Refresh transformers dataset snapshot 20260612T120034Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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+- latest snapshot: `20260612T120034Z`
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new-contributors-report.md

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 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260612T060053Z`
-- Generated: `2026-06-12T06:02:03Z`
+- Snapshot: `20260612T120034Z`
+- Generated: `2026-06-12T12:03:00Z`
 - Activity window: `60d`
-- Contributors: `346`
+- Contributors: `349`
 
 ## Summary
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
-| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 111 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 113 | 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` | 102 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 96 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 92 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
@@ -20,7 +20,7 @@
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 48 | 2 | mixed | low | low | targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 46 | 0 | 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 |
-| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 37 | 1 | strong | low | low | targets high-star repos |
+| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 39 | 1 | strong | low | low | targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 34 | 20 | strong | low | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 34 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
@@ -33,8 +33,8 @@
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 20 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 20 | 0 | mixed | moderate | low | — |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 19 | 0 | strong | moderate | low | — |
-| `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
-| `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 18 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
+| `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 19 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
+| `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 7 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 17 | 0 | strong | moderate | low | targets high-star repos |
 | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 15 | 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 |
@@ -43,11 +43,12 @@
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 9 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
 | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 9 | 0 | mixed | moderate | low | targets high-star repos |
 | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
+| `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | CONTRIBUTOR | 9d | `2026-04-22T13:14:19Z` | 8 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 7 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
-| `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | CONTRIBUTOR | 9d | `2026-04-22T13:14:19Z` | 7 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 6 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `kchpp940` | [profile](https://github.com/kchpp940) | no | NONE | 375d | `2026-04-18T01:12:45Z` | 6 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 6 | 0 | strong | moderate | low | high recent PR volume |
+| `Rohan5commit` | [profile](https://github.com/Rohan5commit) | yes | NONE | 636d | `2026-06-12T06:11:19Z` | 6 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 | `XciD` | [profile](https://github.com/XciD) | no | MEMBER | 4481d | `2026-05-14T05:53:53Z` | 6 | 0 | mixed | high | low | extremely high recent PR volume; broad repo spread |
 | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
 | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 5 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
@@ -76,6 +77,7 @@
 | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
 | `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 7 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5087d | `2026-03-13T14:45:22Z` | 6 | 10 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 5 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
@@ -134,7 +136,6 @@
 | `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3177d | `2021-08-30T15:40:15Z` | 6 | 2 | mixed | low | low | targets high-star repos |
 | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-10-15T09:44:53Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2025-03-12T07:35:51Z` | 6 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5087d | `2026-03-13T14:45:22Z` | 5 | 10 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
 | `ghost` | [profile](https://github.com/ghost) | no | NONE | 6553d | `2024-05-09T10:45:25Z` | 4 | 2 | weak | low | low | high open PR share; no visible non-self stars |
@@ -225,6 +226,7 @@
 | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | NONE | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `calliec-1223` | [profile](https://github.com/calliec-1223) | no | CONTRIBUTOR | 68d | `2026-06-02T02:20:39Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Caromisc` | [profile](https://github.com/Caromisc) | no | CONTRIBUTOR | 2207d | `2026-05-07T11:04:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `ChangyiYang` | [profile](https://github.com/ChangyiYang) | yes | FIRST_TIME_CONTRIBUTOR | 1384d | `2026-06-12T07:03:59Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `cheparity` | [profile](https://github.com/cheparity) | no | FIRST_TIME_CONTRIBUTOR | 1517d | `2026-06-03T05:18:26Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Chinmay1220` | [profile](https://github.com/Chinmay1220) | no | FIRST_TIME_CONTRIBUTOR | 999d | `2026-06-11T16:14:03Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 | `chirag-gupta-07` | [profile](https://github.com/chirag-gupta-07) | no | FIRST_TIMER | 276d | `2026-05-11T05:43:53Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -269,7 +271,7 @@
 | `jmayank1511` | [profile](https://github.com/jmayank1511) | no | FIRST_TIME_CONTRIBUTOR | 2753d | `2026-05-20T18:13:18Z` | 1 | 0 | strong | moderate | low | no visible non-self stars |
 | `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 |
 | `joerowell` | [profile](https://github.com/joerowell) | no | CONTRIBUTOR | 3394d | `2026-04-28T08:24:28Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `JohnnyWilson-Portfolio` | [profile](https://github.com/JohnnyWilson-Portfolio) | no | FIRST_TIME_CONTRIBUTOR | 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 |
+| `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 |
 | `Kabir08` | [profile](https://github.com/Kabir08) | no | NONE | 2216d | `2026-04-19T08:27:15Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `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 |
 | `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | FIRST_TIME_CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -278,6 +280,7 @@
 | `kiankyars` | [profile](https://github.com/kiankyars) | no | NONE | 2112d | `2026-05-23T05:32:32Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share |
 | `kiwigitops` | [profile](https://github.com/kiwigitops) | no | CONTRIBUTOR | 81d | `2026-05-18T23:18:34Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
 | `kuishou68` | [profile](https://github.com/kuishou68) | no | NONE | 2457d | `2026-05-05T02:27:41Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `kurtmckee` | [profile](https://github.com/kurtmckee) | yes | FIRST_TIME_CONTRIBUTOR | 6391d | `2026-06-12T11:41:21Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread; no visible non-self stars |
 | `lalitha2410` | [profile](https://github.com/lalitha2410) | no | FIRST_TIMER | 1043d | `2026-05-17T13:42:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
 | `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 |
@@ -305,6 +308,7 @@
 | `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 |
 | `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 |
+| `punyamodi` | [profile](https://github.com/punyamodi) | yes | FIRST_TIME_CONTRIBUTOR | 2156d | `2026-06-12T08:32:21Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
 | `py-ai-dev` | [profile](https://github.com/py-ai-dev) | no | NONE | 78d | `2026-03-21T22:53:27Z` | 1 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `ramkumar27072006` | [profile](https://github.com/ramkumar27072006) | no | CONTRIBUTOR | 543d | `2026-06-07T03:16:30Z` | 1 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -315,7 +319,6 @@
 | `rraghavkaushik` | [profile](https://github.com/rraghavkaushik) | no | CONTRIBUTOR | 1057d | `2026-05-06T10:53:47Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `ruixiang63` | [profile](https://github.com/ruixiang63) | no | CONTRIBUTOR | 3277d | `2026-04-27T21:19:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `saadkhaleeq610` | [profile](https://github.com/saadkhaleeq610) | no | NONE | 2359d | `2026-05-17T07:52:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `sachinkumarsingh092` | [profile](https://github.com/sachinkumarsingh092) | no | FIRST_TIME_CONTRIBUTOR | 3282d | `2026-03-30T18:54:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Sanjays2402` | [profile](https://github.com/Sanjays2402) | no | FIRST_TIME_CONTRIBUTOR | 2554d | `2026-05-23T19:26:01Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `Saurav-Gupta-13` | [profile](https://github.com/Saurav-Gupta-13) | no | NONE | 1717d | `2026-06-05T16:58:41Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `SAY-5` | [profile](https://github.com/SAY-5) | no | NONE | 172d | `2026-04-20T05:44:53Z` | 1 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
@@ -364,12 +367,12 @@
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
 - repo first seen: `2025-03-31T13:54:54Z`
-- repo last seen: `2026-06-11T14:16:43Z`
+- repo last seen: `2026-06-12T09:38:23Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **111**
-- snapshot authored PRs/issues: **111 PRs / 0 issues**
-- snapshot discussion activity: **136 comments / 234 reviews / 161 review comments**
+- repo primary artifacts: **113**
+- snapshot authored PRs/issues: **113 PRs / 0 issues**
+- snapshot discussion activity: **136 comments / 235 reviews / 162 review comments**
 - account age: **4938 days**
 - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
 - public orgs: none visible
@@ -377,9 +380,9 @@
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46594: Fix torchaudio version not tied to torch version in docker file ](https://github.com/huggingface/transformers/pull/46594) — closed, merged
+- [PR #46591: [CI] Enable PR CI for all fork PRs via security gate](https://github.com/huggingface/transformers/pull/46591) — closed, merged
 - [PR #46560: [CI] Catch all shell/process execution issues in security gate via Bandit JSON report](https://github.com/huggingface/transformers/pull/46560) — closed, merged
-- [PR #46557: [CI] Implement real security check in PR CI security gate](https://github.com/huggingface/transformers/pull/46557) — closed, merged
-- [PR #46555: [CI] Add 60s delay in security gate for flow observation](https://github.com/huggingface/transformers/pull/46555) — closed, merged
 
 ### `Cyrilvallez`
 
@@ -462,12 +465,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
 - repo first seen: `2024-09-26T09:23:39Z`
-- repo last seen: `2026-06-12T05:47:30Z`
+- repo last seen: `2026-06-12T10:36:56Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **88**
 - snapshot authored PRs/issues: **88 PRs / 0 issues**
-- snapshot discussion activity: **614 comments / 948 reviews / 2055 review comments**
+- snapshot discussion activity: **616 comments / 948 reviews / 2055 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`
@@ -485,12 +488,12 @@ 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: `2026-06-11T11:57:56Z`
+- repo last seen: `2026-06-12T07:07:40Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **68**
 - snapshot authored PRs/issues: **65 PRs / 3 issues**
-- snapshot discussion activity: **197 comments / 693 reviews / 1381 review comments**
+- snapshot discussion activity: **198 comments / 695 reviews / 1381 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
@@ -561,12 +564,12 @@ 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: `2026-06-12T00:10:33Z`
+- repo last seen: `2026-06-12T09:36:24Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **50**
 - snapshot authored PRs/issues: **48 PRs / 2 issues**
-- snapshot discussion activity: **641 comments / 1151 reviews / 4703 review comments**
+- snapshot discussion activity: **643 comments / 1153 reviews / 4704 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 +589,12 @@ 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: `2026-06-11T13:33:00Z`
+- repo last seen: `2026-06-12T11:34:19Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **46 PRs / 0 issues**
-- snapshot discussion activity: **766 comments / 256 reviews / 136 review comments**
+- snapshot discussion activity: **773 comments / 257 reviews / 136 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`
@@ -633,11 +636,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
 - repo first seen: `2025-09-11T21:27:59Z`
-- repo last seen: `2026-06-10T07:38:40Z`
+- repo last seen: `2026-06-12T09:01:03Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **38**
-- snapshot authored PRs/issues: **37 PRs / 1 issues**
+- repo primary artifacts: **40**
+- snapshot authored PRs/issues: **39 PRs / 1 issues**
 - snapshot discussion activity: **53 comments / 161 reviews / 169 review comments**
 - account age: **1813 days**
 - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
@@ -646,9 +649,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #46533: [CB] [Minor] Add parameter to tune default compile level](https://github.com/huggingface/transformers/pull/46533) — open
-- [PR #46532: (Draft) [CB] Change padding from interval to pow2](https://github.com/huggingface/transformers/pull/46532) — open
-- [PR #46490: [CB] [Minor] Add data-parallel to overall script](https://github.com/huggingface/transformers/pull/46490) — closed, merged
+- [PR #46593: [CB] Fix seqlens and use TypedDict](https://github.com/huggingface/transformers/pull/46593) — open
+- [PR #46587: [CB] Fix offloading](https://github.com/huggingface/transformers/pull/46587) — open
+- [PR #46533: [CB] [Minor] Add parameter to tune default compile level](https://github.com/huggingface/transformers/pull/46533) — closed, merged
 - [Issue #46516: [Continuous batching] Tracker for issues and feature requests](https://github.com/huggingface/transformers/issues/46516) — open
 
 ### `harshaljanjani`
@@ -802,12 +805,12 @@ 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: `2026-06-12T03:10:12Z`
+- repo last seen: `2026-06-12T06:38:11Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **29**
 - snapshot authored PRs/issues: **25 PRs / 4 issues**
-- snapshot discussion activity: **57 comments / 45 reviews / 45 review comments**
+- snapshot discussion activity: **58 comments / 45 reviews / 45 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
@@ -903,12 +906,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
 - repo first seen: `2025-12-24T11:54:53Z`
-- repo last seen: `2026-06-11T14:49:26Z`
+- repo last seen: `2026-06-12T06:20:07Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **20**
 - snapshot authored PRs/issues: **20 PRs / 0 issues**
-- snapshot discussion activity: **24 comments / 91 reviews / 91 review comments**
+- snapshot discussion activity: **25 comments / 95 reviews / 95 review comments**
 - account age: **1497 days**
 - recent public PR activity: **17 PRs** (8 merged / 3 closed-unmerged / 6 open; merged rate **47%**, closed-unmerged rate **18%**, open rate **35%**)
 - public orgs: none visible
@@ -943,18 +946,41 @@ Example artifacts:
 - [PR #46213: [AMD CI] revert AMD mi325 hf-workflows ref from SHA back to @main](https://github.com/huggingface/transformers/pull/46213) — closed, merged
 - [PR #46160: [ROCm] Fix gpt_oss test suite: AITER attention fallback, SonicMoE guard, and distributed test fixes](https://github.com/huggingface/transformers/pull/46160) — open
 
+### `kashif`
+
+- profile: [github.com/kashif](https://github.com/kashif)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akashif)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akashif)
+- repo first seen: `2025-09-08T13:05:54Z`
+- repo last seen: `2026-06-12T11:41:29Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **19**
+- snapshot authored PRs/issues: **19 PRs / 0 issues**
+- snapshot discussion activity: **44 comments / 66 reviews / 64 review comments**
+- account age: **6569 days**
+- recent public PR activity: **32 PRs** (20 merged / 1 closed-unmerged / 11 open; merged rate **62%**, closed-unmerged rate **3%**, open rate **34%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
+- heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
+
+Example artifacts:
+- [PR #46595: [DiffusionGemma] Add DDIM and block refinement samplers](https://github.com/huggingface/transformers/pull/46595) — open
+- [PR #46572: [DiffusionGemma] Support gradient checkpointing](https://github.com/huggingface/transformers/pull/46572) — open
+- [PR #46568: Make DiffusionGemma trainable](https://github.com/huggingface/transformers/pull/46568) — closed, merged
+
 ### `tomaarsen`
 
 - profile: [github.com/tomaarsen](https://github.com/tomaarsen)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atomaarsen)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atomaarsen)
 - repo first seen: `2025-12-02T16:00:11Z`
-- repo last seen: `2026-04-22T21:53:08Z`
+- repo last seen: `2026-06-12T11:51:09Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **24**
-- snapshot authored PRs/issues: **18 PRs / 6 issues**
-- snapshot discussion activity: **58 comments / 155 reviews / 152 review comments**
+- repo primary artifacts: **25**
+- snapshot authored PRs/issues: **18 PRs / 7 issues**
+- snapshot discussion activity: **59 comments / 155 reviews / 152 review comments**
 - account age: **2949 days**
 - recent public PR activity: **52 PRs** (49 merged / 3 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: `nltk`, `huggingface`, `embeddings-benchmark`, `Hugging-Face-Helping-Hand`
@@ -965,32 +991,9 @@ Example artifacts:
 - [PR #45457: Allow loading Qwen Thinker 'base' models without generative head](https://github.com/huggingface/transformers/pull/45457) — closed, merged
 - [PR #45455: [`fix`] Make Qwen2_5OmniProcessor warning a lot less noisy via warning_once](https://github.com/huggingface/transformers/pull/45455) — closed, merged
 - [PR #45444: [`fix`] Always early return for non-Mistral models in _patch_mistral_regex](https://github.com/huggingface/transformers/pull/45444) — closed, merged
+- [Issue #46597: [`docs`] PULL_REQUEST_TEMPLATE.md has broken link to non-existent CONTRIBUTING.md section](https://github.com/huggingface/transformers/issues/46597) — open
 - [Issue #45030: tiny-random glm4v configuration can't load due to config validation changes](https://github.com/huggingface/transformers/issues/45030) — closed
 - [Issue #44877: Strict config prevents loading `granite_speech` config](https://github.com/huggingface/transformers/issues/44877) — closed
-- [Issue #44625: Qwen3.5 `num_labels` not propagated from core config to text config](https://github.com/huggingface/transformers/issues/44625) — closed
-
-### `kashif`
-
-- profile: [github.com/kashif](https://github.com/kashif)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akashif)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akashif)
-- repo first seen: `2025-09-08T13:05:54Z`
-- repo last seen: `2026-06-11T20:50:58Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **18**
-- snapshot authored PRs/issues: **18 PRs / 0 issues**
-- snapshot discussion activity: **36 comments / 65 reviews / 64 review comments**
-- account age: **6569 days**
-- recent public PR activity: **32 PRs** (20 merged / 1 closed-unmerged / 11 open; merged rate **62%**, closed-unmerged rate **3%**, open rate **34%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
-- heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
-
-Example artifacts:
-- [PR #46572: [DiffusionGemma] Support gradient checkpointing](https://github.com/huggingface/transformers/pull/46572) — open
-- [PR #46568: Make DiffusionGemma trainable](https://github.com/huggingface/transformers/pull/46568) — closed, merged
-- [PR #45846: [Cache] Add `Cache.snapshot()` / `Cache.restore(snapshot)` for tentative-forward rollback](https://github.com/huggingface/transformers/pull/45846) — closed
 
 ### `michaelbenayoun`
 
@@ -1150,7 +1153,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #46576: PP-OCRv6: update documentation and slow tests](https://github.com/huggingface/transformers/pull/46576) — open
+- [PR #46576: PP-OCRv6: update documentation and slow tests](https://github.com/huggingface/transformers/pull/46576) — closed, merged
 - [PR #45838: [Model] Add PP-OCRv6 Models Support](https://github.com/huggingface/transformers/pull/45838) — closed, merged
 - [PR #45626: [Model] Add PP-FormulaNet Model Support](https://github.com/huggingface/transformers/pull/45626) — closed, merged
 
@@ -1179,6 +1182,29 @@ Example artifacts:
 - [Issue #45440: Native `DeepseekV3MoE` diverges from the remote DeepSeekV3 implementation](https://github.com/huggingface/transformers/issues/45440) — closed
 - [Issue #45141: [refactor] gpt-oss `eager_attention_forward` for modularity (Ex: models with dual eager attn: sink/no sink)](https://github.com/huggingface/transformers/issues/45141) — closed
 
+### `Anai-Guo`
+
+- profile: [github.com/Anai-Guo](https://github.com/Anai-Guo)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAnai-Guo)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAnai-Guo)
+- repo first seen: `2026-04-22T13:14:19Z`
+- repo last seen: `2026-06-12T07:11:18Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **8**
+- snapshot authored PRs/issues: **8 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **9 days**
+- recent public PR activity: **42 PRs** (4 merged / 5 closed-unmerged / 33 open; merged rate **10%**, closed-unmerged rate **12%**, open rate **79%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
+- heuristic read: **very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46589: fix(serve): don't classify Gemma 4 closed prefilled thinking block as reasoning](https://github.com/huggingface/transformers/pull/46589) — closed
+- [PR #46473: fix(cli/serve): import serve handlers lazily so the CLI works without the `serve` extra](https://github.com/huggingface/transformers/pull/46473) — open
+- [PR #46343: fix(falcon_mamba): recommend `pip install kernels` in fast-path warning](https://github.com/huggingface/transformers/pull/46343) — closed, merged
+
 ### `Charly21r`
 
 - profile: [github.com/Charly21r](https://github.com/Charly21r)
@@ -1203,41 +1229,18 @@ Example artifacts:
 - [PR #45716: [Gemma4] Fix SharedKVCache identity loss under FSDP2 cast_forward_inputs](https://github.com/huggingface/transformers/pull/45716) — closed
 - [Issue #46121: `convert_rope_params_to_dict` raises `TypeError` when `ignore_keys_at_rope_validation` is a JSON-loaded list](https://github.com/huggingface/transformers/issues/46121) — closed
 
-### `Anai-Guo`
-
-- profile: [github.com/Anai-Guo](https://github.com/Anai-Guo)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAnai-Guo)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAnai-Guo)
-- repo first seen: `2026-04-22T13:14:19Z`
-- repo last seen: `2026-06-07T13:23:59Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **7**
-- snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **9 days**
-- recent public PR activity: **42 PRs** (4 merged / 5 closed-unmerged / 33 open; merged rate **10%**, closed-unmerged rate **12%**, open rate **79%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
-- heuristic read: **very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46473: fix(cli/serve): import serve handlers lazily so the CLI works without the `serve` extra](https://github.com/huggingface/transformers/pull/46473) — open
-- [PR #46343: fix(falcon_mamba): recommend `pip install kernels` in fast-path warning](https://github.com/huggingface/transformers/pull/46343) — closed, merged
-- [PR #46329: perf(feature_extraction_sequence): skip re-splitting already-batched numpy arrays in pad()](https://github.com/huggingface/transformers/pull/46329) — closed, merged
-
 ### `BenjaminBossan`
 
 - profile: [github.com/BenjaminBossan](https://github.com/BenjaminBossan)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
 - repo first seen: `2024-10-17T11:56:32Z`
-- repo last seen: `2026-06-08T10:26:21Z`
+- repo last seen: `2026-06-12T10:53:55Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **31 comments / 12 reviews / 15 review comments**
+- snapshot discussion activity: **32 comments / 12 reviews / 15 review comments**
 - account age: **4501 days**
 - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
 - public orgs: `huggingface`
@@ -1295,6 +1298,29 @@ Example artifacts:
 - [PR #46574: Fix CodeLlama tokenizer stripping real leading spaces on decode (#46491)](https://github.com/huggingface/transformers/pull/46574) — open
 - [PR #46437: [Modular Converter] Strip @use_kernelized_func(fn) when fn lacks @use_kernel_func_from_hub](https://github.com/huggingface/transformers/pull/46437) — closed
 
+### `Rohan5commit`
+
+- profile: [github.com/Rohan5commit](https://github.com/Rohan5commit)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARohan5commit)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARohan5commit)
+- repo first seen: `2026-06-12T06:11:19Z`
+- repo last seen: `2026-06-12T06:14:58Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **6 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **636 days**
+- recent public PR activity: **599 PRs** (210 merged / 211 closed-unmerged / 178 open; merged rate **35%**, closed-unmerged rate **35%**, open rate **30%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; no visible non-self stars**
+
+Example artifacts:
+- [PR #46586: fix: correct 'funcitonality' typo in RoPE utils](https://github.com/huggingface/transformers/pull/46586) — closed
+- [PR #46585: fix: correct 'lenghts' variable name typo in higgs_audio_v2 processor](https://github.com/huggingface/transformers/pull/46585) — closed
+- [PR #46584: fix: correct 'overriden' typo in multiple files](https://github.com/huggingface/transformers/pull/46584) — closed
+
 ### `XciD`
 
 - profile: [github.com/XciD](https://github.com/XciD)
@@ -1950,6 +1976,32 @@ Example artifacts:
 - [PR #44160: Add model lerobot PI0 to transformers](https://github.com/huggingface/transformers/pull/44160) — closed, merged
 - [Issue #43979: Call to contributions: refactor output tracing in transformers](https://github.com/huggingface/transformers/issues/43979) — closed
 
+### `dacorvo`
+
+- profile: [github.com/dacorvo](https://github.com/dacorvo)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adacorvo)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adacorvo)
+- repo first seen: `2026-03-13T14:45:22Z`
+- repo last seen: `2026-06-12T07:25:21Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **16**
+- snapshot authored PRs/issues: **6 PRs / 10 issues**
+- snapshot discussion activity: **19 comments / 12 reviews / 12 review comments**
+- account age: **5087 days**
+- recent public PR activity: **7 PRs** (1 merged / 3 closed-unmerged / 3 open; merged rate **14%**, closed-unmerged rate **43%**, open rate **43%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46590: feat(generation): allow user to keep input tensors on cpu](https://github.com/huggingface/transformers/pull/46590) — open
+- [PR #46446: Fix several bugs in `cache_implementation=static`](https://github.com/huggingface/transformers/pull/46446) — open
+- [PR #44757: Add Neuron to auto-compile hardware list](https://github.com/huggingface/transformers/pull/44757) — closed, merged
+- [Issue #46441: Qwen3.5 crash with `cache_implementation="static"` — `KeyError: 'linear_attention'`](https://github.com/huggingface/transformers/issues/46441) — open
+- [Issue #46439: Static cache `early_initialization` corrupts linear-attention layers (wrong shapes → `RuntimeError`)](https://github.com/huggingface/transformers/issues/46439) — open
+- [Issue #46424: Cache config max_cache_length only honored for Quantized Cache](https://github.com/huggingface/transformers/issues/46424) — open
+
 ### `SangbumChoi`
 
 - profile: [github.com/SangbumChoi](https://github.com/SangbumChoi)
@@ -2075,12 +2127,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agante)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agante)
 - repo first seen: `2023-02-24T12:09:33Z`
-- repo last seen: `2026-06-11T17:31:44Z`
+- repo last seen: `2026-06-12T11:08:44Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **3 PRs / 2 issues**
-- snapshot discussion activity: **2 comments / 4 reviews / 34 review comments**
+- snapshot discussion activity: **3 comments / 4 reviews / 34 review comments**
 - account age: **4054 days**
 - recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
 - public orgs: none visible
@@ -3263,32 +3315,6 @@ Example artifacts:
 - [PR #45328: Update Gemma4 weight conversion script](https://github.com/huggingface/transformers/pull/45328) — closed, merged
 - [PR #45192: casually dropping the most capable open weights on the planet](https://github.com/huggingface/transformers/pull/45192) — closed, merged
 
-### `dacorvo`
-
-- profile: [github.com/dacorvo](https://github.com/dacorvo)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adacorvo)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adacorvo)
-- repo first seen: `2026-03-13T14:45:22Z`
-- repo last seen: `2026-06-11T12:35:55Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **15**
-- snapshot authored PRs/issues: **5 PRs / 10 issues**
-- snapshot discussion activity: **19 comments / 12 reviews / 12 review comments**
-- account age: **5087 days**
-- recent public PR activity: **7 PRs** (1 merged / 3 closed-unmerged / 3 open; merged rate **14%**, closed-unmerged rate **43%**, open rate **43%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46446: Fix several bugs in `cache_implementation=static`](https://github.com/huggingface/transformers/pull/46446) — open
-- [PR #44757: Add Neuron to auto-compile hardware list](https://github.com/huggingface/transformers/pull/44757) — closed, merged
-- [PR #44680: Allow kernel modules to declare their preferred mask function](https://github.com/huggingface/transformers/pull/44680) — open
-- [Issue #46441: Qwen3.5 crash with `cache_implementation="static"` — `KeyError: 'linear_attention'`](https://github.com/huggingface/transformers/issues/46441) — open
-- [Issue #46439: Static cache `early_initialization` corrupts linear-attention layers (wrong shapes → `RuntimeError`)](https://github.com/huggingface/transformers/issues/46439) — open
-- [Issue #46424: Cache config max_cache_length only honored for Quantized Cache](https://github.com/huggingface/transformers/issues/46424) — open
-
 ### `lashahub`
 
 - profile: [github.com/lashahub](https://github.com/lashahub)
@@ -4263,12 +4289,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALauraGPT)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALauraGPT)
 - repo first seen: `2026-05-24T11:07:04Z`
-- repo last seen: `2026-06-07T17:47:38Z`
+- repo last seen: `2026-06-12T10:05:08Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
 - account age: **3699 days**
 - recent public PR activity: **9 PRs** (2 merged / 0 closed-unmerged / 7 open; merged rate **22%**, closed-unmerged rate **0%**, open rate **78%**)
 - public orgs: `FunAudioLLM`
@@ -5253,6 +5279,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45824: fix: correct typo 'seperate' -> 'separate' in comments across multipl…](https://github.com/huggingface/transformers/pull/45824) — closed, merged
 
+### `ChangyiYang`
+
+- profile: [github.com/ChangyiYang](https://github.com/ChangyiYang)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AChangyiYang)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AChangyiYang)
+- repo first seen: `2026-06-12T07:03:59Z`
+- repo last seen: `2026-06-12T07:03:59Z`
+- 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: **1384 days**
+- recent public PR activity: **5 PRs** (2 merged / 0 closed-unmerged / 3 open; merged rate **40%**, closed-unmerged rate **0%**, open rate **60%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46588: Lfm2: thread `seq_idx` through ShortConv for packed/varlen inputs](https://github.com/huggingface/transformers/pull/46588) — open
+
 ### `cheparity`
 
 - profile: [github.com/cheparity](https://github.com/cheparity)
@@ -6185,7 +6232,7 @@ Example artifacts:
 - repo first seen: `2026-06-11T18:13:12Z`
 - repo last seen: `2026-06-11T18:20:09Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -6196,7 +6243,7 @@ Example artifacts:
 - heuristic read: **many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46571: Add regression tests for void segmentation maps (MaskFormer, Mask2Former)](https://github.com/huggingface/transformers/pull/46571) — open
+- [PR #46571: Add regression tests for void segmentation maps (MaskFormer, Mask2Former)](https://github.com/huggingface/transformers/pull/46571) — closed
 
 ### `Kabir08`
 
@@ -6366,6 +6413,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45778: fix(testing): use worker-specific captured_info files for pytest-xdist compatibility](https://github.com/huggingface/transformers/pull/45778) — closed
 
+### `kurtmckee`
+
+- profile: [github.com/kurtmckee](https://github.com/kurtmckee)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akurtmckee)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akurtmckee)
+- repo first seen: `2026-06-12T11:41:21Z`
+- repo last seen: `2026-06-12T11:41:21Z`
+- 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: **6391 days**
+- recent public PR activity: **30 PRs** (23 merged / 4 closed-unmerged / 3 open; merged rate **77%**, closed-unmerged rate **13%**, open rate **10%**)
+- public orgs: `globusonline`, `ESGF`, `globus`, `cookiecutter`, `nextcloud`
+- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
+- heuristic read: **high recent PR volume; broad repo spread; no visible non-self stars**
+
+Example artifacts:
+- [PR #46596: Fix docstring formatting issues causing Sphinx autodoc warnings](https://github.com/huggingface/transformers/pull/46596) — open
+
 ### `lalitha2410`
 
 - profile: [github.com/lalitha2410](https://github.com/lalitha2410)
@@ -6933,6 +7001,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46003: Fix DeepSeekV4 compressor padding masks](https://github.com/huggingface/transformers/pull/46003) — closed
 
+### `punyamodi`
+
+- profile: [github.com/punyamodi](https://github.com/punyamodi)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apunyamodi)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apunyamodi)
+- repo first seen: `2026-06-12T08:32:21Z`
+- repo last seen: `2026-06-12T08:32:21Z`
+- 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: **2156 days**
+- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46592: Fix regression in ProcessorMixin._load_tokenizer_from_pretrained for tokenizers at root](https://github.com/huggingface/transformers/pull/46592) — open
+
 ### `pvelayudhan`
 
 - profile: [github.com/pvelayudhan](https://github.com/pvelayudhan)
@@ -7143,27 +7232,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46010: fix(cache): StaticCache.get_seq_length() now returns int instead of Tensor](https://github.com/huggingface/transformers/pull/46010) — closed
 
-### `sachinkumarsingh092`
-
-- profile: [github.com/sachinkumarsingh092](https://github.com/sachinkumarsingh092)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asachinkumarsingh092)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asachinkumarsingh092)
-- repo first seen: `2026-03-30T18:54:37Z`
-- repo last seen: `2026-04-13T11:35:41Z`
-- 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: **3 comments / 0 reviews / 0 review comments**
-- account age: **3282 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 #45401: Add support for Voxtral-4B-TTS-2603 to transformers](https://github.com/huggingface/transformers/pull/45401) — open, draft
-
 ### `Sanjays2402`
 
 - profile: [github.com/Sanjays2402](https://github.com/Sanjays2402)

new_contributors.parquet

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@@ -1370,7 +1370,7 @@
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@@ -1417,6 +1417,199 @@
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+        46590
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+      "summary": "5 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
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@@ -1446,7 +1639,7 @@
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           "right_pr_number": 45635,
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@@ -1837,130 +2030,6 @@
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-      "pr_numbers": [
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-        39683,
-        44872,
-        45985
-      ],
-      "representative_pr_number": 45985,
-      "average_similarity": 0.499,
-      "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
-      "shared_filenames": [
-        "src/transformers/generation/utils.py"
-      ],
-      "shared_directories": [
-        "src/transformers/generation",
-        "src/transformers",
-        "src"
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-            "src/transformers",
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-            "src"
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-            "src"
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     {
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@@ -2124,7 +2193,7 @@
         46580
       ],
       "representative_pr_number": 45293,
-      "average_similarity": 0.452,
+      "average_similarity": 0.454,
       "summary": "4 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`, `src/transformers/models/auto/tokenization_auto.py`; representative PR #45293.",
       "shared_filenames": [
         "tests/models/auto/test_tokenization_auto.py",
@@ -2161,8 +2230,8 @@
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@@ -2179,8 +2248,8 @@
         {
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@@ -2240,7 +2309,7 @@
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@@ -2275,7 +2344,7 @@
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           "breadth_similarity": 1.0,
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@@ -2349,27 +2418,164 @@
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           "shared_filenames": [
-            "src/transformers/utils/import_utils.py"
+            "src/transformers/utils/import_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/utils",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
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+          "right_pr_number": 45060,
+          "similarity": 0.247,
+          "content_similarity": 0.178,
+          "size_similarity": 0.228,
+          "breadth_similarity": 0.667,
+          "concentration_similarity": 0.421,
+          "shared_filenames": [
+            "src/transformers/utils/import_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/utils",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "pr-scope-32189-4",
+      "pr_numbers": [
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+        42655,
+        46124,
+        46436
+      ],
+      "representative_pr_number": 46124,
+      "average_similarity": 0.372,
+      "summary": "4 open PRs share weighted file overlap around `tests/generation/test_utils.py`, `src/transformers/generation/candidate_generator.py`, `src/transformers/generation/utils.py`; representative PR #46124.",
+      "shared_filenames": [
+        "tests/generation/test_utils.py",
+        "src/transformers/generation/candidate_generator.py",
+        "src/transformers/generation/utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers/generation",
+        "src/transformers",
+        "src",
+        "tests/generation",
+        "tests"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46124,
+          "right_pr_number": 46436,
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+          "content_similarity": 0.24,
+          "size_similarity": 0.966,
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+          "concentration_similarity": 0.922,
+          "shared_filenames": [
+            "tests/generation/test_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "tests/generation",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 32189,
+          "right_pr_number": 42655,
+          "similarity": 0.454,
+          "content_similarity": 0.487,
+          "size_similarity": 0.231,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.568,
+          "shared_filenames": [
+            "src/transformers/generation/candidate_generator.py",
+            "src/transformers/generation/utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
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+          "right_pr_number": 46124,
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+          "size_similarity": 0.038,
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+          "concentration_similarity": 0.753,
+          "shared_filenames": [
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+            "tests/generation/test_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "tests/generation",
+            "src",
+            "tests"
+          ]
+        },
+        {
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+          "size_similarity": 0.165,
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+          "concentration_similarity": 0.815,
+          "shared_filenames": [
+            "src/transformers/generation/candidate_generator.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
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+        },
+        {
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+          "right_pr_number": 46436,
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+          "content_similarity": 0.289,
+          "size_similarity": 0.039,
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+          "shared_filenames": [
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-            "src/transformers/utils",
+            "src/transformers/generation",
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+            "tests/generation",
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+          "left_pr_number": 32189,
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+          "breadth_similarity": 0.833,
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           "shared_filenames": [
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           ],
           "shared_directories": [
-            "src/transformers/utils",
+            "src/transformers/generation",
             "src/transformers",
             "src"
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@@ -2943,88 +3149,6 @@
         }
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-    {
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-        46124,
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-        46483
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-      "average_similarity": 0.494,
-      "summary": "3 open PRs share weighted file overlap around `tests/generation/test_utils.py`, `src/transformers/generation/utils.py`; representative PR #46436.",
-      "shared_filenames": [
-        "tests/generation/test_utils.py",
-        "src/transformers/generation/utils.py"
-      ],
-      "shared_directories": [
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-            "src/transformers",
-            "tests/generation",
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-            "tests"
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     {
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@@ -3064,7 +3188,7 @@
         {
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@@ -3135,7 +3259,7 @@
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@@ -3315,7 +3439,7 @@
         {
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           "size_similarity": 0.089,
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@@ -3380,90 +3504,6 @@
         }
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-    {
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-      "pr_numbers": [
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-        43875,
-        46446
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-      "average_similarity": 0.373,
-      "summary": "3 open PRs share weighted file overlap around `tests/utils/test_cache_utils.py`, `src/transformers/cache_utils.py`, `src/transformers/generation/utils.py`; representative PR #46446.",
-      "shared_filenames": [
-        "tests/utils/test_cache_utils.py",
-        "src/transformers/cache_utils.py",
-        "src/transformers/generation/utils.py"
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-            "src/transformers",
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-            "tests/utils",
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-          "shared_filenames": [
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-            "tests/utils/test_cache_utils.py"
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-            "tests/utils",
-            "src",
-            "tests"
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     {
       "cluster_id": "pr-scope-33686-3",
       "pr_numbers": [
@@ -3485,7 +3525,7 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44550,
-          "similarity": 0.385,
+          "similarity": 0.386,
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           "breadth_similarity": 1.0,
@@ -3516,8 +3556,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44407,
-          "similarity": 0.348,
-          "content_similarity": 0.078,
+          "similarity": 0.349,
+          "content_similarity": 0.079,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3538,7 +3578,7 @@
         45917
       ],
       "representative_pr_number": 44981,
-      "average_similarity": 0.361,
+      "average_similarity": 0.362,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #44981.",
       "shared_filenames": [
         "src/transformers/trainer.py"
@@ -3610,7 +3650,7 @@
         46503
       ],
       "representative_pr_number": 46503,
-      "average_similarity": 0.352,
+      "average_similarity": 0.353,
       "summary": "3 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #46503.",
       "shared_filenames": [],
       "shared_directories": [
@@ -4764,6 +4804,55 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46569-2",
+      "pr_numbers": [
+        46569,
+        46595
+      ],
+      "representative_pr_number": 46569,
+      "average_similarity": 0.504,
+      "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/diffusion_gemma.md`, `src/transformers/models/diffusion_gemma/generation_diffusion_gemma.py`; representative PR #46569.",
+      "shared_filenames": [
+        "docs/source/en/model_doc/diffusion_gemma.md",
+        "src/transformers/models/diffusion_gemma/generation_diffusion_gemma.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/diffusion_gemma",
+        "docs/source/en/model_doc",
+        "docs/source/en",
+        "src/transformers/models",
+        "docs/source",
+        "src/transformers",
+        "docs",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46569,
+          "right_pr_number": 46595,
+          "similarity": 0.504,
+          "content_similarity": 0.548,
+          "size_similarity": 0.085,
+          "breadth_similarity": 0.583,
+          "concentration_similarity": 0.985,
+          "shared_filenames": [
+            "docs/source/en/model_doc/diffusion_gemma.md",
+            "src/transformers/models/diffusion_gemma/generation_diffusion_gemma.py"
+          ],
+          "shared_directories": [
+            "docs/source/en/model_doc",
+            "src/transformers/models/diffusion_gemma",
+            "docs/source/en",
+            "src/transformers/models",
+            "docs/source",
+            "src/transformers",
+            "docs",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45110-2",
       "pr_numbers": [
@@ -5035,7 +5124,7 @@
           "left_pr_number": 46404,
           "right_pr_number": 46556,
           "similarity": 0.476,
-          "content_similarity": 0.443,
+          "content_similarity": 0.442,
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           "breadth_similarity": 0.679,
           "concentration_similarity": 0.894,
@@ -5191,59 +5280,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-46532-2",
-      "pr_numbers": [
-        46532,
-        46533
-      ],
-      "representative_pr_number": 46532,
-      "average_similarity": 0.455,
-      "summary": "2 open PRs share weighted file overlap around `benchmark_v2/benchmark_scripts/continuous_batching_overall.py`, `src/transformers/generation/continuous_batching/initialization.py`, `tests/generation/test_continuous_batching.py`; representative PR #46532.",
-      "shared_filenames": [
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