Refresh transformers dataset snapshot 20260701T120019Z

README.md

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

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260701T060031Z`
-- Generated: `2026-07-01T06:01:46Z`
+- Snapshot: `20260701T120019Z`
+- Generated: `2026-07-01T12:02:40Z`
 - Activity window: `60d`
 - Contributors: `346`
 
@@ -12,7 +12,7 @@
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 130 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 111 | 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` | 100 | 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` | 100 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-07-19T13:27:51Z` | 100 | 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` | 99 | 4 | 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` | 73 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -22,7 +22,7 @@
 | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 45 | 1 | strong | low | low | targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 40 | 1 | strong | moderate | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 37 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
-| `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 35 | 20 | strong | low | low | targets high-star repos |
+| `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 36 | 20 | strong | low | low | targets high-star repos |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 34 | 4 | strong | moderate | low | high recent PR volume |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
 | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3752d | `2025-08-10T08:43:09Z` | 30 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
@@ -39,12 +39,12 @@
 | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 16 | 1 | weak | moderate | low | high open PR share |
 | `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 |
 | `Rohan5commit` | [profile](https://github.com/Rohan5commit) | no | FIRST_TIME_CONTRIBUTOR | 636d | `2026-06-12T06:11:19Z` | 13 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
+| `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 13 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
 | `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 12 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 12 | 0 | mixed | low | low | high open PR share |
 | `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | NONE | ?d | `2026-05-13T06:40:41Z` | 12 | 0 | n/a | n/a | n/a | summary unavailable |
 | `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 11 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `KartavyaDikshit` | [profile](https://github.com/KartavyaDikshit) | no | FIRST_TIME_CONTRIBUTOR | 1742d | `2026-06-22T01:23:43Z` | 11 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
-| `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 11 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
 | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | CONTRIBUTOR | 9d | `2026-04-22T13:14:19Z` | 10 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 10 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
 | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
@@ -108,7 +108,7 @@
 | `Abhijeet1815` | [profile](https://github.com/Abhijeet1815) | no | FIRST_TIME_CONTRIBUTOR | 611d | `2026-06-16T19:12:22Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Ace3Z` | [profile](https://github.com/Ace3Z) | no | CONTRIBUTOR | 2598d | `2026-05-24T21:47:03Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Achyuthan-S` | [profile](https://github.com/Achyuthan-S) | no | FIRST_TIME_CONTRIBUTOR | 1368d | `2026-06-06T07:20:32Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `aoright` | [profile](https://github.com/aoright) | no | FIRST_TIME_CONTRIBUTOR | 1548d | `2026-06-30T04:02:20Z` | 2 | 0 | weak | high | medium | broad repo spread; high open PR share; targets high-star repos |
+| `aoright` | [profile](https://github.com/aoright) | no | NONE | 1548d | `2026-06-30T04:02:20Z` | 2 | 0 | weak | high | medium | broad repo spread; high open PR share; targets high-star repos |
 | `ArjunSrivastava1` | [profile](https://github.com/ArjunSrivastava1) | no | CONTRIBUTOR | 430d | `2026-05-07T18:36:08Z` | 2 | 0 | weak | moderate | low | high open PR share |
 | `avihu111` | [profile](https://github.com/avihu111) | no | CONTRIBUTOR | 2928d | `2026-04-29T11:45:47Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Bhavana998` | [profile](https://github.com/Bhavana998) | no | FIRST_TIME_CONTRIBUTOR | 447d | `2026-06-05T15:57:49Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -123,7 +123,7 @@
 | `Jaeyo314` | [profile](https://github.com/Jaeyo314) | no | FIRST_TIMER | 289d | `2026-05-26T16:18:11Z` | 2 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `JulietChinenyeDuru` | [profile](https://github.com/JulietChinenyeDuru) | no | NONE | 357d | `2026-06-05T04:17:33Z` | 2 | 0 | weak | low | low | young account; high open PR share |
 | `Mamiglia` | [profile](https://github.com/Mamiglia) | no | CONTRIBUTOR | 3093d | `2026-05-08T16:06:43Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `meatybobby` | [profile](https://github.com/meatybobby) | no | FIRST_TIME_CONTRIBUTOR | 4220d | `2026-06-04T18:30:50Z` | 2 | 0 | weak | low | low | high open PR share |
+| `meatybobby` | [profile](https://github.com/meatybobby) | no | CONTRIBUTOR | 4220d | `2026-06-04T18:30:50Z` | 2 | 0 | weak | low | low | high open PR share |
 | `MosadCreates` | [profile](https://github.com/MosadCreates) | no | NONE | 586d | `2026-06-27T13:49:21Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `mulkymalikuldhrs` | [profile](https://github.com/mulkymalikuldhrs) | no | NONE | 416d | `2026-06-10T22:54:43Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 | `nileshpatil6` | [profile](https://github.com/nileshpatil6) | no | CONTRIBUTOR | 1148d | `2026-05-16T14:53:41Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
@@ -210,11 +210,11 @@
 | `AndriyVohar` | [profile](https://github.com/AndriyVohar) | no | FIRST_TIME_CONTRIBUTOR | 1197d | `2026-06-06T15:59:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `andylin-hao` | [profile](https://github.com/andylin-hao) | no | CONTRIBUTOR | 3162d | `2026-06-04T03:53:20Z` | 1 | 0 | strong | moderate | low | — |
 | `Apeksha23-hub` | [profile](https://github.com/Apeksha23-hub) | no | FIRST_TIME_CONTRIBUTOR | 79d | `2026-05-16T13:17:12Z` | 1 | 0 | mixed | low | low | very new account; no visible non-self stars; targets high-star repos |
-| `ArkaD171717` | [profile](https://github.com/ArkaD171717) | no | FIRST_TIME_CONTRIBUTOR | 1206d | `2026-05-02T09:31:22Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `arnav-144p` | [profile](https://github.com/arnav-144p) | no | NONE | 634d | `2026-06-02T18:52:53Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `arnavnaik22` | [profile](https://github.com/arnavnaik22) | no | NONE | 597d | `2026-06-05T19:41:55Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `ash01825` | [profile](https://github.com/ash01825) | no | FIRST_TIME_CONTRIBUTOR | 930d | `2026-06-13T15:51:08Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Ashutosh-177` | [profile](https://github.com/Ashutosh-177) | no | NONE | 978d | `2026-05-19T06:28:43Z` | 1 | 0 | mixed | moderate | low | high open PR share |
+| `atri2549` | [profile](https://github.com/atri2549) | yes | FIRST_TIMER | 1108d | `2026-07-01T09:25:24Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `AzeezIsh` | [profile](https://github.com/AzeezIsh) | no | CONTRIBUTOR | 1650d | `2026-06-04T16:46:37Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `BB0813` | [profile](https://github.com/BB0813) | no | NONE | 943d | `2026-06-21T13:10:48Z` | 1 | 0 | mixed | high | low | broad repo spread |
 | `belamaran96-coder` | [profile](https://github.com/belamaran96-coder) | no | NONE | 288d | `2026-05-03T16:53:02Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
@@ -268,7 +268,6 @@
 | `joaopedroassad` | [profile](https://github.com/joaopedroassad) | no | CONTRIBUTOR | 341d | `2026-06-02T19:08:14Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
 | `JohnnyWilson-Portfolio` | [profile](https://github.com/JohnnyWilson-Portfolio) | no | NONE | 532d | `2026-06-11T18:13:12Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `JOhnsonKC201` | [profile](https://github.com/JOhnsonKC201) | no | FIRST_TIME_CONTRIBUTOR | 702d | `2026-06-28T03:12:24Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
-| `Kaisan10` | [profile](https://github.com/Kaisan10) | no | NONE | 1151d | `2026-05-02T07:35:16Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `kemuxiaozi000` | [profile](https://github.com/kemuxiaozi000) | no | FIRST_TIME_CONTRIBUTOR | 3406d | `2026-06-17T09:00:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Kevin-Li-2025` | [profile](https://github.com/Kevin-Li-2025) | no | FIRST_TIME_CONTRIBUTOR | 371d | `2026-06-17T18:09:50Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `kfojcik-intel` | [profile](https://github.com/kfojcik-intel) | no | FIRST_TIME_CONTRIBUTOR | 1976d | `2026-05-18T08:12:12Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -281,6 +280,7 @@
 | `lanxuejin` | [profile](https://github.com/lanxuejin) | no | FIRST_TIME_CONTRIBUTOR | 2869d | `2026-06-04T12:32:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `lewtun` | [profile](https://github.com/lewtun) | no | MEMBER | 3372d | `2024-10-18T08:50:17Z` | 1 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `lianakoleva` | [profile](https://github.com/lianakoleva) | no | NONE | 2780d | `2026-05-13T17:04:37Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
+| `LiangSu8899` | [profile](https://github.com/LiangSu8899) | yes | FIRST_TIME_CONTRIBUTOR | 3682d | `2026-07-01T10:41:28Z` | 1 | 0 | mixed | low | low | high recent PR volume |
 | `ltd0924` | [profile](https://github.com/ltd0924) | no | FIRST_TIME_CONTRIBUTOR | 3177d | `2026-06-11T11:21:38Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `MaciejBalaNV` | [profile](https://github.com/MaciejBalaNV) | no | CONTRIBUTOR | 717d | `2026-05-21T19:47:46Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `manavmax` | [profile](https://github.com/manavmax) | no | NONE | 1226d | `2026-06-03T07:57:11Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -304,7 +304,7 @@
 | `professoralbay` | [profile](https://github.com/professoralbay) | no | FIRST_TIMER | 780d | `2026-06-03T20:51:18Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; 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 |
 | `Pruthvi226` | [profile](https://github.com/Pruthvi226) | no | NONE | 657d | `2026-06-26T13:43:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `psiddh` | [profile](https://github.com/psiddh) | yes | FIRST_TIME_CONTRIBUTOR | 5020d | `2026-07-01T03:58:40Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
+| `psiddh` | [profile](https://github.com/psiddh) | no | FIRST_TIME_CONTRIBUTOR | 5020d | `2026-07-01T03:58:40Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
 | `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 |
 | `puwaer` | [profile](https://github.com/puwaer) | no | NONE | 1811d | `2026-06-16T05:24:18Z` | 1 | 0 | strong | moderate | low | — |
 | `pvelayudhan` | [profile](https://github.com/pvelayudhan) | no | CONTRIBUTOR | 2051d | `2026-05-27T14:26:06Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -387,12 +387,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
 - repo first seen: `2025-03-19T10:58:02Z`
-- repo last seen: `2026-06-30T12:10:07Z`
+- repo last seen: `2026-07-01T09:24:43Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **111**
 - snapshot authored PRs/issues: **111 PRs / 0 issues**
-- snapshot discussion activity: **263 comments / 378 reviews / 564 review comments**
+- snapshot discussion activity: **265 comments / 381 reviews / 567 review comments**
 - account age: **2036 days**
 - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 - public orgs: `huggingface`
@@ -400,7 +400,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46978: Fix accelerate hooks for all models using linear attention](https://github.com/huggingface/transformers/pull/46978) — open
+- [PR #46978: Fix accelerate hooks for all models using linear attention](https://github.com/huggingface/transformers/pull/46978) — closed, merged
 - [PR #46955: Remove some unnecessary generate warnings](https://github.com/huggingface/transformers/pull/46955) — closed, merged
 - [PR #46953: Remove default dtype in FusedRMSNormGated modules](https://github.com/huggingface/transformers/pull/46953) — closed, merged
 
@@ -410,12 +410,12 @@ Example artifacts:
 - 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: `2026-06-30T19:59:38Z`
+- repo last seen: `2026-07-01T07:42:54Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **106**
 - snapshot authored PRs/issues: **100 PRs / 6 issues**
-- snapshot discussion activity: **185 comments / 223 reviews / 203 review comments**
+- snapshot discussion activity: **185 comments / 224 reviews / 204 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`
@@ -435,13 +435,13 @@ Example artifacts:
 - 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: `2026-06-30T15:22:57Z`
+- repo first seen: `2024-07-19T13:27:51Z`
+- repo last seen: `2026-07-01T08:20:47Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **100**
 - snapshot authored PRs/issues: **100 PRs / 0 issues**
-- snapshot discussion activity: **684 comments / 1070 reviews / 2313 review comments**
+- snapshot discussion activity: **687 comments / 1099 reviews / 2359 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`
@@ -459,12 +459,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
 - repo first seen: `2025-06-20T09:58:55Z`
-- repo last seen: `2026-06-25T10:04:40Z`
+- repo last seen: `2026-07-01T06:17:31Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **103**
 - snapshot authored PRs/issues: **99 PRs / 4 issues**
-- snapshot discussion activity: **84 comments / 108 reviews / 107 review comments**
+- snapshot discussion activity: **85 comments / 108 reviews / 107 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
@@ -510,12 +510,12 @@ 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: `2026-06-29T09:04:04Z`
+- repo last seen: `2026-07-01T06:53:11Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **73**
 - snapshot authored PRs/issues: **70 PRs / 3 issues**
-- snapshot discussion activity: **204 comments / 741 reviews / 1480 review comments**
+- snapshot discussion activity: **204 comments / 744 reviews / 1486 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
@@ -536,12 +536,12 @@ 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: `2026-06-30T20:08:00Z`
+- repo last seen: `2026-07-01T12:01:03Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **58**
 - snapshot authored PRs/issues: **56 PRs / 2 issues**
-- snapshot discussion activity: **740 comments / 1380 reviews / 5632 review comments**
+- snapshot discussion activity: **742 comments / 1388 reviews / 5677 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
@@ -586,12 +586,12 @@ 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: `2026-06-30T17:35:10Z`
+- repo last seen: `2026-07-01T11:07:43Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **47**
 - snapshot authored PRs/issues: **47 PRs / 0 issues**
-- snapshot discussion activity: **845 comments / 345 reviews / 235 review comments**
+- snapshot discussion activity: **851 comments / 345 reviews / 235 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`
@@ -680,11 +680,11 @@ 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: `2026-06-26T04:19:13Z`
+- repo last seen: `2026-07-01T06:03:56Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **55**
-- snapshot authored PRs/issues: **35 PRs / 20 issues**
+- repo primary artifacts: **56**
+- snapshot authored PRs/issues: **36 PRs / 20 issues**
 - snapshot discussion activity: **110 comments / 136 reviews / 136 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%**)
@@ -693,9 +693,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #46992: feat[vLLM x v5]: Rename audio_processor to feature_extractor on Granite Speech and Phi-4 Multimodal processors](https://github.com/huggingface/transformers/pull/46992) — open
 - [PR #46825: model: Add NVIDIA Canary-1B-v2 to Transformers](https://github.com/huggingface/transformers/pull/46825) — open
 - [PR #46472: feat[vLLM x v5]: Expose max_source_positions on VibeVoiceAsrConfig](https://github.com/huggingface/transformers/pull/46472) — closed, merged
-- [PR #46400: fix[vLLM x v5]: Default untied embeddings in AudioFlamingo3 and VibeVoice](https://github.com/huggingface/transformers/pull/46400) — closed, merged
 - [Issue #45198: [BUG] Wav2Vec2 wav2vec2-lv-60-espeak-cv-ft: save_pretrained and tokenization fail](https://github.com/huggingface/transformers/issues/45198) — closed
 - [Issue #45072: [BUG][CI] SwitchTransformers and TimmWrapperModel dtype mismatches in bfloat16 inference](https://github.com/huggingface/transformers/issues/45072) — closed
 - [Issue #44898: [BUG] Perceiver image classification (non-default res) fails even with interpolate_pos_encoding=True](https://github.com/huggingface/transformers/issues/44898) — closed
@@ -706,12 +706,12 @@ 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: `2026-07-01T05:24:19Z`
+- repo last seen: `2026-07-01T06:00:49Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **38**
 - snapshot authored PRs/issues: **34 PRs / 4 issues**
-- snapshot discussion activity: **63 comments / 54 reviews / 54 review comments**
+- snapshot discussion activity: **63 comments / 55 reviews / 55 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
@@ -814,7 +814,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46990: FSDP orchestration: mesh init, distribute-before-load, DCP save](https://github.com/huggingface/transformers/pull/46990) — open
+- [PR #46990: FSDP orchestration: mesh init, distribute-before-load, DCP save](https://github.com/huggingface/transformers/pull/46990) — open, draft
 - [PR #46717: Shard on read ](https://github.com/huggingface/transformers/pull/46717) — open
 - [PR #46707: Add native FSDP2 module + migration](https://github.com/huggingface/transformers/pull/46707) — open
 - [Issue #46187: cohere2_moe fails training + tensor parallel tests](https://github.com/huggingface/transformers/issues/46187) — closed
@@ -875,12 +875,12 @@ 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: `2026-06-30T16:40:00Z`
+- repo last seen: `2026-07-01T11:47:13Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **29**
 - snapshot authored PRs/issues: **25 PRs / 4 issues**
-- snapshot discussion activity: **79 comments / 443 reviews / 408 review comments**
+- snapshot discussion activity: **80 comments / 447 reviews / 412 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`
@@ -1082,18 +1082,41 @@ Example artifacts:
 - [PR #46648: Fix typo in modeling_mobilebert.py: 'embedings' → 'embeddings'](https://github.com/huggingface/transformers/pull/46648) — closed
 - [PR #46647: Fix typo in modeling_rope_utils.py: 'funcitonality' → 'functionality'](https://github.com/huggingface/transformers/pull/46647) — closed
 
+### `Sunt-ing`
+
+- profile: [github.com/Sunt-ing](https://github.com/Sunt-ing)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunt-ing)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunt-ing)
+- repo first seen: `2026-06-18T09:58:22Z`
+- repo last seen: `2026-07-01T06:58:38Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **13**
+- snapshot authored PRs/issues: **13 PRs / 0 issues**
+- snapshot discussion activity: **10 comments / 3 reviews / 3 review comments**
+- account age: **2841 days**
+- recent public PR activity: **52 PRs** (17 merged / 6 closed-unmerged / 29 open; merged rate **33%**, closed-unmerged rate **12%**, open rate **56%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
+- heuristic read: **high recent PR volume; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46994: Raise a clear error for empty token lists in bad_words_ids / sequence_bias](https://github.com/huggingface/transformers/pull/46994) — open
+- [PR #46993: Fix prompt lookup decoding generating past max_length](https://github.com/huggingface/transformers/pull/46993) — open
+- [PR #46937: Reject assisted generation for LFM2 and LFM2-MoE (set _is_stateful)](https://github.com/huggingface/transformers/pull/46937) — closed, merged
+
 ### `molbap`
 
 - profile: [github.com/molbap](https://github.com/molbap)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
 - repo first seen: `2024-06-13T14:13:17Z`
-- repo last seen: `2026-06-30T15:23:10Z`
+- repo last seen: `2026-07-01T07:39:38Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **13**
 - snapshot authored PRs/issues: **12 PRs / 1 issues**
-- snapshot discussion activity: **51 comments / 242 reviews / 677 review comments**
+- snapshot discussion activity: **52 comments / 243 reviews / 678 review comments**
 - account age: **2914 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
@@ -1112,12 +1135,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
 - repo first seen: `2025-07-25T12:59:52Z`
-- repo last seen: `2026-06-30T16:36:41Z`
+- repo last seen: `2026-07-01T11:55:37Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **12**
 - snapshot authored PRs/issues: **12 PRs / 0 issues**
-- snapshot discussion activity: **80 comments / 354 reviews / 959 review comments**
+- snapshot discussion activity: **80 comments / 355 reviews / 959 review comments**
 - account age: **4714 days**
 - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: `LCAV`
@@ -1199,29 +1222,6 @@ Example artifacts:
 - [PR #46814: fix: normalize VLM processor image input handling across models](https://github.com/huggingface/transformers/pull/46814) — closed
 - [PR #46809: fix: distinguish eval OOM from train OOM in auto_find_batch_size](https://github.com/huggingface/transformers/pull/46809) — closed
 
-### `Sunt-ing`
-
-- profile: [github.com/Sunt-ing](https://github.com/Sunt-ing)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunt-ing)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunt-ing)
-- repo first seen: `2026-06-18T09:58:22Z`
-- repo last seen: `2026-06-27T18:45:44Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **11**
-- snapshot authored PRs/issues: **11 PRs / 0 issues**
-- snapshot discussion activity: **9 comments / 3 reviews / 3 review comments**
-- account age: **2841 days**
-- recent public PR activity: **52 PRs** (17 merged / 6 closed-unmerged / 29 open; merged rate **33%**, closed-unmerged rate **12%**, open rate **56%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
-- heuristic read: **high recent PR volume; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46937: Reject assisted generation for LFM2 and LFM2-MoE (set _is_stateful)](https://github.com/huggingface/transformers/pull/46937) — closed, merged
-- [PR #46936: Fix crash in greedy assisted generation with different tokenizers](https://github.com/huggingface/transformers/pull/46936) — open
-- [PR #46831: Fix garbage generation for Qwen3.5/Qwen3-Next under device_map CPU offload](https://github.com/huggingface/transformers/pull/46831) — open
-
 ### `Anai-Guo`
 
 - profile: [github.com/Anai-Guo](https://github.com/Anai-Guo)
@@ -2060,7 +2060,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46988: fix(masking): preserve dict return type in create_masks_for_generate single-pattern path](https://github.com/huggingface/transformers/pull/46988) — open, draft
+- [PR #46988: fix(masking): preserve dict return type in create_masks_for_generate single-pattern path](https://github.com/huggingface/transformers/pull/46988) — closed, draft
 - [PR #45819: fix: use per-instance lru_cache in compile_compatible_method_lru_cache to prevent memory leak](https://github.com/huggingface/transformers/pull/45819) — open, draft
 - [PR #45801: Fix IndexError on 0-d tensor in sdpa_mask/flex_attention_mask cache_position check](https://github.com/huggingface/transformers/pull/45801) — closed
 
@@ -2701,7 +2701,7 @@ Example artifacts:
 - repo first seen: `2026-06-30T04:02:20Z`
 - repo last seen: `2026-07-01T02:33:45Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -2712,7 +2712,7 @@ Example artifacts:
 - heuristic read: **broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46987: fix(models): fix MPS float64 type compatibility crashes for MusicFlamingo and UDOP](https://github.com/huggingface/transformers/pull/46987) — open
+- [PR #46987: fix(models): fix MPS float64 type compatibility crashes for MusicFlamingo and UDOP](https://github.com/huggingface/transformers/pull/46987) — closed
 - [PR #46973: Fix AttributeError when window_size is set in TimesFm2_5ModelForPrediction](https://github.com/huggingface/transformers/pull/46973) — closed
 
 ### `ArjunSrivastava1`
@@ -2942,12 +2942,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIMvision12)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIMvision12)
 - repo first seen: `2026-05-10T21:08:04Z`
-- repo last seen: `2026-07-01T05:50:40Z`
+- repo last seen: `2026-07-01T08:18:28Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
 - account age: **1735 days**
 - recent public PR activity: **83 PRs** (80 merged / 3 closed-unmerged / 0 open; merged rate **96%**, closed-unmerged rate **4%**, open rate **0%**)
 - public orgs: none visible
@@ -2955,7 +2955,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume**
 
 Example artifacts:
-- [PR #46991: Add nvidia/LocateAnything-3B](https://github.com/huggingface/transformers/pull/46991) — open
+- [PR #46991: Add nvidia/LocateAnything-3B](https://github.com/huggingface/transformers/pull/46991) — closed
 - [PR #45875: fix](https://github.com/huggingface/transformers/pull/45875) — closed
 
 ### `Jaeyo314`
@@ -3032,7 +3032,7 @@ Example artifacts:
 - repo first seen: `2026-06-04T18:30:50Z`
 - repo last seen: `2026-06-08T20:33:15Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -3044,7 +3044,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46509: Add support for Nemotron Omni](https://github.com/huggingface/transformers/pull/46509) — open
-- [PR #46425: Add support for RADIO models](https://github.com/huggingface/transformers/pull/46425) — open
+- [PR #46425: Add support for RADIO models](https://github.com/huggingface/transformers/pull/46425) — closed, merged
 
 ### `MosadCreates`
 
@@ -3643,7 +3643,7 @@ Example artifacts:
 Example artifacts:
 - [PR #45945: Fix OLMo 3 scaled RoPE handling for sliding attention](https://github.com/huggingface/transformers/pull/45945) — closed
 - [PR #45686: Fix custom-module copies inheriting read-only permissions](https://github.com/huggingface/transformers/pull/45686) — closed, merged
-- [Issue #45698: from_pretrained loads wrong custom module after save_pretrained](https://github.com/huggingface/transformers/issues/45698) — open
+- [Issue #45698: from_pretrained loads wrong custom module after save_pretrained](https://github.com/huggingface/transformers/issues/45698) — closed
 - [Issue #45684: save_pretrained` (with `register_for_auto_class`) propagates read-only permissions from custom-model source files](https://github.com/huggingface/transformers/issues/45684) — closed
 - [Issue #45632: `trust_remote_code` cache path collides for local models sharing a leaf directory name](https://github.com/huggingface/transformers/issues/45632) — closed
 
@@ -4953,27 +4953,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46004: [Image Processor] Speed up image processors by casting to array before BatchFeature](https://github.com/huggingface/transformers/pull/46004) — open
 
-### `ArkaD171717`
-
-- profile: [github.com/ArkaD171717](https://github.com/ArkaD171717)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArkaD171717)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArkaD171717)
-- repo first seen: `2026-05-02T09:31:22Z`
-- repo last seen: `2026-05-15T19:57:27Z`
-- 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: **5 comments / 0 reviews / 0 review comments**
-- account age: **1206 days**
-- recent public PR activity: **7 PRs** (0 merged / 0 closed-unmerged / 7 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #45745: feat: add crop() to StaticCache layers for assisted generation](https://github.com/huggingface/transformers/pull/45745) — open
-
 ### `arnav-144p`
 
 - profile: [github.com/arnav-144p](https://github.com/arnav-144p)
@@ -5058,6 +5037,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46068: fix: adapt Whisper models to use self.loss_function with num_items_in_batch support](https://github.com/huggingface/transformers/pull/46068) — closed
 
+### `atri2549`
+
+- profile: [github.com/atri2549](https://github.com/atri2549)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aatri2549)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aatri2549)
+- repo first seen: `2026-07-01T09:25:24Z`
+- repo last seen: `2026-07-01T09:25:24Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIMER**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **1108 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #46995: Add MLU support to is_flash_linear_attention_available](https://github.com/huggingface/transformers/pull/46995) — open
+
 ### `AzeezIsh`
 
 - profile: [github.com/AzeezIsh](https://github.com/AzeezIsh)
@@ -5232,12 +5232,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AButterfingrz)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AButterfingrz)
 - repo first seen: `2026-06-29T14:31:31Z`
-- repo last seen: `2026-06-30T13:17:34Z`
+- repo last seen: `2026-07-01T07:03:58Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 3 reviews / 3 review comments**
+- snapshot discussion activity: **1 comments / 4 reviews / 4 review comments**
 - account age: **1134 days**
 - recent public PR activity: **10 PRs** (5 merged / 1 closed-unmerged / 4 open; merged rate **50%**, closed-unmerged rate **10%**, open rate **40%**)
 - public orgs: none visible
@@ -5245,7 +5245,7 @@ Example artifacts:
 - heuristic read: **high open PR share**
 
 Example artifacts:
-- [PR #46960: Fix silent SDPA math-kernel fallback for GQA with head_dim > 256](https://github.com/huggingface/transformers/pull/46960) — open
+- [PR #46960: Fix silent SDPA math-kernel fallback for GQA when key/value head_dim > 256 or differ](https://github.com/huggingface/transformers/pull/46960) — open
 
 ### `butterwecksolutions`
 
@@ -6171,27 +6171,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46942: Fix dtype cast in TimesFM 2.5 ResidualBlock for quantized weights](https://github.com/huggingface/transformers/pull/46942) — open
 
-### `Kaisan10`
-
-- profile: [github.com/Kaisan10](https://github.com/Kaisan10)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKaisan10)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKaisan10)
-- repo first seen: `2026-05-02T07:35:16Z`
-- repo last seen: `2026-05-13T13:23:52Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **1151 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45743: fix(bitsandbytes): implement reverse_op for Bnb4bitDeserialize and Bnb8bitDeserialize](https://github.com/huggingface/transformers/pull/45743) — closed
-
 ### `kemuxiaozi000`
 
 - profile: [github.com/kemuxiaozi000](https://github.com/kemuxiaozi000)
@@ -6240,12 +6219,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akfojcik-intel)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akfojcik-intel)
 - repo first seen: `2026-05-18T08:12:12Z`
-- repo last seen: `2026-05-18T08:12:12Z`
+- repo last seen: `2026-07-01T11:49:16Z`
 - 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: **1 comments / 0 reviews / 0 review comments**
 - account age: **1976 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
@@ -6444,6 +6423,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45948: fix feature extractor error messages to mention processor_config.json](https://github.com/huggingface/transformers/pull/45948) — closed
 
+### `LiangSu8899`
+
+- profile: [github.com/LiangSu8899](https://github.com/LiangSu8899)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALiangSu8899)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALiangSu8899)
+- repo first seen: `2026-07-01T10:41:28Z`
+- repo last seen: `2026-07-01T10:41:28Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **3682 days**
+- recent public PR activity: **74 PRs** (65 merged / 8 closed-unmerged / 1 open; merged rate **88%**, closed-unmerged rate **11%**, open rate **1%**)
+- public orgs: `4paradigm`, `flashrt-project`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #46997: Add after-load fusion for static quantized MLPs](https://github.com/huggingface/transformers/pull/46997) — open
+
 ### `ltd0924`
 
 - profile: [github.com/ltd0924](https://github.com/ltd0924)
@@ -6618,12 +6618,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMi-Jiazhi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMi-Jiazhi)
 - repo first seen: `2026-06-04T14:08:08Z`
-- repo last seen: `2026-06-30T10:27:33Z`
+- repo last seen: `2026-07-01T10:11:52Z`
 - 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 / 5 reviews / 5 review comments**
+- snapshot discussion activity: **0 comments / 7 reviews / 7 review comments**
 - account age: **2414 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
@@ -6934,7 +6934,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apsiddh)
 - repo first seen: `2026-07-01T03:58:40Z`
 - repo last seen: `2026-07-01T03:58:40Z`
-- 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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-      "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`, `tests/generation/test_utils.py`, `src/transformers/generation/candidate_generator.py`; representative PR #45979.",
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@@ -2899,28 +2916,11 @@
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-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers",
-            "src"
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-        },
         {
           "left_pr_number": 32189,
           "right_pr_number": 46735,
-          "similarity": 0.295,
-          "content_similarity": 0.175,
+          "similarity": 0.296,
+          "content_similarity": 0.176,
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           "breadth_similarity": 0.833,
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@@ -3023,7 +3023,7 @@
         46780
       ],
       "representative_pr_number": 46780,
-      "average_similarity": 0.722,
+      "average_similarity": 0.721,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/vit_mae/modeling_vit_mae.py`, `src/transformers/models/vit_mae/modular_vit_mae.py`, `src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py`; representative PR #46780.",
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         "src/transformers/models/vit_mae/modeling_vit_mae.py",
@@ -3081,8 +3081,8 @@
         {
           "left_pr_number": 45932,
           "right_pr_number": 46780,
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           "breadth_similarity": 0.679,
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@@ -3113,8 +3113,8 @@
         {
           "left_pr_number": 45932,
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-          "similarity": 0.593,
-          "content_similarity": 0.632,
+          "similarity": 0.592,
+          "content_similarity": 0.63,
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           "breadth_similarity": 0.679,
           "concentration_similarity": 0.916,
@@ -3272,7 +3272,7 @@
           "left_pr_number": 44015,
           "right_pr_number": 44676,
           "similarity": 0.412,
-          "content_similarity": 0.499,
+          "content_similarity": 0.5,
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@@ -3296,7 +3296,7 @@
         46928
       ],
       "representative_pr_number": 46580,
-      "average_similarity": 0.558,
+      "average_similarity": 0.559,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/auto/tokenization_auto.py`; representative PR #46580.",
       "shared_filenames": [
         "src/transformers/models/auto/tokenization_auto.py"
@@ -3312,7 +3312,7 @@
           "left_pr_number": 46580,
           "right_pr_number": 46928,
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-          "content_similarity": 0.715,
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@@ -3329,8 +3329,8 @@
         {
           "left_pr_number": 45293,
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.75,
@@ -3347,8 +3347,8 @@
         {
           "left_pr_number": 45293,
           "right_pr_number": 46928,
-          "similarity": 0.48,
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.75,
@@ -3439,82 +3439,6 @@
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-      "pr_numbers": [
-        46127,
-        46257,
-        46965
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-      "average_similarity": 0.521,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/deepseek_v4/modeling_deepseek_v4.py`; representative PR #46965.",
-      "shared_filenames": [
-        "src/transformers/models/deepseek_v4/modeling_deepseek_v4.py"
-      ],
-      "shared_directories": [
-        "src/transformers/models/deepseek_v4",
-        "src/transformers/models",
-        "src/transformers",
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-          "shared_directories": [
-            "src/transformers/models/deepseek_v4",
-            "src/transformers/models",
-            "src/transformers",
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-            "src/transformers/models/deepseek_v4",
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-            "src/transformers",
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     {
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@@ -3549,7 +3473,7 @@
         {
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-          "similarity": 0.672,
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           "breadth_similarity": 0.659,
@@ -3648,69 +3572,223 @@
       ]
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     {
-      "cluster_id": "pr-scope-43656-3",
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       "pr_numbers": [
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-        43842,
-        44682
+        46127,
+        46257,
+        46965
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-      "average_similarity": 0.474,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
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+      "average_similarity": 0.515,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/deepseek_v4/modeling_deepseek_v4.py`; representative PR #46965.",
       "shared_filenames": [
-        "src/transformers/cli/serve.py"
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       ],
       "shared_directories": [
-        "src/transformers/cli",
+        "src/transformers/models/deepseek_v4",
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+            "src/transformers/models",
+            "src/transformers",
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+        46890,
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+      "summary": "3 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #46890.",
+      "shared_filenames": [
+        "tests/utils/test_modeling_utils.py",
+        "src/transformers/modeling_utils.py"
+      ],
+      "shared_directories": [
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+        "src/transformers",
+        "tests",
+        "src"
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+        }
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+    },
+    {
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+      "pr_numbers": [
+        43656,
+        43842,
+        44682
+      ],
+      "representative_pr_number": 43656,
+      "average_similarity": 0.474,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
+      "shared_filenames": [
+        "src/transformers/cli/serve.py"
+      ],
+      "shared_directories": [
+        "src/transformers/cli",
+        "src/transformers",
+        "src"
+      ],
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+        {
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+        {
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+            "src/transformers",
+            "src"
+          ]
+        },
+        {
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+          "size_similarity": 0.011,
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           "shared_directories": [
             "src/transformers/cli",
             "src/transformers",
@@ -3816,12 +3894,12 @@
       ],
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           "shared_filenames": [
             "src/transformers/modeling_utils.py"
@@ -3832,12 +3910,12 @@
           ]
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         {
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-          "breadth_similarity": 1.0,
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           "concentration_similarity": 1.0,
           "shared_filenames": [
             "src/transformers/modeling_utils.py"
@@ -3950,185 +4028,91 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-44940-3",
+      "cluster_id": "pr-scope-42112-3",
       "pr_numbers": [
-        44940,
-        46890,
-        46960
+        42112,
+        46643,
+        46994
       ],
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-      "average_similarity": 0.45,
-      "summary": "3 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #46890.",
+      "representative_pr_number": 46643,
+      "average_similarity": 0.428,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`, `src/transformers/generation/utils.py`; representative PR #46643.",
       "shared_filenames": [
-        "tests/utils/test_modeling_utils.py",
-        "src/transformers/modeling_utils.py"
+        "src/transformers/generation/logits_process.py",
+        "tests/generation/test_logits_process.py",
+        "src/transformers/generation/utils.py"
       ],
       "shared_directories": [
-        "tests/utils",
+        "src/transformers/generation",
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         "src/transformers",
         "tests",
         "src"
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+          "similarity": 0.459,
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-            "tests/utils/test_modeling_utils.py"
+            "src/transformers/generation/logits_process.py",
+            "tests/generation/test_logits_process.py"
           ],
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+            "src/transformers/generation",
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+            "tests/generation",
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       ]
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-      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/qwen3_next/modular_qwen3_next.py`, `src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py`, `src/transformers/models/qwen3_next/modeling_qwen3_next.py`; representative PR #46831.",
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-        "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
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-        "src/transformers/models/qwen3_5/modular_qwen3_5.py"
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-        "src/transformers/models/qwen3_next",
-        "src/transformers/models/qwen3_5",
-        "src/transformers/models",
-        "src/transformers",
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-        "src/transformers/models/olmo_hybrid"
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-            "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
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-            "src/transformers/models/qwen3_5",
-            "src/transformers/models/qwen3_5_moe",
-            "src/transformers/models/qwen3_next",
-            "src/transformers/models",
-            "src/transformers",
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-            "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
-            "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
-            "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
-            "src/transformers/models/qwen3_next/modular_qwen3_next.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/olmo_hybrid",
-            "src/transformers/models/qwen3_5",
-            "src/transformers/models/qwen3_5_moe",
-            "src/transformers/models/qwen3_next",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-45709-3",
       "pr_numbers": [
@@ -4137,7 +4121,7 @@
         46211
       ],
       "representative_pr_number": 45742,
-      "average_similarity": 0.416,
+      "average_similarity": 0.418,
       "summary": "3 open PRs share weighted file overlap around `tests/models/llama/test_modeling_llama.py`, `src/transformers/models/llama/configuration_llama.py`, `src/transformers/models/llama/modeling_llama.py`; representative PR #45742.",
       "shared_filenames": [
         "tests/models/llama/test_modeling_llama.py",
@@ -4157,8 +4141,8 @@
         {
           "left_pr_number": 45742,
           "right_pr_number": 46211,
-          "similarity": 0.561,
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           "breadth_similarity": 0.25,
           "concentration_similarity": 0.852,
@@ -4179,8 +4163,8 @@
         {
           "left_pr_number": 45709,
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-          "similarity": 0.492,
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           "breadth_similarity": 0.833,
           "concentration_similarity": 0.72,
@@ -4198,7 +4182,7 @@
           "left_pr_number": 45709,
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@@ -4271,7 +4255,75 @@
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           "concentration_similarity": 0.549,
           "shared_filenames": [
-            "src/transformers/image_processing_backends.py"
+            "src/transformers/image_processing_backends.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "pr-scope-44606-3",
+      "pr_numbers": [
+        44606,
+        45086,
+        45317
+      ],
+      "representative_pr_number": 45086,
+      "average_similarity": 0.41,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #45086.",
+      "shared_filenames": [
+        "src/transformers/tokenization_utils_tokenizers.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
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+        {
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+          "size_similarity": 0.222,
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+          "concentration_similarity": 0.778,
+          "shared_filenames": [
+            "src/transformers/tokenization_utils_tokenizers.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 44606,
+          "right_pr_number": 45086,
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+          "content_similarity": 0.318,
+          "size_similarity": 0.222,
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+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/tokenization_utils_tokenizers.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
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+          "size_similarity": 1.0,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.778,
+          "shared_filenames": [
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           ],
           "shared_directories": [
             "src/transformers",
@@ -4281,67 +4333,77 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-44606-3",
+      "cluster_id": "pr-scope-46124-3",
       "pr_numbers": [
-        44606,
-        45086,
-        45317
+        46124,
+        46936,
+        46993
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-      "average_similarity": 0.41,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #45086.",
+      "representative_pr_number": 46124,
+      "average_similarity": 0.408,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/candidate_generator.py`, `tests/generation/test_utils.py`; representative PR #46124.",
       "shared_filenames": [
-        "src/transformers/tokenization_utils_tokenizers.py"
+        "src/transformers/generation/candidate_generator.py",
+        "tests/generation/test_utils.py"
       ],
       "shared_directories": [
+        "src/transformers/generation",
         "src/transformers",
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+        "src",
+        "tests/generation",
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           "shared_filenames": [
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             "src/transformers",
             "src"
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           "shared_filenames": [
-            "src/transformers/tokenization_utils_tokenizers.py"
+            "src/transformers/generation/candidate_generator.py",
+            "tests/generation/test_utils.py"
           ],
           "shared_directories": [
+            "src/transformers/generation",
             "src/transformers",
-            "src"
+            "tests/generation",
+            "src",
+            "tests"
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           "shared_filenames": [
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+            "src/transformers/generation/candidate_generator.py"
           ],
           "shared_directories": [
+            "src/transformers/generation",
             "src/transformers",
             "src"
           ]
@@ -4450,7 +4512,7 @@
           "left_pr_number": 33686,
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@@ -4754,71 +4816,6 @@
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-        46776,
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-      "average_similarity": 0.808,
-      "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/locateanything.md`, `src/transformers/models/locateanything/__init__.py`, `src/transformers/models/locateanything/configuration_locateanything.py`; representative PR #46776.",
-      "shared_filenames": [
-        "docs/source/en/model_doc/locateanything.md",
-        "src/transformers/models/locateanything/__init__.py",
-        "src/transformers/models/locateanything/configuration_locateanything.py",
-        "src/transformers/models/locateanything/image_processing_locateanything.py",
-        "src/transformers/models/locateanything/modeling_locateanything.py",
-        "src/transformers/models/locateanything/modular_locateanything.py",
-        "src/transformers/models/locateanything/processing_locateanything.py",
-        "tests/models/locateanything/__init__.py"
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-        "docs/source/en/model_doc",
-        "src/transformers/models/auto",
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-            "src/transformers/models/auto/auto_mappings.py",
-            "src/transformers/models/auto/modeling_auto.py",
-            "src/transformers/models/locateanything/__init__.py",
-            "src/transformers/models/locateanything/configuration_locateanything.py",
-            "src/transformers/models/locateanything/image_processing_locateanything.py",
-            "src/transformers/models/locateanything/modeling_locateanything.py",
-            "src/transformers/models/locateanything/modular_locateanything.py"
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-            "docs/source/en/model_doc",
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-            "src/transformers/models/locateanything",
-            "docs/source/en",
-            "src/transformers/models",
-            "tests/models/locateanything",
-            "docs/source",
-            "src/transformers",
-            "tests/models",
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@@ -4826,7 +4823,7 @@
         46689
       ],
       "representative_pr_number": 44438,
-      "average_similarity": 0.798,
+      "average_similarity": 0.797,
       "summary": "2 open PRs share weighted file overlap around `tests/trainer/test_trainer_optimizers.py`, `src/transformers/trainer_optimizer.py`, `src/transformers/training_args.py`; representative PR #44438.",
       "shared_filenames": [
         "tests/trainer/test_trainer_optimizers.py",
@@ -4847,8 +4844,8 @@
         {
           "left_pr_number": 44438,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.694,
@@ -4915,16 +4912,16 @@
       ],
       "representative_pr_number": 43543,
       "average_similarity": 0.775,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`, `src/transformers/models/minimax_m2/modeling_minimax_m2.py`; representative PR #43543.",
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`, `src/transformers/models/jamba/modeling_jamba.py`; representative PR #43543.",
       "shared_filenames": [
         "src/transformers/models/jetmoe/modeling_jetmoe.py",
         "src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py",
+        "src/transformers/models/jamba/modeling_jamba.py",
         "src/transformers/models/minimax_m2/modeling_minimax_m2.py",
         "src/transformers/models/phimoe/modeling_phimoe.py",
         "src/transformers/models/dbrx/modeling_dbrx.py",
         "src/transformers/models/flex_olmo/modeling_flex_olmo.py",
-        "src/transformers/models/gpt_oss/modeling_gpt_oss.py",
-        "src/transformers/models/jamba/modeling_jamba.py"
+        "src/transformers/models/mixtral/modeling_mixtral.py"
       ],
       "shared_directories": [
         "src/transformers/models/jetmoe",
@@ -4932,8 +4929,8 @@
         "src/transformers/models/phimoe",
         "src/transformers/models/dbrx",
         "src/transformers/models/flex_olmo",
-        "src/transformers/models/minimax_m2",
         "src/transformers/models/jamba",
+        "src/transformers/models/minimax_m2",
         "src/transformers/models/mixtral"
       ],
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@@ -5094,7 +5091,7 @@
         45977
       ],
       "representative_pr_number": 44794,
-      "average_similarity": 0.714,
+      "average_similarity": 0.715,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/gguf_dequant.py`, `src/transformers/quantizers/__init__.py`, `src/transformers/quantizers/quantizer_gguf.py`; representative PR #44794.",
       "shared_filenames": [
         "src/transformers/integrations/gguf_dequant.py",
@@ -5120,7 +5117,7 @@
         {
           "left_pr_number": 44794,
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-          "similarity": 0.714,
+          "similarity": 0.715,
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           "breadth_similarity": 0.694,
@@ -5157,7 +5154,7 @@
         45480
       ],
       "representative_pr_number": 43747,
-      "average_similarity": 0.675,
+      "average_similarity": 0.674,
       "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"
@@ -5171,7 +5168,7 @@
         {
           "left_pr_number": 43747,
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-          "similarity": 0.675,
+          "similarity": 0.674,
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           "size_similarity": 0.664,
           "breadth_similarity": 1.0,
@@ -5231,7 +5228,7 @@
         46942
       ],
       "representative_pr_number": 46834,
-      "average_similarity": 0.603,
+      "average_similarity": 0.611,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/timesfm2_5/modular_timesfm2_5.py`, `src/transformers/models/timesfm2_5/modeling_timesfm2_5.py`; representative PR #46834.",
       "shared_filenames": [
         "src/transformers/models/timesfm2_5/modular_timesfm2_5.py",
@@ -5247,8 +5244,8 @@
         {
           "left_pr_number": 46834,
           "right_pr_number": 46942,
-          "similarity": 0.603,
-          "content_similarity": 0.48,
+          "similarity": 0.611,
+          "content_similarity": 0.492,
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@@ -5332,7 +5329,7 @@
         46229
       ],
       "representative_pr_number": 45638,
-      "average_similarity": 0.568,
+      "average_similarity": 0.565,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/mtp.py`; representative PR #45638.",
       "shared_filenames": [
         "src/transformers/generation/mtp.py"
@@ -5347,8 +5344,8 @@
         {
           "left_pr_number": 45638,
           "right_pr_number": 46229,
-          "similarity": 0.568,
-          "content_similarity": 0.575,
+          "similarity": 0.565,
+          "content_similarity": 0.572,
           "size_similarity": 0.612,
           "breadth_similarity": 0.396,
           "concentration_similarity": 0.67,
@@ -5364,43 +5361,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-46413-2",
-      "pr_numbers": [
-        46413,
-        46957
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-      "representative_pr_number": 46413,
-      "average_similarity": 0.564,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/finegrained_fp8.py`; representative PR #46413.",
-      "shared_filenames": [
-        "src/transformers/integrations/finegrained_fp8.py"
-      ],
-      "shared_directories": [
-        "src/transformers/integrations",
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 46413,
-          "right_pr_number": 46957,
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-          "content_similarity": 0.696,
-          "size_similarity": 0.055,
-          "breadth_similarity": 0.292,
-          "concentration_similarity": 0.795,
-          "shared_filenames": [
-            "src/transformers/integrations/finegrained_fp8.py"
-          ],
-          "shared_directories": [
-            "src/transformers/integrations",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-44228-2",
       "pr_numbers": [
@@ -5408,7 +5368,7 @@
         46324
       ],
       "representative_pr_number": 44228,
-      "average_similarity": 0.557,
+      "average_similarity": 0.563,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/quantizers/quantizers_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44228.",
       "shared_filenames": [
         "src/transformers/quantizers/quantizers_utils.py",
@@ -5423,8 +5383,8 @@
         {
           "left_pr_number": 44228,
           "right_pr_number": 46324,
-          "similarity": 0.557,
-          "content_similarity": 0.591,
+          "similarity": 0.563,
+          "content_similarity": 0.599,
           "size_similarity": 0.259,
           "breadth_similarity": 0.583,
           "concentration_similarity": 0.926,
@@ -5480,36 +5440,34 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-46124-2",
+      "cluster_id": "pr-scope-45541-2",
       "pr_numbers": [
-        46124,
-        46936
+        45541,
+        46177
       ],
-      "representative_pr_number": 46124,
-      "average_similarity": 0.543,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/candidate_generator.py`; representative PR #46124.",
+      "representative_pr_number": 45541,
+      "average_similarity": 0.535,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_base.py`; representative PR #45541.",
       "shared_filenames": [
-        "src/transformers/generation/candidate_generator.py"
+        "src/transformers/tokenization_utils_base.py"
       ],
       "shared_directories": [
-        "src/transformers/generation",
         "src/transformers",
         "src"
       ],
       "pairwise": [
         {
-          "left_pr_number": 46124,
-          "right_pr_number": 46936,
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-          "size_similarity": 0.036,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.75,
+          "left_pr_number": 45541,
+          "right_pr_number": 46177,
+          "similarity": 0.535,
+          "content_similarity": 0.439,
+          "size_similarity": 0.519,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
           "shared_filenames": [
-            "src/transformers/generation/candidate_generator.py"
+            "src/transformers/tokenization_utils_base.py"
           ],
           "shared_directories": [
-            "src/transformers/generation",
             "src/transformers",
             "src"
           ]
@@ -5517,34 +5475,36 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-45541-2",
+      "cluster_id": "pr-scope-45056-2",
       "pr_numbers": [
-        45541,
-        46177
+        45056,
+        45128
       ],
-      "representative_pr_number": 45541,
-      "average_similarity": 0.535,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_base.py`; representative PR #45541.",
+      "representative_pr_number": 45056,
+      "average_similarity": 0.509,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
       "shared_filenames": [
-        "src/transformers/tokenization_utils_base.py"
+        "src/transformers/utils/auto_docstring.py"
       ],
       "shared_directories": [
+        "src/transformers/utils",
         "src/transformers",
         "src"
       ],
       "pairwise": [
         {
-          "left_pr_number": 45541,
-          "right_pr_number": 46177,
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-          "size_similarity": 0.519,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
+          "left_pr_number": 45056,
+          "right_pr_number": 45128,
+          "similarity": 0.509,
+          "content_similarity": 0.406,
+          "size_similarity": 0.669,
+          "breadth_similarity": 0.875,
+          "concentration_similarity": 0.724,
           "shared_filenames": [
-            "src/transformers/tokenization_utils_base.py"
+            "src/transformers/utils/auto_docstring.py"
           ],
           "shared_directories": [
+            "src/transformers/utils",
             "src/transformers",
             "src"
           ]
@@ -5583,7 +5543,7 @@
           "left_pr_number": 46267,
           "right_pr_number": 46980,
           "similarity": 0.509,
-          "content_similarity": 0.612,
+          "content_similarity": 0.613,
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           "breadth_similarity": 0.436,
           "concentration_similarity": 0.627,
@@ -5610,43 +5570,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-45056-2",
-      "pr_numbers": [
-        45056,
-        45128
-      ],
-      "representative_pr_number": 45056,
-      "average_similarity": 0.506,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
-      "shared_filenames": [
-        "src/transformers/utils/auto_docstring.py"
-      ],
-      "shared_directories": [
-        "src/transformers/utils",
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 45056,
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-          "size_similarity": 0.669,
-          "breadth_similarity": 0.875,
-          "concentration_similarity": 0.724,
-          "shared_filenames": [
-            "src/transformers/utils/auto_docstring.py"
-          ],
-          "shared_directories": [
-            "src/transformers/utils",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-45110-2",
       "pr_numbers": [
@@ -5845,6 +5768,41 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46768-2",
+      "pr_numbers": [
+        46768,
+        46838
+      ],
+      "representative_pr_number": 46768,
+      "average_similarity": 0.487,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/testing_utils.py`; representative PR #46768.",
+      "shared_filenames": [
+        "src/transformers/testing_utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46768,
+          "right_pr_number": 46838,
+          "similarity": 0.487,
+          "content_similarity": 0.41,
+          "size_similarity": 0.333,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/testing_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-40755-2",
       "pr_numbers": [
@@ -5852,7 +5810,7 @@
         45233
       ],
       "representative_pr_number": 40755,
-      "average_similarity": 0.487,
+      "average_similarity": 0.484,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/timesfm/modeling_timesfm.py`, `src/transformers/models/timesfm/modular_timesfm.py`, `tests/models/timesfm/test_modeling_timesfm.py`; representative PR #40755.",
       "shared_filenames": [
         "src/transformers/models/timesfm/modeling_timesfm.py",
@@ -5872,8 +5830,8 @@
         {
           "left_pr_number": 40755,
           "right_pr_number": 45233,
-          "similarity": 0.487,
-          "content_similarity": 0.46,
+          "similarity": 0.484,
+          "content_similarity": 0.455,
           "size_similarity": 0.266,
           "breadth_similarity": 0.792,
           "concentration_similarity": 0.928,
@@ -5895,34 +5853,36 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-46768-2",
+      "cluster_id": "pr-scope-46113-2",
       "pr_numbers": [
-        46768,
-        46838
+        46113,
+        46126
       ],
-      "representative_pr_number": 46768,
-      "average_similarity": 0.483,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/testing_utils.py`; representative PR #46768.",
+      "representative_pr_number": 46113,
+      "average_similarity": 0.468,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/distributed/utils.py`; representative PR #46113.",
       "shared_filenames": [
-        "src/transformers/testing_utils.py"
+        "src/transformers/distributed/utils.py"
       ],
       "shared_directories": [
+        "src/transformers/distributed",
         "src/transformers",
         "src"
       ],
       "pairwise": [
         {
-          "left_pr_number": 46768,
-          "right_pr_number": 46838,
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-          "size_similarity": 0.333,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
+          "left_pr_number": 46113,
+          "right_pr_number": 46126,
+          "similarity": 0.468,
+          "content_similarity": 0.519,
+          "size_similarity": 0.302,
+          "breadth_similarity": 0.292,
+          "concentration_similarity": 0.603,
           "shared_filenames": [
-            "src/transformers/testing_utils.py"
+            "src/transformers/distributed/utils.py"
           ],
           "shared_directories": [
+            "src/transformers/distributed",
             "src/transformers",
             "src"
           ]
@@ -5963,7 +5923,7 @@
           "left_pr_number": 46404,
           "right_pr_number": 46556,
           "similarity": 0.466,
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           "breadth_similarity": 0.46,
           "concentration_similarity": 0.86,
@@ -5994,45 +5954,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-41855-2",
-      "pr_numbers": [
-        41855,
-        46330
-      ],
-      "representative_pr_number": 41855,
-      "average_similarity": 0.464,
-      "summary": "2 open PRs share weighted file overlap around `tests/test_tokenization_mistral_common.py`, `src/transformers/tokenization_mistral_common.py`; representative PR #41855.",
-      "shared_filenames": [
-        "tests/test_tokenization_mistral_common.py",
-        "src/transformers/tokenization_mistral_common.py"
-      ],
-      "shared_directories": [
-        "src/transformers",
-        "tests",
-        "src"
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-          "size_similarity": 0.371,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.758,
-          "shared_filenames": [
-            "src/transformers/tokenization_mistral_common.py",
-            "tests/test_tokenization_mistral_common.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src",
-            "tests"
-          ]
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     {
       "cluster_id": "pr-scope-46848-2",
       "pr_numbers": [
@@ -6040,7 +5961,7 @@
         46926
       ],
       "representative_pr_number": 46848,
-      "average_similarity": 0.464,
+      "average_similarity": 0.465,
       "summary": "2 open PRs share weighted file overlap around `tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py`; representative PR #46848.",
       "shared_filenames": [
         "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py"
@@ -6054,7 +5975,7 @@
         {
           "left_pr_number": 46848,
           "right_pr_number": 46926,
-          "similarity": 0.464,
+          "similarity": 0.465,
           "content_similarity": 0.577,
           "size_similarity": 0.007,
           "breadth_similarity": 0.333,
@@ -6071,38 +5992,40 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-46113-2",
+      "cluster_id": "pr-scope-41855-2",
       "pr_numbers": [
-        46113,
-        46126
+        41855,
+        46330
       ],
-      "representative_pr_number": 46113,
-      "average_similarity": 0.461,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/distributed/utils.py`; representative PR #46113.",
+      "representative_pr_number": 41855,
+      "average_similarity": 0.464,
+      "summary": "2 open PRs share weighted file overlap around `tests/test_tokenization_mistral_common.py`, `src/transformers/tokenization_mistral_common.py`; representative PR #41855.",
       "shared_filenames": [
-        "src/transformers/distributed/utils.py"
+        "tests/test_tokenization_mistral_common.py",
+        "src/transformers/tokenization_mistral_common.py"
       ],
       "shared_directories": [
-        "src/transformers/distributed",
         "src/transformers",
+        "tests",
         "src"
       ],
       "pairwise": [
         {
-          "left_pr_number": 46113,
-          "right_pr_number": 46126,
-          "similarity": 0.461,
-          "content_similarity": 0.509,
-          "size_similarity": 0.302,
-          "breadth_similarity": 0.292,
-          "concentration_similarity": 0.603,
+          "left_pr_number": 41855,
+          "right_pr_number": 46330,
+          "similarity": 0.464,
+          "content_similarity": 0.386,
+          "size_similarity": 0.371,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.758,
           "shared_filenames": [
-            "src/transformers/distributed/utils.py"
+            "src/transformers/tokenization_mistral_common.py",
+            "tests/test_tokenization_mistral_common.py"
           ],
           "shared_directories": [
-            "src/transformers/distributed",
             "src/transformers",
-            "src"
+            "src",
+            "tests"
           ]
         }
       ]
@@ -6130,7 +6053,7 @@
           "left_pr_number": 45570,
           "right_pr_number": 46795,
           "similarity": 0.447,
-          "content_similarity": 0.344,
+          "content_similarity": 0.345,
           "size_similarity": 0.375,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -6230,39 +6153,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-46224-2",
-      "pr_numbers": [
-        46224,
-        46990
-      ],
-      "representative_pr_number": 46224,
-      "average_similarity": 0.439,
-      "summary": "2 open PRs share weighted file overlap around `tests/test_fsdp_mixin.py`; representative PR #46224.",
-      "shared_filenames": [
-        "tests/test_fsdp_mixin.py"
-      ],
-      "shared_directories": [
-        "tests"
-      ],
-      "pairwise": [
-        {
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-          "similarity": 0.439,
-          "content_similarity": 0.555,
-          "size_similarity": 0.107,
-          "breadth_similarity": 0.107,
-          "concentration_similarity": 0.473,
-          "shared_filenames": [
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-          ],
-          "shared_directories": [
-            "tests"
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-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-43785-2",
       "pr_numbers": [
@@ -6270,7 +6160,7 @@
         46902
       ],
       "representative_pr_number": 43785,
-      "average_similarity": 0.436,
+      "average_similarity": 0.434,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `src/transformers/modeling_utils.py`; representative PR #43785.",
       "shared_filenames": [
         "src/transformers/core_model_loading.py",
@@ -6285,8 +6175,8 @@
         {
           "left_pr_number": 43785,
           "right_pr_number": 46902,
-          "similarity": 0.436,
-          "content_similarity": 0.219,
+          "similarity": 0.434,
+          "content_similarity": 0.216,
           "size_similarity": 0.907,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.928,
@@ -6361,51 +6251,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-42112-2",
-      "pr_numbers": [
-        42112,
-        46643
-      ],
-      "representative_pr_number": 42112,
-      "average_similarity": 0.43,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`, `src/transformers/generation/utils.py`; representative PR #42112.",
-      "shared_filenames": [
-        "src/transformers/generation/logits_process.py",
-        "tests/generation/test_logits_process.py",
-        "src/transformers/generation/utils.py"
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-      "shared_directories": [
-        "src/transformers/generation",
-        "tests/generation",
-        "src/transformers",
-        "tests",
-        "src"
-      ],
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-          "similarity": 0.43,
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-          "size_similarity": 0.029,
-          "breadth_similarity": 0.521,
-          "concentration_similarity": 0.841,
-          "shared_filenames": [
-            "src/transformers/generation/logits_process.py",
-            "src/transformers/generation/utils.py",
-            "tests/generation/test_logits_process.py"
-          ],
-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers",
-            "tests/generation",
-            "src",
-            "tests"
-          ]
-        }
-      ]
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     {
       "cluster_id": "pr-scope-46099-2",
       "pr_numbers": [
@@ -6413,7 +6258,7 @@
         46269
       ],
       "representative_pr_number": 46099,
-      "average_similarity": 0.413,
+      "average_similarity": 0.412,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/apertus/configuration_apertus.py`, `src/transformers/models/apertus/modular_apertus.py`, `src/transformers/models/arcee/modular_arcee.py`; representative PR #46099.",
       "shared_filenames": [
         "src/transformers/models/apertus/configuration_apertus.py",
@@ -6439,8 +6284,8 @@
         {
           "left_pr_number": 46099,
           "right_pr_number": 46269,
-          "similarity": 0.413,
-          "content_similarity": 0.49,
+          "similarity": 0.412,
+          "content_similarity": 0.487,
           "size_similarity": 0.013,
           "breadth_similarity": 0.284,
           "concentration_similarity": 0.805,
@@ -6592,32 +6437,54 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-46501-2",
+      "cluster_id": "pr-scope-45513-2",
       "pr_numbers": [
-        46501,
-        46503
+        45513,
+        46148
+      ],
+      "representative_pr_number": 45513,
+      "average_similarity": 0.389,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/qwen3_next/modular_qwen3_next.py`, `src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py`, `src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py`; representative PR #45513.",
+      "shared_filenames": [
+        "src/transformers/models/qwen3_next/modular_qwen3_next.py",
+        "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
+        "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
+        "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
+        "src/transformers/models/qwen3_5/modeling_qwen3_5.py"
       ],
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