Refresh transformers dataset snapshot 20260520T060132Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
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new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260520T000134Z`
-- Generated: `2026-05-20T00:02:15Z`
+- Snapshot: `20260520T060132Z`
+- Generated: `2026-05-20T06:04:46Z`
 - Activity window: `60d`
-- Contributors: `356`
+- Contributors: `354`
 
 ## Summary
 
@@ -11,32 +11,32 @@
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 95 | 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` | 89 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
+| `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 78 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 77 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 77 | 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` | 74 | 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` | 57 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 50 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
+| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 51 | 2 | 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` | 45 | 1 | mixed | low | low | targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 45 | 0 | strong | low | low | 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 |
+| `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 35 | 1 | strong | moderate | 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` | 30 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
+| `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 31 | 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` | 30 | 0 | strong | low | low | targets high-star repos |
 | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 28 | 0 | strong | low | low | targets high-star repos |
-| `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 22 | 4 | strong | moderate | low | high recent PR volume |
+| `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 25 | 4 | strong | moderate | low | high recent PR volume |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 22 | 0 | strong | low | low | targets high-star repos |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 20 | 13 | strong | moderate | low | extremely high recent PR volume; 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 |
 | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 18 | 3 | strong | low | low | — |
-| `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 18 | 1 | strong | moderate | low | targets high-star repos |
+| `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 17 | 2 | strong | low | 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` | 17 | 0 | n/a | n/a | n/a | summary unavailable |
-| `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 16 | 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` | 16 | 0 | strong | moderate | low | — |
 | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 16 | 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` | 15 | 0 | strong | moderate | low | targets high-star repos |
+| `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 14 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Sai-Suraj-27` | [profile](https://github.com/Sai-Suraj-27) | no | CONTRIBUTOR | 1745d | `2026-01-23T17:10:04Z` | 14 | 0 | strong | low | low | targets high-star repos |
-| `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 13 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 13 | 0 | mixed | moderate | low | — |
 | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 9 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
@@ -54,12 +54,12 @@
 | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 5 | 0 | weak | moderate | low | high recent PR volume; 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 |
 | `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 |
+| `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 4 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 | `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 |
 | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 4 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `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 |
 | `TheShreyanshiDwivedi` | [profile](https://github.com/TheShreyanshiDwivedi) | no | NONE | 87d | `2026-05-15T10:01:57Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 3 | 2 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Chao1Han` | [profile](https://github.com/Chao1Han) | no | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 3 | 0 | mixed | moderate | low | high open PR share |
@@ -306,7 +306,6 @@
 | `mrutkows` | [profile](https://github.com/mrutkows) | no | NONE | 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 |
 | `NathanHB` | [profile](https://github.com/NathanHB) | no | MEMBER | 3182d | `2026-03-27T13:02:59Z` | 1 | 0 | strong | moderate | low | — |
-| `NicoleRobin` | [profile](https://github.com/NicoleRobin) | no | NONE | 4096d | `2026-03-21T03:25:56Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `Oneirag` | [profile](https://github.com/Oneirag) | no | FIRST_TIME_CONTRIBUTOR | 4233d | `2026-04-24T04:00:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `otjdiepluong` | [profile](https://github.com/otjdiepluong) | no | NONE | 32d | `2026-05-14T03:52:29Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `owwll` | [profile](https://github.com/owwll) | no | NONE | 636d | `2026-04-10T21:13:32Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -321,7 +320,7 @@
 | `pritishyuvraj` | [profile](https://github.com/pritishyuvraj) | no | FIRST_TIME_CONTRIBUTOR | 3913d | `2026-04-30T04:36:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Protocol-zero-0` | [profile](https://github.com/Protocol-zero-0) | no | NONE | 110d | `2026-05-16T15:42:56Z` | 1 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `puneetdixit200` | [profile](https://github.com/puneetdixit200) | no | NONE | 223d | `2026-05-16T09:13:29Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
-| `Ramshankar07` | [profile](https://github.com/Ramshankar07) | yes | FIRST_TIME_CONTRIBUTOR | 1761d | `2026-05-19T19:06:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Ramshankar07` | [profile](https://github.com/Ramshankar07) | no | FIRST_TIME_CONTRIBUTOR | 1761d | `2026-05-19T19:06:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-05-05T12:03:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 1 | 0 | mixed | low | low | — |
 | `Ratwood98` | [profile](https://github.com/Ratwood98) | no | CONTRIBUTOR | 1899d | `2026-05-07T23:30:45Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -351,7 +350,6 @@
 | `TuringTux` | [profile](https://github.com/TuringTux) | no | CONTRIBUTOR | 2477d | `2026-05-06T16:55:33Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `vai-minzhou` | [profile](https://github.com/vai-minzhou) | no | CONTRIBUTOR | 723d | `2026-04-23T01:47:23Z` | 1 | 0 | mixed | low | low | high open PR share |
 | `VanshikaSohal` | [profile](https://github.com/VanshikaSohal) | no | CONTRIBUTOR | 564d | `2026-03-22T18:45:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `vivekvar-dl` | [profile](https://github.com/vivekvar-dl) | no | NONE | 2072d | `2026-03-21T03:12:37Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; 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 | — |
 | `xodn348` | [profile](https://github.com/xodn348) | no | 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 |
 | `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 |
@@ -360,7 +358,7 @@
 | `Yeuvoir` | [profile](https://github.com/Yeuvoir) | no | NONE | 639d | `2026-05-13T05:45:38Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `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 |
 | `YousefZahran1` | [profile](https://github.com/YousefZahran1) | no | NONE | 870d | `2026-05-07T16:00:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
-| `ZappD0S` | [profile](https://github.com/ZappD0S) | yes | FIRST_TIMER | 4066d | `2026-05-19T19:36:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `ZappD0S` | [profile](https://github.com/ZappD0S) | no | FIRST_TIMER | 4066d | `2026-05-19T19:36:52Z` | 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 | 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 |
@@ -417,6 +415,29 @@ Example artifacts:
 - [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
 
+### `zucchini-nlp`
+
+- profile: [github.com/zucchini-nlp](https://github.com/zucchini-nlp)
+- 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: `2026-05-20T03:54:59Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **78**
+- snapshot authored PRs/issues: **78 PRs / 0 issues**
+- snapshot discussion activity: **544 comments / 822 reviews / 1862 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`
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #46092: Clean up new models after release](https://github.com/huggingface/transformers/pull/46092) — open
+- [PR #46046: Add the other processors to auto-mappings](https://github.com/huggingface/transformers/pull/46046) — open
+- [PR #45827: Delete dead code in qwen-vl series](https://github.com/huggingface/transformers/pull/45827) — open
+
 ### `ydshieh`
 
 - profile: [github.com/ydshieh](https://github.com/ydshieh)
@@ -428,7 +449,7 @@ Example artifacts:
 - repo association: **MEMBER**
 - repo primary artifacts: **77**
 - snapshot authored PRs/issues: **77 PRs / 0 issues**
-- snapshot discussion activity: **111 comments / 201 reviews / 145 review comments**
+- snapshot discussion activity: **111 comments / 208 reviews / 148 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
@@ -440,41 +461,18 @@ Example artifacts:
 - [PR #45785: Fix CI: Allow more artifacts to be download in CI](https://github.com/huggingface/transformers/pull/45785) — closed, merged
 - [PR #45677: No serving in quality docker image](https://github.com/huggingface/transformers/pull/45677) — closed, merged
 
-### `zucchini-nlp`
-
-- profile: [github.com/zucchini-nlp](https://github.com/zucchini-nlp)
-- 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: `2026-05-19T06:44:25Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **77**
-- snapshot authored PRs/issues: **77 PRs / 0 issues**
-- snapshot discussion activity: **540 comments / 810 reviews / 1852 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`
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #46046: Add the other processors to auto-mappings](https://github.com/huggingface/transformers/pull/46046) — open
-- [PR #45827: Delete dead code in qwen-vl series](https://github.com/huggingface/transformers/pull/45827) — open
-- [PR #45826: Fix gemma4 with multi-gpu setup](https://github.com/huggingface/transformers/pull/45826) — closed, merged
-
 ### `kaixuanliu`
 
 - profile: [github.com/kaixuanliu](https://github.com/kaixuanliu)
 - 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: `2026-05-18T02:27:48Z`
+- repo last seen: `2026-05-20T04:57:20Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **78**
 - snapshot authored PRs/issues: **74 PRs / 4 issues**
-- snapshot discussion activity: **62 comments / 69 reviews / 68 review comments**
+- snapshot discussion activity: **62 comments / 72 reviews / 71 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
@@ -495,12 +493,12 @@ 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: `2026-05-19T05:52:17Z`
+- repo last seen: `2026-05-20T01:21:51Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **60**
 - snapshot authored PRs/issues: **57 PRs / 3 issues**
-- snapshot discussion activity: **175 comments / 597 reviews / 1210 review comments**
+- snapshot discussion activity: **175 comments / 605 reviews / 1212 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
@@ -521,12 +519,12 @@ 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: `2024-02-08T22:19:09Z`
-- repo last seen: `2026-05-19T07:33:54Z`
+- repo last seen: `2026-05-20T05:20:05Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **52**
-- snapshot authored PRs/issues: **50 PRs / 2 issues**
-- snapshot discussion activity: **29 comments / 141 reviews / 241 review comments**
+- repo primary artifacts: **53**
+- snapshot authored PRs/issues: **51 PRs / 2 issues**
+- snapshot discussion activity: **29 comments / 142 reviews / 242 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`
@@ -534,9 +532,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
+- [PR #46094: [docs] reasoning support for transformers serve](https://github.com/huggingface/transformers/pull/46094) — open
 - [PR #46019: [docs] tp for continuous batching](https://github.com/huggingface/transformers/pull/46019) — open
 - [PR #45949: [docs] new attention mask helpers](https://github.com/huggingface/transformers/pull/45949) — closed, merged
-- [PR #45947: [docs] chat template prefill](https://github.com/huggingface/transformers/pull/45947) — closed, merged
 - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
 - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
 
@@ -551,7 +549,7 @@ Example artifacts:
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **45 PRs / 1 issues**
-- snapshot discussion activity: **551 comments / 978 reviews / 4208 review comments**
+- snapshot discussion activity: **551 comments / 984 reviews / 4215 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
@@ -593,12 +591,12 @@ 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: `2026-05-19T07:49:16Z`
+- repo last seen: `2026-05-20T05:52:34Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **45**
 - snapshot authored PRs/issues: **43 PRs / 2 issues**
-- snapshot discussion activity: **179 comments / 291 reviews / 426 review comments**
+- snapshot discussion activity: **179 comments / 299 reviews / 432 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`
@@ -612,6 +610,30 @@ Example artifacts:
 - [Issue #43595: Tell Us: What Would Make Trainer Better?](https://github.com/huggingface/transformers/issues/43595) — open
 - [Issue #33260: Community contribution: Adding GGUF support for more architectures](https://github.com/huggingface/transformers/issues/33260) — open
 
+### `sywangyi`
+
+- profile: [github.com/sywangyi](https://github.com/sywangyi)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asywangyi)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asywangyi)
+- repo first seen: `2025-10-14T03:02:06Z`
+- repo last seen: `2026-05-20T01:16:02Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **36**
+- snapshot authored PRs/issues: **35 PRs / 1 issues**
+- snapshot discussion activity: **22 comments / 23 reviews / 23 review comments**
+- account age: **2996 days**
+- recent public PR activity: **16 PRs** (12 merged / 0 closed-unmerged / 4 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #46086: update xpu expectation for falcon mamba](https://github.com/huggingface/transformers/pull/46086) — open
+- [PR #46076: add flash base test and fix the incorrect and crash issue during enab…](https://github.com/huggingface/transformers/pull/46076) — open
+- [PR #45880: add DeepSeek-V4-Flash-Base support, also add the testcase(dequantize=…](https://github.com/huggingface/transformers/pull/45880) — open
+- [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed
+
 ### `harshaljanjani`
 
 - profile: [github.com/harshaljanjani](https://github.com/harshaljanjani)
@@ -644,11 +666,11 @@ 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: `2026-05-18T06:41:55Z`
+- repo last seen: `2026-05-20T02:57:32Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **30**
-- snapshot authored PRs/issues: **30 PRs / 0 issues**
+- repo primary artifacts: **31**
+- snapshot authored PRs/issues: **31 PRs / 0 issues**
 - snapshot discussion activity: **50 comments / 49 reviews / 31 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%**)
@@ -657,9 +679,9 @@ Example artifacts:
 - heuristic read: **no visible non-self stars; targets high-star repos**
 
 Example artifacts:
+- [PR #46091: Update tokenizer mappings to use TokenizersBackend for additional models](https://github.com/huggingface/transformers/pull/46091) — open
 - [PR #45936: Fix models for which we don't have a dedicated tokenizer class, and the listed one is incorrect](https://github.com/huggingface/transformers/pull/45936) — open
 - [PR #45741: deepseek r1 distilled tokenizer fix for qwen2 mapping](https://github.com/huggingface/transformers/pull/45741) — closed, merged
-- [PR #45680: change got reverted](https://github.com/huggingface/transformers/pull/45680) — closed, merged
 
 ### `yonigozlan`
 
@@ -713,12 +735,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
 - repo first seen: `2024-03-21T04:37:45Z`
-- repo last seen: `2026-05-14T04:56:27Z`
+- repo last seen: `2026-05-20T04:48:23Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **26**
-- snapshot authored PRs/issues: **22 PRs / 4 issues**
-- snapshot discussion activity: **45 comments / 35 reviews / 35 review comments**
+- repo primary artifacts: **29**
+- snapshot authored PRs/issues: **25 PRs / 4 issues**
+- snapshot discussion activity: **46 comments / 35 reviews / 35 review comments**
 - account age: **1396 days**
 - recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 - public orgs: none visible
@@ -726,9 +748,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume**
 
 Example artifacts:
-- [PR #45816: Fix `torch.compile` graph breaks in Qwen2.5-Omni vision encoder](https://github.com/huggingface/transformers/pull/45816) — closed, draft
-- [PR #45799: Fix `kernelize()` crash for gpt_oss: missing `@use_kernel_func_from_hub` on `apply_rotary_pos_emb`](https://github.com/huggingface/transformers/pull/45799) — closed, merged
-- [PR #45699: Add FP8 kernel acceleration for compressed-tensors quantized models](https://github.com/huggingface/transformers/pull/45699) — open
+- [PR #46096: Fix torchao behavior for xpu](https://github.com/huggingface/transformers/pull/46096) — open
+- [PR #46090: skip deepgemm test except cuda](https://github.com/huggingface/transformers/pull/46090) — open
+- [PR #46089: Test](https://github.com/huggingface/transformers/pull/46089) — closed, draft
 - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
 - [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
@@ -819,7 +841,7 @@ Example artifacts:
 - repo association: **MEMBER**
 - repo primary artifacts: **21**
 - snapshot authored PRs/issues: **18 PRs / 3 issues**
-- snapshot discussion activity: **60 comments / 227 reviews / 202 review comments**
+- snapshot discussion activity: **60 comments / 228 reviews / 203 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`
@@ -834,29 +856,30 @@ Example artifacts:
 - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
 - [Issue #43317: device_map=auto fails to load the dequantized model on gpu+cpu offload](https://github.com/huggingface/transformers/issues/43317) — closed
 
-### `sywangyi`
+### `hmellor`
 
-- profile: [github.com/sywangyi](https://github.com/sywangyi)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asywangyi)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asywangyi)
-- repo first seen: `2025-12-16T08:22:52Z`
-- repo last seen: `2026-05-19T12:06:42Z`
+- profile: [github.com/hmellor](https://github.com/hmellor)
+- 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: `2026-05-20T01:16:38Z`
 - first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
+- repo association: **MEMBER**
 - repo primary artifacts: **19**
-- snapshot authored PRs/issues: **18 PRs / 1 issues**
-- snapshot discussion activity: **22 comments / 16 reviews / 16 review comments**
-- account age: **2996 days**
-- recent public PR activity: **16 PRs** (12 merged / 0 closed-unmerged / 4 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **targets high-star repos**
+- snapshot authored PRs/issues: **17 PRs / 2 issues**
+- snapshot discussion activity: **24 comments / 55 reviews / 27 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`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46076: add flash base test and fix the incorrect and crash issue during enab…](https://github.com/huggingface/transformers/pull/46076) — open
-- [PR #45880: add DeepSeek-V4-Flash-Base support, also add the testcase(dequantize=…](https://github.com/huggingface/transformers/pull/45880) — open
-- [PR #45526: xpu output align with cuda in test case](https://github.com/huggingface/transformers/pull/45526) — closed, merged
-- [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed
+- [PR #46087: Remove accidentally added `tmp.py`](https://github.com/huggingface/transformers/pull/46087) — closed, merged
+- [PR #45739: DeepSeek OCR specifies an incorrect tokenizer class on the Hub](https://github.com/huggingface/transformers/pull/45739) — closed, merged
+- [PR #45610: Fix configuration reading and error handling for kernels](https://github.com/huggingface/transformers/pull/45610) — 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
 
 ### `hf-security-analysis[bot]`
 
@@ -882,31 +905,6 @@ Example artifacts:
 - [PR #45970: chore: update build-ci-docker-images.yml](https://github.com/huggingface/transformers/pull/45970) — closed
 - [PR #45969: chore: update assign-reviewers.yml](https://github.com/huggingface/transformers/pull/45969) — closed
 
-### `hmellor`
-
-- profile: [github.com/hmellor](https://github.com/hmellor)
-- 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: `2026-05-18T05:51:22Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **18**
-- snapshot authored PRs/issues: **16 PRs / 2 issues**
-- snapshot discussion activity: **24 comments / 55 reviews / 27 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`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #45739: DeepSeek OCR specifies an incorrect tokenizer class on the Hub](https://github.com/huggingface/transformers/pull/45739) — closed, merged
-- [PR #45610: Fix configuration reading and error handling for kernels](https://github.com/huggingface/transformers/pull/45610) — closed, merged
-- [PR #45449: Add `step3_vl` to `MODELS_WITH_INCORRECT_HUB_TOKENIZER_CLASS`](https://github.com/huggingface/transformers/pull/45449) — 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
-
 ### `Abdennacer-Badaoui`
 
 - profile: [github.com/Abdennacer-Badaoui](https://github.com/Abdennacer-Badaoui)
@@ -976,6 +974,29 @@ Example artifacts:
 - [PR #45363: n-to-1 kernel fusion via `KernelConfig`](https://github.com/huggingface/transformers/pull/45363) — open, draft
 - [PR #45155: Load adapter with TP](https://github.com/huggingface/transformers/pull/45155) — closed, merged
 
+### `3outeille`
+
+- profile: [github.com/3outeille](https://github.com/3outeille)
+- 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: `2026-05-20T05:57:58Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **14**
+- snapshot authored PRs/issues: **14 PRs / 0 issues**
+- snapshot discussion activity: **27 comments / 85 reviews / 90 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`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46099: Sequence Parallel injection as a class](https://github.com/huggingface/transformers/pull/46099) — open
+- [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
+
 ### `AI-Safeter`
 
 - profile: [github.com/AI-Safeter](https://github.com/AI-Safeter)
@@ -1022,29 +1043,6 @@ Example artifacts:
 - [PR #45053: Fix failing `XCLIPModelIntegrationTest`](https://github.com/huggingface/transformers/pull/45053) — closed
 - [PR #45048: Fix failing `SmolLM3IntegrationTest`](https://github.com/huggingface/transformers/pull/45048) — closed, merged
 
-### `3outeille`
-
-- profile: [github.com/3outeille](https://github.com/3outeille)
-- 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: `2026-05-19T07:15:27Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **13**
-- snapshot authored PRs/issues: **13 PRs / 0 issues**
-- snapshot discussion activity: **27 comments / 85 reviews / 90 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`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-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: FSDP + TP & native save/load distributed](https://github.com/huggingface/transformers/pull/45028) — closed, merged
-
 ### `YangKai0616`
 
 - profile: [github.com/YangKai0616](https://github.com/YangKai0616)
@@ -1441,6 +1439,29 @@ 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
 
+### `sirzechs66`
+
+- profile: [github.com/sirzechs66](https://github.com/sirzechs66)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asirzechs66)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asirzechs66)
+- repo first seen: `2026-03-30T12:18:41Z`
+- repo last seen: `2026-05-20T05:25:04Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **11 comments / 1 reviews / 1 review comments**
+- account age: **1246 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 #46098: Fix Mamba2Mixer: use_cache with seq_len > 1 silently produces incorrect results (both CPU and GPU paths) (#46032)](https://github.com/huggingface/transformers/pull/46098) — open
+- [PR #45506: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757) latest](https://github.com/huggingface/transformers/pull/45506) — closed, merged
+- [PR #45500: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757) latest](https://github.com/huggingface/transformers/pull/45500) — closed, draft
+
 ### `paulinebm`
 
 - profile: [github.com/paulinebm](https://github.com/paulinebm)
@@ -1557,29 +1578,6 @@ 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) — closed, merged
 
-### `sirzechs66`
-
-- profile: [github.com/sirzechs66](https://github.com/sirzechs66)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asirzechs66)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asirzechs66)
-- repo first seen: `2026-03-30T12:18:41Z`
-- repo last seen: `2026-04-20T08:12:23Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **10 comments / 1 reviews / 1 review comments**
-- account age: **1246 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 #45506: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757) latest](https://github.com/huggingface/transformers/pull/45506) — closed, merged
-- [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
-
 ### `TheShreyanshiDwivedi`
 
 - profile: [github.com/TheShreyanshiDwivedi](https://github.com/TheShreyanshiDwivedi)
@@ -1634,12 +1632,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AChao1Han)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AChao1Han)
 - repo first seen: `2026-05-14T09:13:18Z`
-- repo last seen: `2026-05-18T08:19:07Z`
+- repo last seen: `2026-05-20T05:39:08Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 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: **1422 days**
 - recent public PR activity: **22 PRs** (8 merged / 2 closed-unmerged / 12 open; merged rate **36%**, closed-unmerged rate **9%**, open rate **55%**)
 - public orgs: none visible
@@ -2521,7 +2519,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46075: Adding test to ensure Gemma 4 processing of batches with mixed image and text-only samples](https://github.com/huggingface/transformers/pull/46075) — open
+- [PR #46075: Adding test to ensure Gemma 4 processing of batches with mixed image and text-only samples](https://github.com/huggingface/transformers/pull/46075) — closed
 - [PR #46043: [Gemma 4] Adds support to batches with mixed samples with only images and only text](https://github.com/huggingface/transformers/pull/46043) — closed
 
 ### `GitGlimpse895`
@@ -3399,12 +3397,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASangbumChoi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASangbumChoi)
 - repo first seen: `2024-06-07T00:26:26Z`
-- repo last seen: `2026-05-19T14:28:43Z`
+- repo last seen: `2026-05-20T02:32:16Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 81 reviews / 100 review comments**
+- snapshot discussion activity: **2 comments / 85 reviews / 104 review comments**
 - account age: **3079 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
@@ -3804,12 +3802,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abigshanedogg)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abigshanedogg)
 - repo first seen: `2026-03-23T19:34:30Z`
-- repo last seen: `2026-05-07T21:35:04Z`
+- repo last seen: `2026-05-20T02:03:42Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **1 PRs / 2 issues**
-- snapshot discussion activity: **16 comments / 9 reviews / 19 review comments**
+- snapshot discussion activity: **16 comments / 12 reviews / 21 review comments**
 - account age: **3673 days**
 - recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
 - public orgs: none visible
@@ -6950,27 +6948,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45057: [serving] Fix continuous batching JSON response serialization](https://github.com/huggingface/transformers/pull/45057) — closed, merged
 
-### `NicoleRobin`
-
-- profile: [github.com/NicoleRobin](https://github.com/NicoleRobin)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANicoleRobin)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANicoleRobin)
-- repo first seen: `2026-03-21T03:25:56Z`
-- repo last seen: `2026-03-21T03:25:56Z`
-- 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: **4096 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
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #44905: fix(i18n): replace broken relative links to awesome-transformers.md with absolute URLs](https://github.com/huggingface/transformers/pull/44905) — closed, merged
-
 ### `Oneirag`
 
 - profile: [github.com/Oneirag](https://github.com/Oneirag)
@@ -7272,7 +7249,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARamshankar07)
 - repo first seen: `2026-05-19T19:06:02Z`
 - repo last seen: `2026-05-19T20:02:38Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
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 Example artifacts:
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-### `vivekvar-dl`
-
-- profile: [github.com/vivekvar-dl](https://github.com/vivekvar-dl)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avivekvar-dl)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avivekvar-dl)
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-- repo last seen: `2026-03-21T03:12:37Z`
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-- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
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-
 ### `w601sxs`
 
 - profile: [github.com/w601sxs](https://github.com/w601sxs)
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-- first seen in snapshot: **yes**
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       "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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@@ -1951,7 +1860,7 @@
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       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gpt2/modeling_gpt2.py`; representative PR #44059.",
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       "summary": "3 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`; representative PR #41606.",
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@@ -2347,7 +2256,7 @@
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@@ -2390,7 +2299,7 @@
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@@ -2448,7 +2357,7 @@
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       "summary": "3 open PRs share weighted file overlap around `src/transformers/quantizers/quantizer_finegrained_fp8.py`, `src/transformers/integrations/finegrained_fp8.py`, `src/transformers/models/deepseek_v4/configuration_deepseek_v4.py`; representative PR #45880.",
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@@ -2470,11 +2379,11 @@
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+      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/glm46v/modeling_glm46v.py`, `src/transformers/models/glm4v/modeling_glm4v.py`, `src/transformers/models/glm4v/modular_glm4v.py`; representative PR #45783.",
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         "src/transformers/models/glm4v/modeling_glm4v.py",
+        "src/transformers/models/glm4v/modular_glm4v.py",
         "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
         "src/transformers/models/paddleocr_vl/modular_paddleocr_vl.py",
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         "src/transformers/models/glm46v",
-        "src/transformers/models/paddleocr_vl",
+        "src/transformers/models/glm4v",
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-        "src/transformers/models/glm4v",
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-        "src/transformers/models/qwen3_5"
+        "src/transformers/models/paddleocr_vl",
+        "src/transformers/models/qwen2_5_vl"
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@@ -2675,7 +2584,7 @@
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