeling_glm46v.py",
+        "src/transformers/models/glm_image/modeling_glm_image.py",
+        "src/transformers/models/qwen3_vl/modular_qwen3_vl.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/glm_image",
+        "src/transformers/models/glm46v",
+        "src/transformers/models/glm_ocr",
+        "src/transformers/models/video_llama_3",
+        "src/transformers/models/glm4v",
+        "src/transformers/models/paddleocr_vl",
+        "src/transformers/models/glm4v_moe",
+        "src/transformers/models/qwen2_5_omni"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 41992,
+          "right_pr_number": 45396,
+          "similarity": 0.511,
+          "content_similarity": 0.476,
+          "size_similarity": 0.547,
+          "breadth_similarity": 0.53,
+          "concentration_similarity": 0.865,
+          "shared_filenames": [
+            "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
+            "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
+            "src/transformers/models/glm46v/modeling_glm46v.py",
+            "src/transformers/models/glm4v/modeling_glm4v.py",
+            "src/transformers/models/glm4v/modular_glm4v.py",
+            "src/transformers/models/glm4v_moe/modeling_glm4v_moe.py",
+            "src/transformers/models/glm_image/modeling_glm_image.py",
+            "src/transformers/models/glm_image/modular_glm_image.py",
+            "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
+            "src/transformers/models/glm_ocr/modular_glm_ocr.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/ernie4_5_vl_moe",
+            "src/transformers/models/glm46v",
+            "src/transformers/models/glm4v",
+            "src/transformers/models/glm4v_moe",
+            "src/transformers/models/glm_image",
+            "src/transformers/models/glm_ocr",
+            "src/transformers/models/paddleocr_vl",
+            "src/transformers/models/qwen2_5_omni",
+            "src/transformers/models/qwen2_5_vl",
+            "src/transformers/models/qwen2_vl"
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "pr-scope-44114-2",
+      "pr_numbers": [
+        44114,
+        45720
+      ],
+      "representative_pr_number": 44114,
+      "average_similarity": 0.509,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/data2vec/modeling_data2vec_audio.py`, `src/transformers/models/hubert/modeling_hubert.py`, `src/transformers/models/wavlm/modeling_wavlm.py`; representative PR #44114.",
+      "shared_filenames": [
+        "src/transformers/models/data2vec/modeling_data2vec_audio.py",
+        "src/transformers/models/hubert/modeling_hubert.py",
+        "src/transformers/models/wavlm/modeling_wavlm.py",
+        "src/transformers/models/sew/modeling_sew.py",
+        "src/transformers/models/sew_d/modeling_sew_d.py",
+        "src/transformers/models/unispeech/modeling_unispeech.py",
+        "src/transformers/models/unispeech_sat/modeling_unispeech_sat.py",
+        "src/transformers/models/wav2vec2/modeling_wav2vec2.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/wavlm",
+        "src/transformers/models/hubert",
+        "src/transformers/models/unispeech",
+        "src/transformers/models/unispeech_sat",
+        "src/transformers/models/wav2vec2",
+        "src/transformers/models/wav2vec2_bert",
+        "src/transformers/models/wav2vec2_conformer",
+        "src/transformers/models/sew"
+      ],
+      "pairwise": [
+        {
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+          "right_pr_number": 45720,
+          "similarity": 0.509,
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         "src/transformers/utils/auto_docstring.py"
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+        45422
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+      "average_similarity": 0.499,
+      "summary": "2 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`; representative PR #44543.",
+      "shared_filenames": [
+        "tests/test_processing_common.py",
+        "src/transformers/processing_utils.py"
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       "summary": "2 open PRs share weighted file overlap around `src/transformers/heterogeneity/__init__.py`, `src/transformers/heterogeneity/configuration_utils.py`, `tests/heterogeneity/__init__.py`; representative PR #45332.",
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       "shared_directories": [
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         "src/transformers/tokenization_utils_tokenizers.py"
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