Refresh transformers dataset snapshot 20260423T000027Z

README.md

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

@@ -1,24 +1,24 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260422T180025Z`
-- Generated: `2026-04-22T18:02:49Z`
+- Snapshot: `20260423T000027Z`
+- Generated: `2026-04-23T00:01:07Z`
 - Activity window: `60d`
-- Contributors: `360`
+- Contributors: `359`
 
 ## Summary
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
+| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 79 | 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` | 79 | 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` | 78 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 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 |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 60 | 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 |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 39 | 1 | mixed | low | low | targets high-star repos |
+| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 37 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 37 | 0 | strong | low | low | targets high-star repos |
-| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 36 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 31 | 20 | strong | low | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 27 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-10-03T15:26:01Z` | 24 | 0 | strong | low | low | targets high-star repos |
@@ -81,6 +81,7 @@
 | `saivedant169` | [profile](https://github.com/saivedant169) | no | NONE | 1712d | `2026-03-14T16:47:42Z` | 3 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; targets high-star repos |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1466d | `2025-12-24T11:54:53Z` | 10 | 0 | mixed | moderate | low | targets high-star repos |
 | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4683d | `2025-07-25T12:59:52Z` | 9 | 0 | mixed | low | low | — |
+| `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `math-hiyoko` | [profile](https://github.com/math-hiyoko) | no | CONTRIBUTOR | 2390d | `2026-02-08T01:31:10Z` | 4 | 7 | strong | low | low | targets high-star repos |
 | `redpanda1995` | [profile](https://github.com/redpanda1995) | no | FIRST_TIME_CONTRIBUTOR | 102d | `2026-02-07T19:04:11Z` | 4 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
 | `xenova` | [profile](https://github.com/xenova) | no | MEMBER | 3317d | `2025-11-18T16:26:23Z` | 3 | 3 | strong | moderate | low | high recent PR volume; targets high-star repos |
@@ -124,7 +125,7 @@
 | `osman-akkawi` | [profile](https://github.com/osman-akkawi) | no | NONE | 825d | `2026-03-27T17:04:14Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `philippguevorguian` | [profile](https://github.com/philippguevorguian) | no | NONE | 1996d | `2025-10-10T14:52:07Z` | 2 | 0 | mixed | low | low | — |
 | `r266-tech` | [profile](https://github.com/r266-tech) | no | CONTRIBUTOR | 206d | `2026-03-22T17:28:57Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `saiganesh47` | [profile](https://github.com/saiganesh47) | yes | FIRST_TIME_CONTRIBUTOR | 633d | `2026-04-22T15:13:44Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `saiganesh47` | [profile](https://github.com/saiganesh47) | no | FIRST_TIME_CONTRIBUTOR | 633d | `2026-04-22T15:13:44Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `saslifat-gif` | [profile](https://github.com/saslifat-gif) | no | CONTRIBUTOR | 229d | `2026-04-02T14:08:15Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `sdharani91` | [profile](https://github.com/sdharani91) | no | FIRST_TIME_CONTRIBUTOR | 3365d | `2026-03-18T05:45:40Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 2 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -140,7 +141,6 @@
 | `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 |
-| `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
@@ -159,7 +159,6 @@
 | `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 |
 | `ouroborosscr` | [profile](https://github.com/ouroborosscr) | no | FIRST_TIMER | 1967d | `2026-03-21T15:38:54Z` | 1 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `abhijeet-dhumal` | [profile](https://github.com/abhijeet-dhumal) | no | CONTRIBUTOR | 1789d | `2026-03-06T07:07:19Z` | 1 | 1 | mixed | high | low | high recent PR volume; broad repo spread; no visible non-self stars |
-| `ainergiz` | [profile](https://github.com/ainergiz) | no | CONTRIBUTOR | 877d | `2026-02-21T20:56:04Z` | 1 | 1 | strong | low | low | targets high-star repos |
 | `ambroiseodt` | [profile](https://github.com/ambroiseodt) | no | CONTRIBUTOR | 2181d | `2026-04-14T13:45:51Z` | 1 | 1 | strong | low | low | targets high-star repos |
 | `Anakintano` | [profile](https://github.com/Anakintano) | no | FIRST_TIME_CONTRIBUTOR | 1146d | `2026-03-09T07:54:58Z` | 1 | 1 | mixed | moderate | low | — |
 | `andylizf` | [profile](https://github.com/andylizf) | no | FIRST_TIME_CONTRIBUTOR | 3277d | `2026-03-24T04:53:11Z` | 1 | 1 | strong | moderate | low | targets high-star repos |
@@ -216,7 +215,7 @@
 | `Akshay404error` | [profile](https://github.com/Akshay404error) | no | FIRST_TIMER | 592d | `2026-03-27T08:33:01Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `alexandercarruthers` | [profile](https://github.com/alexandercarruthers) | no | CONTRIBUTOR | 2601d | `2026-02-22T18:02:43Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `alvarobartt` | [profile](https://github.com/alvarobartt) | no | MEMBER | 2975d | `2026-02-23T15:25:47Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
-| `Anai-Guo` | [profile](https://github.com/Anai-Guo) | yes | FIRST_TIME_CONTRIBUTOR | 9d | `2026-04-22T13:14:19Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
+| `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | FIRST_TIME_CONTRIBUTOR | 9d | `2026-04-22T13:14:19Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `andrewor14` | [profile](https://github.com/andrewor14) | no | CONTRIBUTOR | 4996d | `2026-04-08T15:42:16Z` | 1 | 0 | strong | moderate | low | — |
 | `anshuS1310` | [profile](https://github.com/anshuS1310) | no | CONTRIBUTOR | 149d | `2026-03-21T09:59:07Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars |
 | `ansley` | [profile](https://github.com/ansley) | no | NONE | 2296d | `2026-04-09T14:31:40Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -372,6 +371,32 @@
 
 ## Contributors
 
+### `tarekziade`
+
+- profile: [github.com/tarekziade](https://github.com/tarekziade)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
+- repo first seen: `2026-01-21T16:52:29Z`
+- repo last seen: `2026-04-22T18:22:35Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **85**
+- snapshot authored PRs/issues: **79 PRs / 6 issues**
+- snapshot discussion activity: **144 comments / 164 reviews / 154 review comments**
+- account age: **5839 days**
+- recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
+- public orgs: `AFPy`, `faitmain`, `circus-tent`
+- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
+- heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
+
+Example artifacts:
+- [PR #45585: qa: bumped mlinter and allow local override](https://github.com/huggingface/transformers/pull/45585) — open
+- [PR #45544: fix table update versions](https://github.com/huggingface/transformers/pull/45544) — closed, merged
+- [PR #45543: ci: OTEL support](https://github.com/huggingface/transformers/pull/45543) — open, draft
+- [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
+- [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
+
 ### `Cyrilvallez`
 
 - profile: [github.com/Cyrilvallez](https://github.com/Cyrilvallez)
@@ -395,32 +420,6 @@ Example artifacts:
 - [PR #45564: Gemma3n and Gemma4 cannot use rotary kernel](https://github.com/huggingface/transformers/pull/45564) — open
 - [PR #45539: [modular] Fix modular logic broken in #45045](https://github.com/huggingface/transformers/pull/45539) — closed, merged
 
-### `tarekziade`
-
-- profile: [github.com/tarekziade](https://github.com/tarekziade)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
-- repo first seen: `2026-01-21T16:52:29Z`
-- repo last seen: `2026-04-22T13:12:36Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **84**
-- snapshot authored PRs/issues: **78 PRs / 6 issues**
-- snapshot discussion activity: **143 comments / 164 reviews / 154 review comments**
-- account age: **5839 days**
-- recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
-- public orgs: `AFPy`, `faitmain`, `circus-tent`
-- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
-- heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
-
-Example artifacts:
-- [PR #45544: fix table update versions](https://github.com/huggingface/transformers/pull/45544) — closed, merged
-- [PR #45543: ci: OTEL support](https://github.com/huggingface/transformers/pull/45543) — open, draft
-- [PR #45531: Revert "Fix: modular image processors (#45492)"](https://github.com/huggingface/transformers/pull/45531) — 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
-- [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
-
 ### `ydshieh`
 
 - profile: [github.com/ydshieh](https://github.com/ydshieh)
@@ -504,7 +503,7 @@ Example artifacts:
 - repo association: **MEMBER**
 - repo primary artifacts: **47**
 - snapshot authored PRs/issues: **45 PRs / 2 issues**
-- snapshot discussion activity: **144 comments / 478 reviews / 952 review comments**
+- snapshot discussion activity: **144 comments / 480 reviews / 954 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
@@ -524,12 +523,12 @@ 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: `2026-04-22T14:18:01Z`
+- repo last seen: `2026-04-22T20:01:32Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **42**
 - snapshot authored PRs/issues: **40 PRs / 2 issues**
-- snapshot discussion activity: **165 comments / 277 reviews / 406 review comments**
+- snapshot discussion activity: **166 comments / 277 reviews / 406 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`
@@ -549,12 +548,12 @@ 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: `2026-04-22T16:00:35Z`
+- repo last seen: `2026-04-22T18:09:18Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **40**
 - snapshot authored PRs/issues: **39 PRs / 1 issues**
-- snapshot discussion activity: **465 comments / 764 reviews / 3281 review comments**
+- snapshot discussion activity: **466 comments / 764 reviews / 3281 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
@@ -567,6 +566,30 @@ Example artifacts:
 - [PR #45574: Fix typos](https://github.com/huggingface/transformers/pull/45574) — closed, merged
 - [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
 
+### `stevhliu`
+
+- profile: [github.com/stevhliu](https://github.com/stevhliu)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
+- repo first seen: `2025-01-06T17:52:26Z`
+- repo last seen: `2026-04-22T22:12:16Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **38**
+- snapshot authored PRs/issues: **37 PRs / 1 issues**
+- snapshot discussion activity: **25 comments / 107 reviews / 148 review comments**
+- account age: **2296 days**
+- recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #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 #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
+
 ### `Rocketknight1`
 
 - profile: [github.com/Rocketknight1](https://github.com/Rocketknight1)
@@ -590,30 +613,6 @@ Example artifacts:
 - [PR #45315: Fix softmaxing router logits](https://github.com/huggingface/transformers/pull/45315) — closed
 - [PR #45166: Re-add regex substitutions to the response parsing spec](https://github.com/huggingface/transformers/pull/45166) — closed, merged
 
-### `stevhliu`
-
-- profile: [github.com/stevhliu](https://github.com/stevhliu)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
-- repo first seen: `2025-01-06T17:52:26Z`
-- repo last seen: `2026-04-22T16:29:45Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **37**
-- snapshot authored PRs/issues: **36 PRs / 1 issues**
-- snapshot discussion activity: **25 comments / 107 reviews / 148 review comments**
-- account age: **2296 days**
-- recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #45554: [docs] multi-turn tool calling](https://github.com/huggingface/transformers/pull/45554) — open
-- [PR #45553: [docs] per-request sampling params](https://github.com/huggingface/transformers/pull/45553) — closed, merged
-- [PR #45465: [docs] contributing](https://github.com/huggingface/transformers/pull/45465) — open, draft
-- [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
-
 ### `harshaljanjani`
 
 - profile: [github.com/harshaljanjani](https://github.com/harshaljanjani)
@@ -764,12 +763,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atomaarsen)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atomaarsen)
 - repo first seen: `2025-12-02T16:00:11Z`
-- repo last seen: `2026-04-20T15:10:30Z`
+- repo last seen: `2026-04-22T21:53:08Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **24**
 - snapshot authored PRs/issues: **18 PRs / 6 issues**
-- snapshot discussion activity: **57 comments / 155 reviews / 152 review comments**
+- snapshot discussion activity: **58 comments / 155 reviews / 152 review comments**
 - account age: **2949 days**
 - recent public PR activity: **52 PRs** (49 merged / 3 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: `nltk`, `huggingface`, `embeddings-benchmark`, `Hugging-Face-Helping-Hand`
@@ -2078,6 +2077,29 @@ Example artifacts:
 - [PR #44391: [VibeVoice ASR] Use newer cache object for modular](https://github.com/huggingface/transformers/pull/44391) — closed
 - [PR #44178: Add xcodec2 model](https://github.com/huggingface/transformers/pull/44178) — open
 
+### `lashahub`
+
+- profile: [github.com/lashahub](https://github.com/lashahub)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alashahub)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alashahub)
+- repo first seen: `2026-01-08T16:47:50Z`
+- repo last seen: `2026-04-22T19:05:22Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **8 comments / 7 reviews / 7 review comments**
+- account age: **3339 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
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #45586: Add Audio-Visual Flamingo model](https://github.com/huggingface/transformers/pull/45586) — open
+- [PR #44830: Add AudioFlamingoNext model](https://github.com/huggingface/transformers/pull/44830) — open
+- [PR #43538: Add Music Flamingo](https://github.com/huggingface/transformers/pull/43538) — closed, merged
+
 ### `math-hiyoko`
 
 - profile: [github.com/math-hiyoko](https://github.com/math-hiyoko)
@@ -2912,12 +2934,12 @@ 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: `2026-04-20T15:13:47Z`
+- repo last seen: `2026-04-22T22:03:19Z`
 - 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 / 0 reviews / 0 review comments**
+- snapshot discussion activity: **4 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
@@ -2925,7 +2947,7 @@ Example artifacts:
 - heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #44915: fix: skip `clean_up_tokenization` for BPE tokenizers in `PreTrainedTokenizerFast`](https://github.com/huggingface/transformers/pull/44915) — open
+- [PR #44915: 🔴🔴🔴 fix: skip `clean_up_tokenization` for BPE tokenizers in `PreTrainedTokenizerFast`](https://github.com/huggingface/transformers/pull/44915) — open
 - [PR #44914: fix: set `clean_up_tokenization_spaces=False` in Llama 3 tokenizer conversion](https://github.com/huggingface/transformers/pull/44914) — closed, merged
 
 ### `MaybeSam05`
@@ -3045,7 +3067,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asaiganesh47)
 - repo first seen: `2026-04-22T15:13:44Z`
 - repo last seen: `2026-04-22T15:18:23Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
@@ -3394,29 +3416,6 @@ 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
 
-### `lashahub`
-
-- profile: [github.com/lashahub](https://github.com/lashahub)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alashahub)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alashahub)
-- repo first seen: `2026-01-08T16:47:50Z`
-- repo last seen: `2026-04-15T21:31:08Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **8 comments / 7 reviews / 7 review comments**
-- account age: **3339 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
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #44830: Add AudioFlamingoNext model](https://github.com/huggingface/transformers/pull/44830) — open
-- [PR #43538: Add Music Flamingo](https://github.com/huggingface/transformers/pull/43538) — closed, merged
-- [PR #43458: Add Music Flamingo support to Audio Flamingo 3](https://github.com/huggingface/transformers/pull/43458) — closed
-
 ### `nightcityblade`
 
 - profile: [github.com/nightcityblade](https://github.com/nightcityblade)
@@ -3446,12 +3445,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAravind-11)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAravind-11)
 - repo first seen: `2025-11-10T23:38:23Z`
-- repo last seen: `2026-04-20T23:55:26Z`
+- repo last seen: `2026-04-22T18:57:03Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **25 comments / 14 reviews / 14 review comments**
+- snapshot discussion activity: **26 comments / 14 reviews / 14 review comments**
 - account age: **2804 days**
 - recent public PR activity: **6 PRs** (4 merged / 0 closed-unmerged / 2 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
 - public orgs: none visible
@@ -3821,28 +3820,6 @@ Example artifacts:
 - [PR #44487: feat(integration): Add KubeflowCallback to enable automatic progress …](https://github.com/huggingface/transformers/pull/44487) — closed, merged
 - [Issue #44486: KubeflowCallback: Native progress reporting for Kubernetes-based Kubeflow training](https://github.com/huggingface/transformers/issues/44486) — closed
 
-### `ainergiz`
-
-- profile: [github.com/ainergiz](https://github.com/ainergiz)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aainergiz)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aainergiz)
-- repo first seen: `2026-02-21T20:56:04Z`
-- repo last seen: `2026-02-22T16:31:25Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **877 days**
-- recent public PR activity: **2 PRs** (2 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 #44207: Fix LASR feature extractor regression from invalid center argument](https://github.com/huggingface/transformers/pull/44207) — closed, merged
-- [Issue #44206: v5.2.0 regression: LasrFeatureExtractor passes unsupported center arg and crashes](https://github.com/huggingface/transformers/issues/44206) — closed
-
 ### `ambroiseodt`
 
 - profile: [github.com/ambroiseodt](https://github.com/ambroiseodt)
@@ -5066,7 +5043,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAnai-Guo)
 - repo first seen: `2026-04-22T13:14:19Z`
 - repo last seen: `2026-04-22T13:14:19Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**

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@@ -1784,6 +1784,71 @@
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+      "summary": "3 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #45086.",
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