Refresh transformers dataset snapshot 20260423T180030Z

README.md

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 - eval set creation
 
 Notes:
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@@ -15180,21 +15113,21 @@
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@@ -17360,19 +17293,19 @@
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@@ -20325,6 +20258,63 @@
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@@ -23425,12 +23415,12 @@
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new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260423T120024Z`
-- Generated: `2026-04-23T12:02:00Z`
+- Snapshot: `20260423T180030Z`
+- Generated: `2026-04-23T18:02:44Z`
 - Activity window: `60d`
 - Contributors: `365`
 
@@ -12,7 +12,7 @@
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 80 | 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` | 80 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 72 | 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` | 67 | 0 | mixed | moderate | 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` | 68 | 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` | 62 | 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` | 45 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 40 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
@@ -25,15 +25,15 @@
 | `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 |
 | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 20 | 0 | strong | low | low | targets high-star repos |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 19 | 4 | strong | moderate | low | high recent PR volume |
+| `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 19 | 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 |
 | `BillionClaw` | [profile](https://github.com/BillionClaw) | no | FIRST_TIME_CONTRIBUTOR | 35d | `2026-03-16T16:17:54Z` | 18 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 18 | 0 | strong | low | low | targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 16 | 1 | strong | moderate | low | targets high-star repos |
 | `weiguangli-io` | [profile](https://github.com/weiguangli-io) | no | CONTRIBUTOR | 2230d | `2026-02-09T02:10:15Z` | 16 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 15 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 15 | 3 | strong | low | low | — |
 | `NielsRogge` | [profile](https://github.com/NielsRogge) | no | MEMBER | 2598d | `2022-02-21T10:02:38Z` | 15 | 3 | mixed | moderate | low | high recent PR volume |
-| `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 14 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
+| `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 15 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 14 | 0 | strong | moderate | low | — |
 | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 14 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 14 | 0 | strong | moderate | low | targets high-star repos |
@@ -46,14 +46,15 @@
 | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 8 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `hkc5` | [profile](https://github.com/hkc5) | no | NONE | 973d | `2026-03-19T12:33:00Z` | 7 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `Qubitium` | [profile](https://github.com/Qubitium) | no | CONTRIBUTOR | 5681d | `2025-10-03T18:23:49Z` | 7 | 0 | strong | moderate | low | extremely high recent PR volume |
+| `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3177d | `2024-08-30T13:38:48Z` | 6 | 2 | mixed | low | low | 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 |
 | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 6 | 0 | mixed | moderate | low | targets high-star repos |
 | `kchpp940` | [profile](https://github.com/kchpp940) | no | NONE | 375d | `2026-04-18T01:12:45Z` | 6 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 6 | 0 | mixed | moderate | low | targets high-star repos |
 | `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 |
-| `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3177d | `2024-08-30T13:38:48Z` | 5 | 2 | mixed | low | low | targets high-star repos |
 | `Krishnachaitanyakc` | [profile](https://github.com/Krishnachaitanyakc) | no | CONTRIBUTOR | 3498d | `2026-03-25T02:14:38Z` | 5 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `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 |
 | `sxu75374` | [profile](https://github.com/sxu75374) | no | NONE | 2026d | `2026-02-27T04:48:08Z` | 5 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5038d | `2026-03-13T14:45:22Z` | 4 | 6 | mixed | moderate | low | — |
 | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3839d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
@@ -63,7 +64,6 @@
 | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 736d | `2026-04-16T00:55:40Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `manavshrivastavagit` | [profile](https://github.com/manavshrivastavagit) | no | NONE | 4699d | `2026-02-24T20:35:18Z` | 4 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `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 |
-| `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2026-03-12T13:32:25Z` | 4 | 0 | mixed | low | 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 | 2 | 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 |
@@ -76,7 +76,6 @@
 | `Lidang-Jiang` | [profile](https://github.com/Lidang-Jiang) | no | CONTRIBUTOR | 1230d | `2026-03-27T02:44:21Z` | 3 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `matisgagneux21` | [profile](https://github.com/matisgagneux21) | no | CONTRIBUTOR | 53d | `2026-02-23T00:10:48Z` | 3 | 0 | mixed | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `onel` | [profile](https://github.com/onel) | no | NONE | 5050d | `2026-02-26T22:44:41Z` | 3 | 0 | mixed | moderate | low | many recent closed-unmerged PRs |
-| `paipeline` | [profile](https://github.com/paipeline) | no | NONE | 1791d | `2026-02-22T14:37:25Z` | 3 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 3 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
 | `saivedant169` | [profile](https://github.com/saivedant169) | no | NONE | 1712d | `2026-03-14T16:47:42Z` | 3 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; targets high-star repos |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1466d | `2025-12-24T11:54:53Z` | 10 | 0 | mixed | moderate | low | targets high-star repos |
@@ -86,6 +85,8 @@
 | `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 |
+| `paipeline` | [profile](https://github.com/paipeline) | no | NONE | 1791d | `2026-02-22T14:37:25Z` | 3 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `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 |
 | `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 |
@@ -142,7 +143,6 @@
 | `jp1924` | [profile](https://github.com/jp1924) | no | CONTRIBUTOR | 1633d | `2024-10-22T01:33:27Z` | 13 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 563d | `2025-06-12T08:51:40Z` | 6 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 977d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
-| `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 67d | `2026-02-18T23:07:23Z` | 4 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; targets high-star repos |
 | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2804d | `2025-11-10T23:38:23Z` | 3 | 0 | mixed | moderate | low | — |
 | `githubnemo` | [profile](https://github.com/githubnemo) | no | MEMBER | 5827d | `2026-01-26T11:34:05Z` | 3 | 0 | strong | moderate | low | targets high-star repos |
 | `Olexandr88` | [profile](https://github.com/Olexandr88) | no | CONTRIBUTOR | 1622d | `2025-12-26T13:28:31Z` | 3 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
@@ -155,7 +155,6 @@
 | `nuxlear` | [profile](https://github.com/nuxlear) | no | CONTRIBUTOR | 3757d | `2026-01-02T07:29:46Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `tysoncung` | [profile](https://github.com/tysoncung) | no | CONTRIBUTOR | 2698d | `2026-02-17T02:03:30Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `vasanthrpjan1-boop` | [profile](https://github.com/vasanthrpjan1-boop) | no | CONTRIBUTOR | 254d | `2026-02-08T14:25:35Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
-| `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 2 | 0 | strong | moderate | low | high recent PR volume |
 | `artem-spector` | [profile](https://github.com/artem-spector) | no | FIRST_TIME_CONTRIBUTOR | 4093d | `2026-04-13T13:31:01Z` | 1 | 2 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `baonudesifeizhai` | [profile](https://github.com/baonudesifeizhai) | no | FIRST_TIME_CONTRIBUTOR | 1781d | `2026-02-10T01:32:32Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `bigshanedogg` | [profile](https://github.com/bigshanedogg) | no | FIRST_TIME_CONTRIBUTOR | 3673d | `2026-03-23T19:34:30Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
@@ -211,7 +210,7 @@
 | `aayushbaluni` | [profile](https://github.com/aayushbaluni) | no | NONE | 1999d | `2026-03-17T17:20:35Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `Abdeltoto` | [profile](https://github.com/Abdeltoto) | no | NONE | 265d | `2026-04-22T02:56:43Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share |
 | `abidlabs` | [profile](https://github.com/abidlabs) | no | MEMBER | 5075d | `2026-04-08T22:36:08Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
-| `Abineshabee` | [profile](https://github.com/Abineshabee) | yes | FIRST_TIME_CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `Abineshabee` | [profile](https://github.com/Abineshabee) | no | FIRST_TIME_CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `adil-a` | [profile](https://github.com/adil-a) | no | CONTRIBUTOR | 2637d | `2026-02-26T17:57:16Z` | 1 | 0 | strong | low | low | high recent PR volume |
 | `agentspan` | [profile](https://github.com/agentspan) | no | NONE | 15d | `2026-04-08T08:40:08Z` | 1 | 0 | weak | low | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `ai-man-codes` | [profile](https://github.com/ai-man-codes) | no | FIRST_TIME_CONTRIBUTOR | 560d | `2026-03-20T17:48:23Z` | 1 | 0 | mixed | moderate | low | targets high-star repos |
@@ -249,7 +248,7 @@
 | `echarlaix` | [profile](https://github.com/echarlaix) | no | MEMBER | 1863d | `2026-03-09T18:15:17Z` | 1 | 0 | mixed | moderate | low | — |
 | `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) | yes | MEMBER | ?d | `2026-04-23T11:41:51Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
+| `evalstate` | [profile](https://github.com/evalstate) | no | MEMBER | ?d | `2026-04-23T11:41:51Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
 | `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 |
@@ -301,6 +300,7 @@
 | `maanas1234` | [profile](https://github.com/maanas1234) | no | CONTRIBUTOR | 584d | `2026-03-31T17:31:37Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `madhav1k` | [profile](https://github.com/madhav1k) | no | FIRST_TIME_CONTRIBUTOR | 2059d | `2026-04-06T17:47:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `marvinzh` | [profile](https://github.com/marvinzh) | no | CONTRIBUTOR | 4429d | `2026-04-07T06:49:34Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
+| `mathceo` | [profile](https://github.com/mathceo) | yes | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-04-16T09:30:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-11-10T16:50:33Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 | `milesial` | [profile](https://github.com/milesial) | no | CONTRIBUTOR | 3196d | `2026-03-31T01:59:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3202d | `2026-03-04T00:42:43Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -383,12 +383,12 @@
 - 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: `2026-04-23T11:55:54Z`
+- repo last seen: `2026-04-23T14:41:52Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **86**
 - snapshot authored PRs/issues: **80 PRs / 6 issues**
-- snapshot discussion activity: **150 comments / 166 reviews / 156 review comments**
+- snapshot discussion activity: **151 comments / 168 reviews / 158 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`
@@ -397,7 +397,7 @@
 
 Example artifacts:
 - [PR #45599: qa: more lazy loading](https://github.com/huggingface/transformers/pull/45599) — open, draft
-- [PR #45585: qa: bumped mlinter and allow local override](https://github.com/huggingface/transformers/pull/45585) — open
+- [PR #45585: qa: bumped mlinter and allow local override](https://github.com/huggingface/transformers/pull/45585) — closed, merged
 - [PR #45544: fix table update versions](https://github.com/huggingface/transformers/pull/45544) — closed, merged
 - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — open
 - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — open
@@ -432,12 +432,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
 - repo first seen: `2025-03-31T13:54:54Z`
-- repo last seen: `2026-04-16T20:10:45Z`
+- repo last seen: `2026-04-23T13:20:39Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **72**
 - snapshot authored PRs/issues: **72 PRs / 0 issues**
-- snapshot discussion activity: **92 comments / 166 reviews / 125 review comments**
+- snapshot discussion activity: **92 comments / 167 reviews / 126 review comments**
 - account age: **4938 days**
 - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
 - public orgs: none visible
@@ -455,12 +455,12 @@ 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: `2026-04-23T11:04:22Z`
+- repo last seen: `2026-04-23T15:51:12Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **67**
-- snapshot authored PRs/issues: **67 PRs / 0 issues**
-- snapshot discussion activity: **453 comments / 650 reviews / 1591 review comments**
+- repo primary artifacts: **68**
+- snapshot authored PRs/issues: **68 PRs / 0 issues**
+- snapshot discussion activity: **461 comments / 654 reviews / 1598 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`
@@ -468,9 +468,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #45493: [WIP] Major processing refactor](https://github.com/huggingface/transformers/pull/45493) — open
+- [PR #45608: Python code in model docs](https://github.com/huggingface/transformers/pull/45608) — open
+- [PR #45493: Major processing refactor](https://github.com/huggingface/transformers/pull/45493) — open
 - [PR #45492: Fix: modular image processors](https://github.com/huggingface/transformers/pull/45492) — closed, merged
-- [PR #45481: Add check-auto in repo-consistency and fix sorting](https://github.com/huggingface/transformers/pull/45481) — closed, merged
 
 ### `kaixuanliu`
 
@@ -529,12 +529,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
 - repo first seen: `2024-09-02T13:41:47Z`
-- repo last seen: `2026-04-22T20:01:32Z`
+- repo last seen: `2026-04-23T13:39:37Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **42**
 - snapshot authored PRs/issues: **40 PRs / 2 issues**
-- snapshot discussion activity: **166 comments / 277 reviews / 406 review comments**
+- snapshot discussion activity: **166 comments / 279 reviews / 411 review comments**
 - account age: **2360 days**
 - recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
 - public orgs: `huggingface`
@@ -554,12 +554,12 @@ 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: `2026-04-23T11:59:59Z`
+- repo last seen: `2026-04-23T17:53:15Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **40**
 - snapshot authored PRs/issues: **39 PRs / 1 issues**
-- snapshot discussion activity: **466 comments / 765 reviews / 3283 review comments**
+- snapshot discussion activity: **474 comments / 789 reviews / 3313 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
@@ -592,7 +592,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #45587: [docs] cb memory management](https://github.com/huggingface/transformers/pull/45587) — open
-- [PR #45554: [docs] multi-turn tool calling](https://github.com/huggingface/transformers/pull/45554) — open
+- [PR #45554: [docs] multi-turn tool calling](https://github.com/huggingface/transformers/pull/45554) — closed, merged
 - [PR #45553: [docs] per-request sampling params](https://github.com/huggingface/transformers/pull/45553) — closed, merged
 - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
 
@@ -602,12 +602,12 @@ 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: `2026-04-23T11:48:43Z`
+- repo last seen: `2026-04-23T12:35:43Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **37**
 - snapshot authored PRs/issues: **37 PRs / 0 issues**
-- snapshot discussion activity: **539 comments / 204 reviews / 117 review comments**
+- snapshot discussion activity: **542 comments / 204 reviews / 117 review comments**
 - account age: **3961 days**
 - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: `huggingface`
@@ -625,12 +625,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani)
 - repo first seen: `2025-09-17T20:29:13Z`
-- repo last seen: `2026-04-23T06:14:09Z`
+- repo last seen: `2026-04-23T17:13:34Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **52**
 - snapshot authored PRs/issues: **32 PRs / 20 issues**
-- snapshot discussion activity: **101 comments / 130 reviews / 130 review comments**
+- snapshot discussion activity: **103 comments / 130 reviews / 130 review comments**
 - account age: **1961 days**
 - recent public PR activity: **18 PRs** (15 merged / 0 closed-unmerged / 3 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 - public orgs: none visible
@@ -674,12 +674,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan)
 - repo first seen: `2025-10-03T15:26:01Z`
-- repo last seen: `2026-04-21T20:29:19Z`
+- repo last seen: `2026-04-23T17:03:38Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **24**
 - snapshot authored PRs/issues: **24 PRs / 0 issues**
-- snapshot discussion activity: **43 comments / 173 reviews / 339 review comments**
+- snapshot discussion activity: **43 comments / 174 reviews / 339 review comments**
 - account age: **1978 days**
 - recent public PR activity: **15 PRs** (11 merged / 0 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
 - public orgs: `huggingface`
@@ -763,6 +763,29 @@ Example artifacts:
 - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
 - [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
 
+### `eustlb`
+
+- profile: [github.com/eustlb](https://github.com/eustlb)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
+- repo first seen: `2025-01-20T12:27:19Z`
+- repo last seen: `2026-04-23T14:43:10Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **19**
+- snapshot authored PRs/issues: **19 PRs / 0 issues**
+- snapshot discussion activity: **32 comments / 126 reviews / 247 review comments**
+- account age: **1607 days**
+- recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #45606: [gemma4] infer from config instead of hardcoding](https://github.com/huggingface/transformers/pull/45606) — open
+- [PR #45534: 🚨 [ALM] Add base model without head](https://github.com/huggingface/transformers/pull/45534) — open, draft
+- [PR #45512: [OutputRecorder] re.search on layer_name](https://github.com/huggingface/transformers/pull/45512) — open
+
 ### `tomaarsen`
 
 - profile: [github.com/tomaarsen](https://github.com/tomaarsen)
@@ -812,29 +835,6 @@ Example artifacts:
 - [PR #44824: fix(xlnet): add device parameter to relative_positional_encoding](https://github.com/huggingface/transformers/pull/44824) — closed
 - [PR #44823: fix: AutoImageProcessor from URL loading](https://github.com/huggingface/transformers/pull/44823) — closed
 
-### `eustlb`
-
-- profile: [github.com/eustlb](https://github.com/eustlb)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
-- repo first seen: `2025-01-20T12:27:19Z`
-- repo last seen: `2026-04-22T15:09:26Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **18**
-- snapshot authored PRs/issues: **18 PRs / 0 issues**
-- snapshot discussion activity: **30 comments / 125 reviews / 247 review comments**
-- account age: **1607 days**
-- recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #45534: 🚨 [ALM] Add base model without head](https://github.com/huggingface/transformers/pull/45534) — open, draft
-- [PR #45512: [OutputRecorder] re.search on layer_name](https://github.com/huggingface/transformers/pull/45512) — open
-- [PR #45221: user friendly error when loading audio from video](https://github.com/huggingface/transformers/pull/45221) — open
-
 ### `sywangyi`
 
 - profile: [github.com/sywangyi](https://github.com/sywangyi)
@@ -914,12 +914,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
 - repo first seen: `2025-07-04T08:41:29Z`
-- repo last seen: `2026-04-23T10:10:27Z`
+- repo last seen: `2026-04-23T12:09:04Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **18**
 - snapshot authored PRs/issues: **15 PRs / 3 issues**
-- snapshot discussion activity: **40 comments / 163 reviews / 140 review comments**
+- snapshot discussion activity: **40 comments / 164 reviews / 141 review comments**
 - account age: **2354 days**
 - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
 - public orgs: `huggingface`, `Chouafa`
@@ -927,7 +927,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #45433: SonicMoe](https://github.com/huggingface/transformers/pull/45433) — open
+- [PR #45433: SonicMoe](https://github.com/huggingface/transformers/pull/45433) — closed, merged
 - [PR #45396: Extract dynamic vision/audio tensors into standalone pure functions](https://github.com/huggingface/transformers/pull/45396) — open
 - [PR #44970: Fix CPU 16 bytes alignment issue using equivalent fallback](https://github.com/huggingface/transformers/pull/44970) — closed, merged
 - [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
@@ -966,12 +966,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahmellor)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahmellor)
 - repo first seen: `2025-08-14T10:03:14Z`
-- repo last seen: `2026-04-15T08:26:05Z`
+- repo last seen: `2026-04-23T17:48:28Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **16**
-- snapshot authored PRs/issues: **14 PRs / 2 issues**
-- snapshot discussion activity: **20 comments / 47 reviews / 20 review comments**
+- repo primary artifacts: **17**
+- snapshot authored PRs/issues: **15 PRs / 2 issues**
+- snapshot discussion activity: **21 comments / 53 reviews / 26 review comments**
 - account age: **3592 days**
 - recent public PR activity: **79 PRs** (72 merged / 3 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **4%**, open rate **5%**)
 - public orgs: `huggingface`, `vllm-project`
@@ -979,9 +979,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #45610: Fix configuration reading and error handling for kernels](https://github.com/huggingface/transformers/pull/45610) — open
 - [PR #45449: Add `step3_vl` to `MODELS_WITH_INCORRECT_HUB_TOKENIZER_CLASS`](https://github.com/huggingface/transformers/pull/45449) — closed, merged
 - [PR #45169: Fix explicit local code resolution for tokenizers and image processors](https://github.com/huggingface/transformers/pull/45169) — closed, merged
-- [PR #45058: Allow advanced users to override `model_type` in `AutoConfig.from_pretrained`](https://github.com/huggingface/transformers/pull/45058) — closed, merged
 - [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
 - [Issue #42738: BERT-like models with RoPE](https://github.com/huggingface/transformers/issues/42738) — open
 
@@ -1004,7 +1004,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #45602: [AMD CI] Fix expectations for Gemma3n](https://github.com/huggingface/transformers/pull/45602) — open
+- [PR #45602: [AMD CI] Fix expectations for Gemma3n](https://github.com/huggingface/transformers/pull/45602) — closed, merged
 - [PR #45533: Fix AMD CI: rebuild torchvision with libjpeg + refresh expectations](https://github.com/huggingface/transformers/pull/45533) — closed, merged
 - [PR #45284: [AMD CI] Fix Qwen2 expectations](https://github.com/huggingface/transformers/pull/45284) — closed, merged
 
@@ -1014,12 +1014,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akashif)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akashif)
 - repo first seen: `2025-09-08T13:05:54Z`
-- repo last seen: `2026-04-23T06:39:23Z`
+- repo last seen: `2026-04-23T15:22:10Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **14**
 - snapshot authored PRs/issues: **14 PRs / 0 issues**
-- snapshot discussion activity: **28 comments / 32 reviews / 29 review comments**
+- snapshot discussion activity: **31 comments / 32 reviews / 29 review comments**
 - account age: **6569 days**
 - recent public PR activity: **32 PRs** (20 merged / 1 closed-unmerged / 11 open; merged rate **62%**, closed-unmerged rate **3%**, open rate **34%**)
 - public orgs: none visible
@@ -1027,7 +1027,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
 
 Example artifacts:
-- [PR #45513: [Qwen3.5] Fix Qwen3.5 linear attention multi-token cached forward](https://github.com/huggingface/transformers/pull/45513) — open
+- [PR #45513: [Qwen3.5] Fix GDN linear attention multi-token cached forward](https://github.com/huggingface/transformers/pull/45513) — open
 - [PR #45490: Add ctsm model](https://github.com/huggingface/transformers/pull/45490) — open
 - [PR #44925: [Doc]  MoE routing capture and replay recipe ](https://github.com/huggingface/transformers/pull/44925) — closed, merged
 
@@ -1129,12 +1129,12 @@ 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: `2026-04-22T10:20:01Z`
+- repo last seen: `2026-04-23T15:20:41Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **8 PRs / 2 issues**
-- snapshot discussion activity: **13 comments / 11 reviews / 11 review comments**
+- snapshot discussion activity: **13 comments / 14 reviews / 14 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
@@ -1263,6 +1263,31 @@ Example artifacts:
 - [PR #45202: Fix gemma4 has flash-attention incompatbile head-dim=512](https://github.com/huggingface/transformers/pull/45202) — open
 - [PR #45157: [WIP] PrismML Bonsai model support](https://github.com/huggingface/transformers/pull/45157) — open, draft
 
+### `LysandreJik`
+
+- profile: [github.com/LysandreJik](https://github.com/LysandreJik)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALysandreJik)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALysandreJik)
+- repo first seen: `2024-08-30T13:38:48Z`
+- repo last seen: `2026-04-23T13:24:28Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **8**
+- snapshot authored PRs/issues: **6 PRs / 2 issues**
+- snapshot discussion activity: **14 comments / 28 reviews / 42 review comments**
+- account age: **3177 days**
+- recent public PR activity: **7 PRs** (5 merged / 1 closed-unmerged / 1 open; merged rate **71%**, closed-unmerged rate **14%**, open rate **14%**)
+- public orgs: `conda-forge`, `huggingface`, `ProjectBlackFalcon`, `PyTorch-Community-Voices`, `PyTorch-GitHub-Badge-Ecosystem-Day`, `Hugging-Face-Supporter`, `Hugging-Face-Helping-Hand`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #45604: Agent first cli with skill](https://github.com/huggingface/transformers/pull/45604) — open, draft
+- [PR #45218: Proposal: Agent-first CLI](https://github.com/huggingface/transformers/pull/45218) — open, draft
+- [PR #44758: Propagate the model loading from transformers serve to chat](https://github.com/huggingface/transformers/pull/44758) — closed, merged
+- [Issue #43489: Transformers' version 5 is out!](https://github.com/huggingface/transformers/issues/43489) — closed
+- [Issue #40822: Welcome v5](https://github.com/huggingface/transformers/issues/40822) — closed
+
 ### `jashshah999`
 
 - profile: [github.com/jashshah999](https://github.com/jashshah999)
@@ -1361,12 +1386,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalbertvillanova)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalbertvillanova)
 - repo first seen: `2026-01-17T10:42:01Z`
-- repo last seen: `2026-04-23T06:19:29Z`
+- repo last seen: `2026-04-23T13:48:00Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **5 PRs / 3 issues**
-- snapshot discussion activity: **17 comments / 9 reviews / 6 review comments**
+- snapshot discussion activity: **17 comments / 11 reviews / 7 review comments**
 - account age: **4257 days**
 - recent public PR activity: **157 PRs** (143 merged / 10 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **6%**, open rate **3%**)
 - public orgs: `huggingface`, `aiinnova`, `bigscience-workshop`
@@ -1381,31 +1406,6 @@ Example artifacts:
 - [Issue #44273: Lazy loading is not working properly](https://github.com/huggingface/transformers/issues/44273) — open
 - [Issue #43334: Qwen3-VL can't be loaded in transformers dev: AttributeError: 'Qwen3VLTextConfig' object has no attribute 'pad_token_id'](https://github.com/huggingface/transformers/issues/43334) — closed
 
-### `LysandreJik`
-
-- profile: [github.com/LysandreJik](https://github.com/LysandreJik)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALysandreJik)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALysandreJik)
-- repo first seen: `2024-08-30T13:38:48Z`
-- repo last seen: `2026-04-20T09:18:51Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **7**
-- snapshot authored PRs/issues: **5 PRs / 2 issues**
-- snapshot discussion activity: **14 comments / 28 reviews / 42 review comments**
-- account age: **3177 days**
-- recent public PR activity: **7 PRs** (5 merged / 1 closed-unmerged / 1 open; merged rate **71%**, closed-unmerged rate **14%**, open rate **14%**)
-- public orgs: `conda-forge`, `huggingface`, `ProjectBlackFalcon`, `PyTorch-Community-Voices`, `PyTorch-GitHub-Badge-Ecosystem-Day`, `Hugging-Face-Supporter`, `Hugging-Face-Helping-Hand`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #45218: Proposal: Agent-first CLI](https://github.com/huggingface/transformers/pull/45218) — open, draft
-- [PR #44758: Propagate the model loading from transformers serve to chat](https://github.com/huggingface/transformers/pull/44758) — closed, merged
-- [PR #44622: CB temporarily disabled on non-cuda devices](https://github.com/huggingface/transformers/pull/44622) — closed
-- [Issue #43489: Transformers' version 5 is out!](https://github.com/huggingface/transformers/issues/43489) — closed
-- [Issue #40822: Welcome v5](https://github.com/huggingface/transformers/issues/40822) — closed
-
 ### `Krishnachaitanyakc`
 
 - profile: [github.com/Krishnachaitanyakc](https://github.com/Krishnachaitanyakc)
@@ -1452,6 +1452,29 @@ Example artifacts:
 - [PR #44585: Fix missing rms_norm_eps in DeepseekV3 MLA layernorms](https://github.com/huggingface/transformers/pull/44585) — open
 - [PR #44584: Fix off-by-one in decode_spans boundary check](https://github.com/huggingface/transformers/pull/44584) — closed, merged
 
+### `RyanMullins`
+
+- profile: [github.com/RyanMullins](https://github.com/RyanMullins)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARyanMullins)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARyanMullins)
+- repo first seen: `2026-03-12T13:32:25Z`
+- repo last seen: `2026-04-23T14:11:12Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **5 comments / 1 reviews / 0 review comments**
+- account age: **5413 days**
+- recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: `google-deepmind`, `PAIR-code`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45605: Processing Utils: continue when content is a string](https://github.com/huggingface/transformers/pull/45605) — closed, merged
+- [PR #45328: Update Gemma4 weight conversion script](https://github.com/huggingface/transformers/pull/45328) — closed, merged
+- [PR #45192: casually dropping the most capable open weights on the planet](https://github.com/huggingface/transformers/pull/45192) — closed, merged
+
 ### `sxu75374`
 
 - profile: [github.com/sxu75374](https://github.com/sxu75374)
@@ -1666,29 +1689,6 @@ Example artifacts:
 - [PR #45352: fix(qwen3_moe): correct return type annotation on Qwen3MoeSparseMoeBlock.forward](https://github.com/huggingface/transformers/pull/45352) — closed, merged
 - [PR #45351: fix(testing_utils): guard get_device_capability with torch.cuda.is_available()](https://github.com/huggingface/transformers/pull/45351) — open
 
-### `RyanMullins`
-
-- profile: [github.com/RyanMullins](https://github.com/RyanMullins)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARyanMullins)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARyanMullins)
-- repo first seen: `2026-03-12T13:32:25Z`
-- repo last seen: `2026-04-21T16:15:43Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 1 reviews / 0 review comments**
-- account age: **5413 days**
-- recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
-- public orgs: `google-deepmind`, `PAIR-code`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45328: Update Gemma4 weight conversion script](https://github.com/huggingface/transformers/pull/45328) — closed, merged
-- [PR #45192: casually dropping the most capable open weights on the planet](https://github.com/huggingface/transformers/pull/45192) — closed, merged
-- [PR #44635: [Gemma] Modular-friendly buffers](https://github.com/huggingface/transformers/pull/44635) — open
-
 ### `sirzechs66`
 
 - profile: [github.com/sirzechs66](https://github.com/sirzechs66)
@@ -1968,29 +1968,6 @@ Example artifacts:
 - [PR #44310: docs: Add Pruna AI integration documentation](https://github.com/huggingface/transformers/pull/44310) — closed
 - [PR #44309: Add SkyPilot deployment documentation to DeepSpeed guide](https://github.com/huggingface/transformers/pull/44309) — closed
 
-### `paipeline`
-
-- profile: [github.com/paipeline](https://github.com/paipeline)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apaipeline)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apaipeline)
-- repo first seen: `2026-02-22T14:37:25Z`
-- repo last seen: `2026-02-25T18:38:15Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1791 days**
-- recent public PR activity: **43 PRs** (2 merged / 25 closed-unmerged / 16 open; merged rate **5%**, closed-unmerged rate **58%**, open rate **37%**)
-- 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 #44284: Fix Mixtral auxiliary loss computation when output_router_logits=False](https://github.com/huggingface/transformers/pull/44284) — closed
-- [PR #44274: Fix auxiliary load balancing loss computation when output_router_logits=False](https://github.com/huggingface/transformers/pull/44274) — closed
-- [PR #44209: Fix LayoutLMv2Tokenizer NER crashes with word_labels](https://github.com/huggingface/transformers/pull/44209) — closed
-
 ### `rtrompier`
 
 - profile: [github.com/rtrompier](https://github.com/rtrompier)
@@ -2205,6 +2182,52 @@ Example artifacts:
 - [PR #43781: fix: Load model with co-located adapter from local path (Granite Speech)](https://github.com/huggingface/transformers/pull/43781) — closed, merged
 - [Issue #43746: [GraniteSpeechForConditionalGeneration] Models with PEFT adapters won't load from local checkpoints (from_pretrained)](https://github.com/huggingface/transformers/issues/43746) — closed
 
+### `paipeline`
+
+- profile: [github.com/paipeline](https://github.com/paipeline)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apaipeline)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apaipeline)
+- repo first seen: `2026-02-22T14:37:25Z`
+- repo last seen: `2026-02-25T18:38:15Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **1791 days**
+- recent public PR activity: **43 PRs** (2 merged / 25 closed-unmerged / 16 open; merged rate **5%**, closed-unmerged rate **58%**, open rate **37%**)
+- 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 #44284: Fix Mixtral auxiliary loss computation when output_router_logits=False](https://github.com/huggingface/transformers/pull/44284) — closed
+- [PR #44274: Fix auxiliary load balancing loss computation when output_router_logits=False](https://github.com/huggingface/transformers/pull/44274) — closed
+- [PR #44209: Fix LayoutLMv2Tokenizer NER crashes with word_labels](https://github.com/huggingface/transformers/pull/44209) — closed
+
+### `vkuzo`
+
+- profile: [github.com/vkuzo](https://github.com/vkuzo)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avkuzo)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avkuzo)
+- repo first seen: `2026-01-28T15:04:44Z`
+- repo last seen: `2026-04-23T15:41:04Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **5127 days**
+- recent public PR activity: **95 PRs** (78 merged / 9 closed-unmerged / 8 open; merged rate **82%**, closed-unmerged rate **9%**, open rate **8%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #45609: make it possible to ser/deser HF MoE models with torchao](https://github.com/huggingface/transformers/pull/45609) — open, draft
+- [PR #45573: fix transformers + torchao nvfp4 serialization](https://github.com/huggingface/transformers/pull/45573) — closed, merged
+- [PR #43561: remove torchao.autoquant from transformers](https://github.com/huggingface/transformers/pull/43561) — closed, merged
+
 ### `w4nderlust`
 
 - profile: [github.com/w4nderlust](https://github.com/w4nderlust)
@@ -2390,12 +2413,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
 - repo first seen: `2024-10-17T11:56:32Z`
-- repo last seen: `2026-04-23T11:15:23Z`
+- repo last seen: `2026-04-23T13:48:40Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **15 comments / 6 reviews / 6 review comments**
+- snapshot discussion activity: **16 comments / 6 reviews / 6 review comments**
 - account age: **4501 days**
 - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
 - public orgs: `huggingface`
@@ -2544,12 +2567,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aezylopx5)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aezylopx5)
 - repo first seen: `2026-04-01T19:25:12Z`
-- repo last seen: `2026-04-23T11:31:42Z`
+- repo last seen: `2026-04-23T12:07:33Z`
 - 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: **3 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
 - account age: **606 days**
 - recent public PR activity: **7 PRs** (1 merged / 2 closed-unmerged / 4 open; merged rate **14%**, closed-unmerged rate **29%**, open rate **57%**)
 - public orgs: none visible
@@ -2896,12 +2919,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alouzongzhi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alouzongzhi)
 - repo first seen: `2026-04-14T05:14:08Z`
-- repo last seen: `2026-04-23T06:35:39Z`
+- repo last seen: `2026-04-23T14:03:31Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 6 reviews / 6 review comments**
+- snapshot discussion activity: **4 comments / 6 reviews / 6 review comments**
 - account age: **1325 days**
 - recent public PR activity: **4 PRs** (1 merged / 2 closed-unmerged / 1 open; merged rate **25%**, closed-unmerged rate **50%**, open rate **25%**)
 - public orgs: none visible
@@ -2962,12 +2985,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amaxsloef-goodfire)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amaxsloef-goodfire)
 - repo first seen: `2026-03-21T20:25:51Z`
-- repo last seen: `2026-04-22T22:03:19Z`
+- repo last seen: `2026-04-23T15:48:20Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
 - account age: **315 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
@@ -3444,29 +3467,6 @@ Example artifacts:
 - [PR #43912: [fix][wip] GlmMoeDsa: try implement DSA](https://github.com/huggingface/transformers/pull/43912) — closed, merged
 - [PR #43894: [fix] GlmMoeDsa model](https://github.com/huggingface/transformers/pull/43894) — closed
 
-### `nightcityblade`
-
-- profile: [github.com/nightcityblade](https://github.com/nightcityblade)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anightcityblade)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anightcityblade)
-- repo first seen: `2026-02-18T23:07:23Z`
-- repo last seen: `2026-02-23T14:35:01Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
-- account age: **67 days**
-- recent public PR activity: **219 PRs** (72 merged / 77 closed-unmerged / 70 open; merged rate **33%**, closed-unmerged rate **35%**, open rate **32%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
-- heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; targets high-star repos**
-
-Example artifacts:
-- [PR #44210: fix(lasr): remove spurious center arg from _torch_extract_fbank_features call](https://github.com/huggingface/transformers/pull/44210) — closed
-- [PR #44204: fix(layoutlmv2): store only_label_first_subword attribute in tokenizer](https://github.com/huggingface/transformers/pull/44204) — closed
-- [PR #44203: fix(trainer): pass optim_args to SGD, Adagrad, and RMSprop optimizers](https://github.com/huggingface/transformers/pull/44203) — closed, merged
-
 ### `Aravind-11`
 
 - profile: [github.com/Aravind-11](https://github.com/Aravind-11)
@@ -3735,28 +3735,6 @@ Example artifacts:
 - [PR #45055: Save model config in Trainer checkpoints for non-PreTrainedModel models](https://github.com/huggingface/transformers/pull/45055) — open
 - [PR #43843: Add PlutoCallback integration for Pluto experiment tracker](https://github.com/huggingface/transformers/pull/43843) — closed
 
-### `vkuzo`
-
-- profile: [github.com/vkuzo](https://github.com/vkuzo)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avkuzo)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avkuzo)
-- repo first seen: `2026-01-28T15:04:44Z`
-- repo last seen: `2026-04-22T11:08:47Z`
-- first seen in snapshot: **no**
-- repo association: **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: **5127 days**
-- recent public PR activity: **95 PRs** (78 merged / 9 closed-unmerged / 8 open; merged rate **82%**, closed-unmerged rate **9%**, open rate **8%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume**
-
-Example artifacts:
-- [PR #45573: fix transformers + torchao nvfp4 serialization](https://github.com/huggingface/transformers/pull/45573) — open
-- [PR #43561: remove torchao.autoquant from transformers](https://github.com/huggingface/transformers/pull/43561) — closed, merged
-
 ### `artem-spector`
 
 - profile: [github.com/artem-spector](https://github.com/artem-spector)
@@ -3855,12 +3833,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Am-matthias)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Am-matthias)
 - repo first seen: `2026-03-19T12:56:22Z`
-- repo last seen: `2026-04-23T08:55:44Z`
+- repo last seen: `2026-04-23T13:55:22Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **1 PRs / 2 issues**
-- snapshot discussion activity: **3 comments / 2 reviews / 2 review comments**
+- snapshot discussion activity: **4 comments / 2 reviews / 2 review comments**
 - account age: **3768 days**
 - recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
 - public orgs: none visible
@@ -4971,12 +4949,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbineshabee)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbineshabee)
 - repo first seen: `2026-04-13T08:59:27Z`
-- repo last seen: `2026-04-23T09:56:08Z`
-- first seen in snapshot: **yes**
+- repo last seen: `2026-04-23T16:38:48Z`
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
 - account age: **1453 days**
 - recent public PR activity: **7 PRs** (3 merged / 3 closed-unmerged / 1 open; merged rate **43%**, closed-unmerged rate **43%**, open rate **14%**)
 - public orgs: none visible
@@ -5770,12 +5748,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aevalstate)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aevalstate)
 - repo first seen: `2026-04-23T11:41:51Z`
-- repo last seen: `2026-04-23T11:43:15Z`
-- first seen in snapshot: **yes**
+- repo last seen: `2026-04-23T12:02:47Z`
+- first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
 - account age: **? days**
 - recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
 - public orgs: none visible
@@ -6858,6 +6836,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45280: add Qianfan-OCR model definition](https://github.com/huggingface/transformers/pull/45280) — closed, merged
 
+### `mathceo`
+
+- profile: [github.com/mathceo](https://github.com/mathceo)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amathceo)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amathceo)
+- repo first seen: `2026-04-16T09:30:36Z`
+- repo last seen: `2026-04-23T17:16:52Z`
+- 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: **5 comments / 0 reviews / 0 review comments**
+- account age: **1911 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
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45607: Add regression test for Gemma4 audio relative positional range](https://github.com/huggingface/transformers/pull/45607) — open
+
 ### `McPatate`
 
 - profile: [github.com/McPatate](https://github.com/McPatate)
@@ -7998,12 +7997,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atianhaocui)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atianhaocui)
 - repo first seen: `2026-04-19T10:27:36Z`
-- repo last seen: `2026-04-19T10:27:36Z`
+- repo last seen: `2026-04-23T16:28:50Z`
 - 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: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **2442 days**
 - recent public PR activity: **59 PRs** (30 merged / 7 closed-unmerged / 22 open; merged rate **51%**, closed-unmerged rate **12%**, open rate **37%**)
 - public orgs: none visible

new_contributors.parquet

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-size 65208
+oid sha256:5c1512552432abae168d18ddde2e23047b0cb1ee9a5ad3f76c9992973c0b013e
+size 65186

pr-scope-clusters.json

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 {
   "repo": "huggingface/transformers",
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-  "generated_at": "2026-04-23T12:01:45Z",
+  "snapshot_id": "20260423T180030Z",
+  "generated_at": "2026-04-23T18:02:32Z",
   "cluster_count": 40,
   "pr_scope_clusters": [
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@@ -1215,6 +1215,160 @@
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+      "summary": "4 open PRs share weighted file overlap around `src/transformers/models/gemma4/modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`, `docs/source/en/model_doc/gemma4.md`; representative PR #45438.",
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+        "tests/models/gemma4/test_modeling_gemma4.py",
+        "src/transformers/models/auto/modeling_auto.py"
+      ],
+      "shared_directories": [
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+        "src/transformers/models",
+        "src/transformers",
+        "src",
+        "docs/source/en/model_doc",
+        "src/transformers/models/auto",
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+      ],
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+            "src/transformers/models/auto/modeling_auto.py",
+            "src/transformers/models/gemma4/modeling_gemma4.py",
+            "src/transformers/models/gemma4/modular_gemma4.py",
+            "tests/models/gemma4/test_modeling_gemma4.py"
+          ],
+          "shared_directories": [
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+            "src/transformers/models/auto",
+            "src/transformers/models/gemma4",
+            "docs/source/en",
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+            "src/transformers/models",
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+            "src/transformers/models/gemma4",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
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+            "src/transformers/models/gemma4/modular_gemma4.py"
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+            "src"
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+            "src/transformers/models/gemma4",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
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+        {
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+          "content_similarity": 0.35,
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+          "shared_filenames": [
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+            "src/transformers/models/gemma4/modular_gemma4.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/gemma4",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
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       "pr_numbers": [
@@ -1540,102 +1694,6 @@
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-      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gemma4/modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`, `docs/source/en/model_doc/gemma4.md`; representative PR #45438.",
-      "shared_filenames": [
-        "src/transformers/models/gemma4/modeling_gemma4.py",
-        "src/transformers/models/gemma4/modular_gemma4.py",
-        "docs/source/en/model_doc/gemma4.md",
-        "tests/models/gemma4/test_modeling_gemma4.py",
-        "src/transformers/models/auto/modeling_auto.py"
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-        "src/transformers/models",
-        "src/transformers",
-        "src",
-        "docs/source/en/model_doc",
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-            "src/transformers/models/gemma4/modeling_gemma4.py",
-            "src/transformers/models/gemma4/modular_gemma4.py",
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-            "src/transformers/models/auto",
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-            "docs/source/en",
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-            "tests/models/gemma4",
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-            "src/transformers/models/gemma4",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
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-          "shared_filenames": [
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-            "src/transformers/models/gemma4",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
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     {
       "cluster_id": "pr-scope-41097-3",
       "pr_numbers": [
@@ -1845,14 +1903,80 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-43488-3",
+      "cluster_id": "pr-scope-33686-3",
       "pr_numbers": [
-        43488,
-        43665,
-        45476
+        33686,
+        44407,
+        44550
+      ],
+      "representative_pr_number": 44550,
+      "average_similarity": 0.377,
+      "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
+      "shared_filenames": [],
+      "shared_directories": [
+        "docs/source/en",
+        "docs/source",
+        "docs",
+        "docs/source/en/model_doc"
+      ],
+      "pairwise": [
+        {
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+          "right_pr_number": 44550,
+          "similarity": 0.405,
+          "content_similarity": 0.15,
+          "size_similarity": 1.0,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            "docs/source/en/model_doc",
+            "docs/source/en",
+            "docs/source",
+            "docs"
+          ]
+        },
+        {
+          "left_pr_number": 44407,
+          "right_pr_number": 44550,
+          "similarity": 0.369,
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+          "size_similarity": 0.957,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            "docs/source/en",
+            "docs/source",
+            "docs"
+          ]
+        },
+        {
+          "left_pr_number": 33686,
+          "right_pr_number": 44407,
+          "similarity": 0.358,
+          "content_similarity": 0.092,
+          "size_similarity": 0.957,
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+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            "docs/source/en",
+            "docs/source",
+            "docs"
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "pr-scope-43488-3",
+      "pr_numbers": [
+        43488,
+        43665,
+        45476
       ],
       "representative_pr_number": 43665,
-      "average_similarity": 0.372,
+      "average_similarity": 0.37,
       "summary": "3 open PRs share weighted file overlap around `tests/models/vit/test_modeling_vit.py`; representative PR #43665.",
       "shared_filenames": [
         "tests/models/vit/test_modeling_vit.py"
@@ -1868,8 +1992,8 @@
         {
           "left_pr_number": 43665,
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-          "similarity": 0.401,
-          "content_similarity": 0.293,
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.984,
@@ -1885,8 +2009,8 @@
         {
           "left_pr_number": 43488,
           "right_pr_number": 43665,
-          "similarity": 0.379,
-          "content_similarity": 0.201,
+          "similarity": 0.377,
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           "size_similarity": 0.818,
           "breadth_similarity": 0.667,
           "concentration_similarity": 0.99,
@@ -1902,8 +2026,8 @@
         {
           "left_pr_number": 43488,
           "right_pr_number": 45476,
-          "similarity": 0.336,
-          "content_similarity": 0.134,
+          "similarity": 0.334,
+          "content_similarity": 0.132,
           "size_similarity": 0.786,
           "breadth_similarity": 0.75,
           "concentration_similarity": 0.974,
@@ -1920,72 +2044,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-33686-3",
-      "pr_numbers": [
-        33686,
-        44407,
-        44550
-      ],
-      "representative_pr_number": 44550,
-      "average_similarity": 0.371,
-      "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
-      "shared_filenames": [],
-      "shared_directories": [
-        "docs/source/en",
-        "docs/source",
-        "docs",
-        "docs/source/en/model_doc"
-      ],
-      "pairwise": [
-        {
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-          "concentration_similarity": 1.0,
-          "shared_filenames": [],
-          "shared_directories": [
-            "docs/source/en/model_doc",
-            "docs/source/en",
-            "docs/source",
-            "docs"
-          ]
-        },
-        {
-          "left_pr_number": 44407,
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-            "docs/source/en",
-            "docs/source",
-            "docs"
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-        {
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-            "docs/source",
-            "docs"
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-        }
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-    },
     {
       "cluster_id": "pr-scope-44018-2",
       "pr_numbers": [
@@ -2309,7 +2367,7 @@
         45144
       ],
       "representative_pr_number": 43020,
-      "average_similarity": 0.718,
+      "average_similarity": 0.716,
       "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",
@@ -2335,11 +2393,11 @@
         {
           "left_pr_number": 43020,
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-          "similarity": 0.718,
-          "content_similarity": 0.743,
-          "size_similarity": 0.597,
+          "similarity": 0.716,
+          "content_similarity": 0.739,
+          "size_similarity": 0.603,
           "breadth_similarity": 0.632,
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+          "concentration_similarity": 0.901,
           "shared_filenames": [
             "src/transformers/models/__init__.py",
             "src/transformers/models/auto/modeling_auto.py",
@@ -2405,7 +2463,7 @@
         45480
       ],
       "representative_pr_number": 43747,
-      "average_similarity": 0.671,
+      "average_similarity": 0.672,
       "summary": "2 open PRs share weighted file overlap around `tests/quantization/compressed_tensors_integration/test_compressed_models.py`; representative PR #43747.",
       "shared_filenames": [
         "tests/quantization/compressed_tensors_integration/test_compressed_models.py"
@@ -2419,8 +2477,8 @@
         {
           "left_pr_number": 43747,
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-          "similarity": 0.671,
-          "content_similarity": 0.62,
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+          "content_similarity": 0.621,
           "size_similarity": 0.664,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.751,
@@ -2472,96 +2530,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-45034-2",
-      "pr_numbers": [
-        45034,
-        45513
-      ],
-      "representative_pr_number": 45034,
-      "average_similarity": 0.635,
-      "summary": "2 open PRs share weighted file overlap around `tests/models/qwen3_5/test_modeling_qwen3_5.py`, `src/transformers/models/qwen3_5/modular_qwen3_5.py`, `src/transformers/models/qwen3_5/modeling_qwen3_5.py`; representative PR #45034.",
-      "shared_filenames": [
-        "tests/models/qwen3_5/test_modeling_qwen3_5.py",
-        "src/transformers/models/qwen3_5/modular_qwen3_5.py",
-        "src/transformers/models/qwen3_5/modeling_qwen3_5.py"
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-        "src/transformers/models/qwen3_5",
-        "tests/models/qwen3_5",
-        "src/transformers/models",
-        "tests/models",
-        "src/transformers",
-        "tests",
-        "src"
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-          "shared_filenames": [
-            "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
-            "src/transformers/models/qwen3_5/modular_qwen3_5.py",
-            "tests/models/qwen3_5/test_modeling_qwen3_5.py"
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-            "src/transformers/models/qwen3_5",
-            "src/transformers/models",
-            "tests/models/qwen3_5",
-            "src/transformers",
-            "tests/models",
-            "src",
-            "tests"
-          ]
-        }
-      ]
-    },
-    {
-      "cluster_id": "pr-scope-45321-2",
-      "pr_numbers": [
-        45321,
-        45573
-      ],
-      "representative_pr_number": 45321,
-      "average_similarity": 0.591,
-      "summary": "2 open PRs share weighted file overlap around `tests/quantization/torchao_integration/test_torchao.py`; representative PR #45321.",
-      "shared_filenames": [
-        "tests/quantization/torchao_integration/test_torchao.py"
-      ],
-      "shared_directories": [
-        "tests/quantization/torchao_integration",
-        "tests/quantization",
-        "src/transformers",
-        "tests",
-        "src"
-      ],
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-          "shared_filenames": [
-            "tests/quantization/torchao_integration/test_torchao.py"
-          ],
-          "shared_directories": [
-            "tests/quantization/torchao_integration",
-            "src/transformers",
-            "tests/quantization",
-            "src",
-            "tests"
-          ]
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-    },
     {
       "cluster_id": "pr-scope-44101-2",
       "pr_numbers": [
@@ -2608,23 +2576,23 @@
         45396
       ],
       "representative_pr_number": 41992,
-      "average_similarity": 0.539,
+      "average_similarity": 0.538,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py`, `src/transformers/models/esm/configuration_esm.py`, `src/transformers/models/glm_ocr/modular_glm_ocr.py`; representative PR #41992.",
       "shared_filenames": [
         "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
         "src/transformers/models/esm/configuration_esm.py",
         "src/transformers/models/glm_ocr/modular_glm_ocr.py",
-        "src/transformers/models/qwen3_vl/modular_qwen3_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",
-        "src/transformers/models/glm_image/modular_glm_image.py"
+        "src/transformers/models/glm_image/modular_glm_image.py",
+        "src/transformers/models/paddleocr_vl/modular_paddleocr_vl.py",
+        "src/transformers/models/qwen3_omni_moe/modular_qwen3_omni_moe.py"
       ],
       "shared_directories": [
         "src/transformers/models/esm",
         "src/transformers/models/glm_image",
-        "src/transformers/models/glm46v",
         "src/transformers/models/glm_ocr",
+        "src/transformers/models/glm46v",
         "src/transformers/models/glm4v",
         "src/transformers/models/glm4v_moe",
         "src/transformers/models/paddleocr_vl",
@@ -2634,8 +2602,8 @@
         {
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-          "similarity": 0.539,
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           "breadth_similarity": 0.524,
           "concentration_similarity": 0.848,
@@ -2673,7 +2641,7 @@
         43649
       ],
       "representative_pr_number": 43532,
-      "average_similarity": 0.516,
+      "average_similarity": 0.517,
       "summary": "2 open PRs share weighted file overlap around `utils/notification_service.py`, `.github/workflows/self-comment-ci.yml`, `.github/workflows/self-scheduled.yml`; representative PR #43532.",
       "shared_filenames": [
         "utils/notification_service.py",
@@ -2693,7 +2661,7 @@
         {
           "left_pr_number": 43532,
           "right_pr_number": 43649,
-          "similarity": 0.516,
+          "similarity": 0.517,
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           "size_similarity": 0.395,
           "breadth_similarity": 0.875,
@@ -2722,7 +2690,7 @@
         45422
       ],
       "representative_pr_number": 44543,
-      "average_similarity": 0.505,
+      "average_similarity": 0.504,
       "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",
@@ -2737,7 +2705,7 @@
         {
           "left_pr_number": 44543,
           "right_pr_number": 45422,
-          "similarity": 0.505,
+          "similarity": 0.504,
           "content_similarity": 0.485,
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           "breadth_similarity": 0.75,
@@ -2761,7 +2729,7 @@
         45333
       ],
       "representative_pr_number": 45332,
-      "average_similarity": 0.5,
+      "average_similarity": 0.499,
       "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.",
       "shared_filenames": [
         "src/transformers/heterogeneity/__init__.py",
@@ -2781,8 +2749,8 @@
         {
           "left_pr_number": 45332,
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-          "similarity": 0.5,
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+          "similarity": 0.499,
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           "breadth_similarity": 0.479,
           "concentration_similarity": 0.945,
@@ -2840,6 +2808,43 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45568-2",
+      "pr_numbers": [
+        45568,
+        45607
+      ],
+      "representative_pr_number": 45568,
+      "average_similarity": 0.49,
+      "summary": "2 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45568.",
+      "shared_filenames": [
+        "tests/models/gemma4/test_modeling_gemma4.py"
+      ],
+      "shared_directories": [
+        "tests/models/gemma4",
+        "tests/models",
+        "tests"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45568,
+          "right_pr_number": 45607,
+          "similarity": 0.49,
+          "content_similarity": 0.508,
+          "size_similarity": 0.304,
+          "breadth_similarity": 0.417,
+          "concentration_similarity": 0.935,
+          "shared_filenames": [
+            "tests/models/gemma4/test_modeling_gemma4.py"
+          ],
+          "shared_directories": [
+            "tests/models/gemma4",
+            "tests/models",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-41356-2",
       "pr_numbers": [
@@ -2847,7 +2852,7 @@
         44339
       ],
       "representative_pr_number": 41356,
-      "average_similarity": 0.455,
+      "average_similarity": 0.454,
       "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/deimv2.md`, `src/transformers/models/deimv2/__init__.py`, `src/transformers/models/deimv2/configuration_deimv2.py`; representative PR #41356.",
       "shared_filenames": [
         "docs/source/en/model_doc/deimv2.md",
@@ -2871,7 +2876,7 @@
         {
           "left_pr_number": 41356,
           "right_pr_number": 44339,
-          "similarity": 0.455,
+          "similarity": 0.454,
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           "size_similarity": 0.081,
           "breadth_similarity": 0.444,
@@ -2899,6 +2904,61 @@
         }
       ]
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+    {
+      "cluster_id": "pr-scope-45034-2",
+      "pr_numbers": [
+        45034,
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