Refresh transformers dataset snapshot 20260612T180035Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260612T120034Z`
+- latest snapshot: `20260612T180035Z`
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@@ -12943,8 +12809,8 @@
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@@ -12955,7 +12821,7 @@
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@@ -19300,8 +19166,8 @@
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new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260612T120034Z`
-- Generated: `2026-06-12T12:03:00Z`
+- Snapshot: `20260612T180035Z`
+- Generated: `2026-06-12T18:02:10Z`
 - Activity window: `60d`
-- Contributors: `349`
+- Contributors: `347`
 
 ## Summary
 
@@ -12,12 +12,12 @@
 | `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 |
+| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 95 | 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` | 88 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 65 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 62 | 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` | 66 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 63 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 49 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
-| `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 48 | 2 | mixed | low | low | targets high-star repos |
+| `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 49 | 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` | 39 | 1 | strong | low | low | targets high-star repos |
@@ -29,8 +29,8 @@
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 25 | 14 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 25 | 4 | strong | moderate | low | high recent PR volume |
 | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 21 | 4 | strong | low | low | — |
+| `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 21 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 21 | 1 | mixed | low | low | high open PR share; targets high-star repos |
-| `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 | — |
 | `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 |
@@ -43,12 +43,14 @@
 | `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 |
+| `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 8 | 1 | weak | low | low | high open PR share; 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 |
+| `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 7 | 0 | mixed | moderate | low | high recent PR volume; 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 |
+| `Rohan5commit` | [profile](https://github.com/Rohan5commit) | no | 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 |
@@ -76,10 +78,8 @@
 | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 9 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `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 |
 | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
 | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 4 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -148,14 +148,12 @@
 | `Wauplin` | [profile](https://github.com/Wauplin) | no | MEMBER | 4075d | `2025-12-02T12:54:40Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
 | `Aftabbs` | [profile](https://github.com/Aftabbs) | no | NONE | 1318d | `2026-04-12T08:48:26Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-04-11T21:41:32Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `ezylopx5` | [profile](https://github.com/ezylopx5) | no | FIRST_TIME_CONTRIBUTOR | 606d | `2026-04-01T19:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `GitGlimpse895` | [profile](https://github.com/GitGlimpse895) | no | NONE | 5d | `2026-04-12T10:14:58Z` | 2 | 0 | weak | moderate | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 2 | 0 | weak | low | low | no visible non-self stars; targets high-star repos |
 | `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3202d | `2026-03-04T00:42:43Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `nuxlear` | [profile](https://github.com/nuxlear) | no | CONTRIBUTOR | 3757d | `2026-01-02T07:29:46Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 160d | `2026-03-30T15:02:06Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
-| `saslifat-gif` | [profile](https://github.com/saslifat-gif) | no | CONTRIBUTOR | 229d | `2026-04-02T14:08:15Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `zRzRzRzRzRzRzR` | [profile](https://github.com/zRzRzRzRzRzRzR) | no | CONTRIBUTOR | 1671d | `2026-01-21T13:37:27Z` | 2 | 0 | strong | moderate | low | targets high-star repos |
 | `zvik` | [profile](https://github.com/zvik) | no | FIRST_TIME_CONTRIBUTOR | 4383d | `2026-03-03T07:50:39Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
 | `artem-spector` | [profile](https://github.com/artem-spector) | no | CONTRIBUTOR | 4093d | `2026-04-13T13:31:01Z` | 1 | 2 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -172,7 +170,7 @@
 | `davevanveen` | [profile](https://github.com/davevanveen) | no | FIRST_TIME_CONTRIBUTOR | 3357d | `2026-04-17T20:59:54Z` | 1 | 1 | mixed | low | low | high open PR share |
 | `dvdimitrov13` | [profile](https://github.com/dvdimitrov13) | no | FIRST_TIME_CONTRIBUTOR | 2296d | `2026-04-24T14:56:28Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `earino` | [profile](https://github.com/earino) | no | CONTRIBUTOR | 6609d | `2026-04-20T10:22:03Z` | 1 | 1 | strong | moderate | low | — |
-| `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | FIRST_TIME_CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
+| `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `jshn9515` | [profile](https://github.com/jshn9515) | no | FIRST_TIME_CONTRIBUTOR | 214d | `2026-05-29T22:55:56Z` | 1 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `julien-gadonneix` | [profile](https://github.com/julien-gadonneix) | no | NONE | 987d | `2026-06-02T15:31:42Z` | 1 | 1 | mixed | low | low | high open PR share |
 | `karnakarreddi` | [profile](https://github.com/karnakarreddi) | no | NONE | 3847d | `2026-05-20T05:12:29Z` | 1 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share |
@@ -226,7 +224,7 @@
 | `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 |
+| `ChangyiYang` | [profile](https://github.com/ChangyiYang) | no | 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 |
@@ -280,7 +278,7 @@
 | `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 |
+| `kurtmckee` | [profile](https://github.com/kurtmckee) | no | 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 |
@@ -308,7 +306,7 @@
 | `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 |
+| `punyamodi` | [profile](https://github.com/punyamodi) | no | 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 |
@@ -367,12 +365,12 @@
 - 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: `2026-06-12T09:38:23Z`
+- repo last seen: `2026-06-12T13:48:38Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **113**
 - snapshot authored PRs/issues: **113 PRs / 0 issues**
-- snapshot discussion activity: **136 comments / 235 reviews / 162 review comments**
+- snapshot discussion activity: **137 comments / 239 reviews / 163 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
@@ -439,12 +437,12 @@ 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: `2026-06-10T12:27:32Z`
+- repo last seen: `2026-06-12T13:45:21Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **98**
-- snapshot authored PRs/issues: **92 PRs / 6 issues**
-- snapshot discussion activity: **180 comments / 212 reviews / 195 review comments**
+- repo primary artifacts: **101**
+- snapshot authored PRs/issues: **95 PRs / 6 issues**
+- snapshot discussion activity: **180 comments / 213 reviews / 196 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`
@@ -452,9 +450,9 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
 
 Example artifacts:
-- [PR #46278: qa: fix ty caching and align CI with local run](https://github.com/huggingface/transformers/pull/46278) — closed, merged
-- [PR #46260: chore(linter): respect TRF017 modeling rule](https://github.com/huggingface/transformers/pull/46260) — closed, merged
-- [PR #46259: chore(linter): add TRF018 modeling rule](https://github.com/huggingface/transformers/pull/46259) — open
+- [PR #46602: [CI] don't export OTELs within the tests](https://github.com/huggingface/transformers/pull/46602) — closed, merged
+- [PR #46601: [CI] capture checkers output in OTEL](https://github.com/huggingface/transformers/pull/46601) — closed, merged
+- [PR #46599: a11 for checkers](https://github.com/huggingface/transformers/pull/46599) — closed, merged
 - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — closed
 - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
 - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
@@ -488,12 +486,12 @@ 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: `2026-06-12T07:07:40Z`
+- repo last seen: `2026-06-12T13:10:36Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **68**
-- snapshot authored PRs/issues: **65 PRs / 3 issues**
-- snapshot discussion activity: **198 comments / 695 reviews / 1381 review comments**
+- repo primary artifacts: **69**
+- snapshot authored PRs/issues: **66 PRs / 3 issues**
+- snapshot discussion activity: **198 comments / 696 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
@@ -501,9 +499,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46600: Add minimax m3vl](https://github.com/huggingface/transformers/pull/46600) — closed, merged
 - [PR #46408: Remove unused shared_expert_combination_strategy from cohere2_moe](https://github.com/huggingface/transformers/pull/46408) — open
 - [PR #46404: Centralize multimodal token expansion via get_text_with_replacements](https://github.com/huggingface/transformers/pull/46404) — open
-- [PR #46381: Allow tokenizers 0.23.1](https://github.com/huggingface/transformers/pull/46381) — open
 - [Issue #45882: Reduce peak memory during quantization of MoE models (follow-up to #43917)](https://github.com/huggingface/transformers/issues/45882) — open
 - [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
 - [Issue #42710: Outstanding issues / PR before we can release v5](https://github.com/huggingface/transformers/issues/42710) — closed
@@ -514,12 +512,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
 - repo first seen: `2024-02-08T22:19:09Z`
-- repo last seen: `2026-06-10T16:30:23Z`
+- repo last seen: `2026-06-12T16:19:22Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **64**
-- snapshot authored PRs/issues: **62 PRs / 2 issues**
-- snapshot discussion activity: **37 comments / 167 reviews / 290 review comments**
+- repo primary artifacts: **65**
+- snapshot authored PRs/issues: **63 PRs / 2 issues**
+- snapshot discussion activity: **37 comments / 168 reviews / 290 review comments**
 - account age: **2296 days**
 - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 - public orgs: `huggingface`
@@ -527,9 +525,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
+- [PR #46606: [pr template] update](https://github.com/huggingface/transformers/pull/46606) — open
 - [PR #46528: [docs] torchvision lanczos](https://github.com/huggingface/transformers/pull/46528) — closed, merged
 - [PR #46507: [docs] 4D attention masks](https://github.com/huggingface/transformers/pull/46507) — closed, merged
-- [PR #46387: [docs] remove sparsity from compressed-tensors](https://github.com/huggingface/transformers/pull/46387) — closed, merged
 - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
 - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
 
@@ -539,12 +537,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
 - repo first seen: `2024-09-02T13:41:47Z`
-- repo last seen: `2026-06-11T15:18:06Z`
+- repo last seen: `2026-06-12T16:19:46Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **51**
 - snapshot authored PRs/issues: **49 PRs / 2 issues**
-- snapshot discussion activity: **188 comments / 332 reviews / 464 review comments**
+- snapshot discussion activity: **189 comments / 333 reviews / 464 review comments**
 - account age: **2360 days**
 - recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
 - public orgs: `huggingface`
@@ -564,12 +562,12 @@ 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: `2026-06-12T09:36:24Z`
+- repo last seen: `2026-06-12T16:59:08Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **50**
-- snapshot authored PRs/issues: **48 PRs / 2 issues**
-- snapshot discussion activity: **643 comments / 1153 reviews / 4704 review comments**
+- repo primary artifacts: **51**
+- snapshot authored PRs/issues: **49 PRs / 2 issues**
+- snapshot discussion activity: **647 comments / 1156 reviews / 4706 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
@@ -577,9 +575,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #46608: Update post release](https://github.com/huggingface/transformers/pull/46608) — closed, merged
 - [PR #46575: [`Kernels`] Add new kernels to models: CE, Swiglu, Geglu(, Linear)](https://github.com/huggingface/transformers/pull/46575) — open, draft
 - [PR #46246: [`Revert`] FSDP+Dtensor refactor related changes](https://github.com/huggingface/transformers/pull/46246) — closed, merged
-- [PR #46220: [`Configs`] Fix layer type validation to include its mlp counterpart](https://github.com/huggingface/transformers/pull/46220) — closed, merged
 - [Issue #46245: [`Layer Types`] Split keys across MLP and Attentions](https://github.com/huggingface/transformers/issues/46245) — open
 - [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
 
@@ -589,12 +587,12 @@ 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: `2026-06-12T11:34:19Z`
+- repo last seen: `2026-06-12T12:54:45Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **46 PRs / 0 issues**
-- snapshot discussion activity: **773 comments / 257 reviews / 136 review comments**
+- snapshot discussion activity: **773 comments / 259 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`
@@ -636,12 +634,12 @@ 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: `2026-06-12T09:01:03Z`
+- repo last seen: `2026-06-12T13:18:31Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **40**
 - snapshot authored PRs/issues: **39 PRs / 1 issues**
-- snapshot discussion activity: **53 comments / 161 reviews / 169 review comments**
+- snapshot discussion activity: **53 comments / 162 reviews / 170 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%**)
 - public orgs: none visible
@@ -699,7 +697,7 @@ Example artifacts:
 - heuristic read: **no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46411: WIP add minimax_m2_7](https://github.com/huggingface/transformers/pull/46411) — open
+- [PR #46411: WIP add minimax_m2_7](https://github.com/huggingface/transformers/pull/46411) — closed
 - [PR #46409: WIP: Add mimimax m2 7](https://github.com/huggingface/transformers/pull/46409) — closed
 - [PR #46341: Fix tokenizer keep_accents defaults and update integration tests](https://github.com/huggingface/transformers/pull/46341) — open
 
@@ -851,6 +849,31 @@ Example artifacts:
 - [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
 - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
 
+### `hmellor`
+
+- profile: [github.com/hmellor](https://github.com/hmellor)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahmellor)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahmellor)
+- repo first seen: `2025-08-14T10:03:14Z`
+- repo last seen: `2026-06-12T15:21:50Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **23**
+- snapshot authored PRs/issues: **21 PRs / 2 issues**
+- snapshot discussion activity: **30 comments / 58 reviews / 29 review comments**
+- account age: **3592 days**
+- recent public PR activity: **79 PRs** (72 merged / 3 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **4%**, open rate **5%**)
+- public orgs: `huggingface`, `vllm-project`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #46605: Fix `peft` lower bound](https://github.com/huggingface/transformers/pull/46605) — closed, merged
+- [PR #46524: Fix InternVL models](https://github.com/huggingface/transformers/pull/46524) — closed, merged
+- [PR #46500: Fix `{image/video/audio}_token_ids` in `ProcessorMixin`](https://github.com/huggingface/transformers/pull/46500) — closed, merged
+- [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
+- [Issue #42738: BERT-like models with RoPE](https://github.com/huggingface/transformers/issues/42738) — open
+
 ### `3outeille`
 
 - profile: [github.com/3outeille](https://github.com/3outeille)
@@ -875,31 +898,6 @@ Example artifacts:
 - [PR #46290: Tp param level](https://github.com/huggingface/transformers/pull/46290) — open
 - [Issue #46187: cohere2_moe fails training + tensor parallel tests](https://github.com/huggingface/transformers/issues/46187) — closed
 
-### `hmellor`
-
-- profile: [github.com/hmellor](https://github.com/hmellor)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahmellor)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahmellor)
-- repo first seen: `2025-08-14T10:03:14Z`
-- repo last seen: `2026-06-09T14:20:03Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **22**
-- snapshot authored PRs/issues: **20 PRs / 2 issues**
-- snapshot discussion activity: **29 comments / 58 reviews / 29 review comments**
-- account age: **3592 days**
-- recent public PR activity: **79 PRs** (72 merged / 3 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **4%**, open rate **5%**)
-- public orgs: `huggingface`, `vllm-project`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #46524: Fix InternVL models](https://github.com/huggingface/transformers/pull/46524) — closed, merged
-- [PR #46500: Fix `{image/video/audio}_token_ids` in `ProcessorMixin`](https://github.com/huggingface/transformers/pull/46500) — closed, merged
-- [PR #46383: Add vLLM smoke test to CI](https://github.com/huggingface/transformers/pull/46383) — closed, merged
-- [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
-- [Issue #42738: BERT-like models with RoPE](https://github.com/huggingface/transformers/issues/42738) — open
-
 ### `YangKai0616`
 
 - profile: [github.com/YangKai0616](https://github.com/YangKai0616)
@@ -952,12 +950,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akashif)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akashif)
 - repo first seen: `2025-09-08T13:05:54Z`
-- repo last seen: `2026-06-12T11:41:29Z`
+- repo last seen: `2026-06-12T13:51:12Z`
 - 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**
+- snapshot discussion activity: **45 comments / 67 reviews / 65 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
@@ -975,12 +973,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atomaarsen)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atomaarsen)
 - repo first seen: `2025-12-02T16:00:11Z`
-- repo last seen: `2026-06-12T11:51:09Z`
+- repo last seen: `2026-06-12T17:15:29Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **25**
 - snapshot authored PRs/issues: **18 PRs / 7 issues**
-- snapshot discussion activity: **59 comments / 155 reviews / 152 review comments**
+- snapshot discussion activity: **60 comments / 156 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`
@@ -1182,6 +1180,30 @@ 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
 
+### `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: `2026-06-12T16:51:28Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **9**
+- snapshot authored PRs/issues: **8 PRs / 1 issues**
+- snapshot discussion activity: **44 comments / 216 reviews / 595 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
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46607: Update bug report list](https://github.com/huggingface/transformers/pull/46607) — open
+- [PR #46422: put output_hidden_states into filter_output_hidden_states](https://github.com/huggingface/transformers/pull/46422) — closed, merged
+- [PR #46266: 🚨 🚨Bring some dinos to modern standards](https://github.com/huggingface/transformers/pull/46266) — open
+- [Issue #43979: Call to contributions: refactor output tracing in transformers](https://github.com/huggingface/transformers/issues/43979) — closed
+
 ### `Anai-Guo`
 
 - profile: [github.com/Anai-Guo](https://github.com/Anai-Guo)
@@ -1229,6 +1251,29 @@ 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
 
+### `juliendenize`
+
+- profile: [github.com/juliendenize](https://github.com/juliendenize)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajuliendenize)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajuliendenize)
+- repo first seen: `2026-03-13T10:24:11Z`
+- repo last seen: `2026-06-12T13:57:07Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **7**
+- snapshot authored PRs/issues: **7 PRs / 0 issues**
+- snapshot discussion activity: **6 comments / 4 reviews / 4 review comments**
+- account age: **2852 days**
+- recent public PR activity: **26 PRs** (20 merged / 5 closed-unmerged / 1 open; merged rate **77%**, closed-unmerged rate **19%**, open rate **4%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #46604: [Mistral] Add tekken tokenizer detection, conversion, and save utilities](https://github.com/huggingface/transformers/pull/46604) — open, draft
+- [PR #46603: [Mistral] Move MistralConverter into integrations/mistral/ package](https://github.com/huggingface/transformers/pull/46603) — open
+- [PR #45744: [MINISTRAL3] Fix conversion script yarn's apply_scale support.](https://github.com/huggingface/transformers/pull/45744) — closed, merged
+
 ### `BenjaminBossan`
 
 - profile: [github.com/BenjaminBossan](https://github.com/BenjaminBossan)
@@ -1305,7 +1350,7 @@ Example artifacts:
 - 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**
+- first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
@@ -1952,42 +1997,18 @@ Example artifacts:
 - [PR #45862: [new model] Add Zyphra/ZAYA1-8B](https://github.com/huggingface/transformers/pull/45862) — open
 - [PR #45173: [misc] fix qwen35 tests: correct the text model type and skip reverse_mapping](https://github.com/huggingface/transformers/pull/45173) — 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: `2026-06-11T15:23:52Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **8**
-- snapshot authored PRs/issues: **7 PRs / 1 issues**
-- snapshot discussion activity: **42 comments / 213 reviews / 592 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
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46422: put output_hidden_states into filter_output_hidden_states](https://github.com/huggingface/transformers/pull/46422) — open
-- [PR #46266: 🚨 🚨Bring some dinos to modern standards](https://github.com/huggingface/transformers/pull/46266) — open
-- [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`
+- repo last seen: `2026-06-12T16:10:28Z`
 - 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**
+- snapshot discussion activity: **19 comments / 13 reviews / 13 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
@@ -2025,29 +2046,6 @@ Example artifacts:
 - [PR #45746: Fix link to modular transformers documentation](https://github.com/huggingface/transformers/pull/45746) — closed, merged
 - [PR #43451: Add Molmo2](https://github.com/huggingface/transformers/pull/43451) — open
 
-### `juliendenize`
-
-- profile: [github.com/juliendenize](https://github.com/juliendenize)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajuliendenize)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajuliendenize)
-- repo first seen: `2026-03-13T10:24:11Z`
-- repo last seen: `2026-06-03T14:53:31Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 4 reviews / 4 review comments**
-- account age: **2852 days**
-- recent public PR activity: **26 PRs** (20 merged / 5 closed-unmerged / 1 open; merged rate **77%**, closed-unmerged rate **19%**, open rate **4%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #45744: [MINISTRAL3] Fix conversion script yarn's apply_scale support.](https://github.com/huggingface/transformers/pull/45744) — closed, merged
-- [PR #45628: [MistralCommonBackend] Soften validation mode and apply_chat_template arguments check](https://github.com/huggingface/transformers/pull/45628) — closed, merged
-- [PR #44760: Add Mistral 4](https://github.com/huggingface/transformers/pull/44760) — closed, merged
-
 ### `jw9603`
 
 - profile: [github.com/jw9603](https://github.com/jw9603)
@@ -2127,12 +2125,12 @@ 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: `2026-06-12T11:08:44Z`
+- repo last seen: `2026-06-12T13:52:35Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **3 PRs / 2 issues**
-- snapshot discussion activity: **3 comments / 4 reviews / 34 review comments**
+- snapshot discussion activity: **5 comments / 5 reviews / 35 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
@@ -2140,7 +2138,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #46569: [DiffusionGemma] better docs and links](https://github.com/huggingface/transformers/pull/46569) — open
+- [PR #46569: [DiffusionGemma] better docs and links](https://github.com/huggingface/transformers/pull/46569) — closed, merged
 - [PR #46540: GPU go brr [DiffusionGemma]](https://github.com/huggingface/transformers/pull/46540) — closed, merged
 - [PR #21784: Inheritance-based framework detection](https://github.com/huggingface/transformers/pull/21784) — closed, merged
 - [Issue #32946: Support `StaticCache` in assisted generation](https://github.com/huggingface/transformers/issues/32946) — closed
@@ -3178,12 +3176,12 @@ 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: `2026-06-10T13:04:22Z`
+- repo last seen: `2026-06-12T15:23:06Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **10 PRs / 0 issues**
-- snapshot discussion activity: **67 comments / 299 reviews / 777 review comments**
+- snapshot discussion activity: **67 comments / 300 reviews / 816 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`
@@ -3595,28 +3593,6 @@ Example artifacts:
 - [PR #45541: Fix local_files_only tokenizer fallback when tokenizer files are missing (Issue 45538)](https://github.com/huggingface/transformers/pull/45541) — open
 - [PR #45380: fix Qwen3_5MoeVisionConfig deepstack_visual_indexes silently dropped by @strict (Issue: https://github.com/huggingface/transformers/issues/45375)](https://github.com/huggingface/transformers/pull/45380) — closed
 
-### `ezylopx5`
-
-- profile: [github.com/ezylopx5](https://github.com/ezylopx5)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aezylopx5)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aezylopx5)
-- repo first seen: `2026-04-01T19:25:12Z`
-- repo last seen: `2026-05-31T12:54:59Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
-- account age: **606 days**
-- recent public PR activity: **7 PRs** (1 merged / 2 closed-unmerged / 4 open; merged rate **14%**, closed-unmerged rate **29%**, open rate **57%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45413: Fix EtaLogitsWarper on fully masked logits](https://github.com/huggingface/transformers/pull/45413) — open
-- [PR #45172: Add TopNSigmaLogitsWarper and top_n_sigma generation config support](https://github.com/huggingface/transformers/pull/45172) — closed
-
 ### `GitGlimpse895`
 
 - profile: [github.com/GitGlimpse895](https://github.com/GitGlimpse895)
@@ -3749,28 +3725,6 @@ Example artifacts:
 - [PR #46141: Fix FSDP2 and distributed checkpointing imports for older PyTorch versions](https://github.com/huggingface/transformers/pull/46141) — closed, merged
 - [PR #45269: Fix typos in src/transformers/utils/output_capturing.py](https://github.com/huggingface/transformers/pull/45269) — closed, merged
 
-### `saslifat-gif`
-
-- profile: [github.com/saslifat-gif](https://github.com/saslifat-gif)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asaslifat-gif)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asaslifat-gif)
-- repo first seen: `2026-04-02T14:08:15Z`
-- repo last seen: `2026-06-09T02:43:47Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **9 comments / 1 reviews / 1 review comments**
-- account age: **229 days**
-- recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **young account; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45402: Fix ZeRO-3 from_pretrained: load registered buffers in _load_state_dict_into_zero3_model](https://github.com/huggingface/transformers/pull/45402) — closed, merged
-- [PR #45191: Add edge case tests for out-of-range token id decoding in Qwen2 tokenizer](https://github.com/huggingface/transformers/pull/45191) — closed
-
 ### `zRzRzRzRzRzRzR`
 
 - profile: [github.com/zRzRzRzRzRzRzR](https://github.com/zRzRzRzRzRzRzR)
@@ -4135,12 +4089,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIncheonkirin)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIncheonkirin)
 - repo first seen: `2026-06-09T11:35:01Z`
-- repo last seen: `2026-06-09T17:36:34Z`
+- repo last seen: `2026-06-12T13:29:04Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
 - account age: **2854 days**
 - recent public PR activity: **10 PRs** (1 merged / 1 closed-unmerged / 8 open; merged rate **10%**, closed-unmerged rate **10%**, open rate **80%**)
 - public orgs: none visible
@@ -4148,8 +4102,8 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46530: Fix stop string matching for byte-fragment tokens](https://github.com/huggingface/transformers/pull/46530) — open
-- [Issue #46519: StopStringCriteria misses CJK stop strings on byte-level tokenizers when a character splits into byte-fragment tokens](https://github.com/huggingface/transformers/issues/46519) — open
+- [PR #46530: Fix stop string matching for byte-fragment tokens](https://github.com/huggingface/transformers/pull/46530) — closed, merged
+- [Issue #46519: StopStringCriteria misses CJK stop strings on byte-level tokenizers when a character splits into byte-fragment tokens](https://github.com/huggingface/transformers/issues/46519) — closed
 
 ### `jshn9515`
 
@@ -5286,8 +5240,8 @@ Example artifacts:
 - 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**
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -5298,7 +5252,7 @@ Example artifacts:
 - 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
+- [PR #46588: Lfm2: thread `seq_idx` through ShortConv for packed/varlen inputs](https://github.com/huggingface/transformers/pull/46588) — closed, merged
 
 ### `cheparity`
 
@@ -6420,8 +6374,8 @@ Example artifacts:
 - 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**
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -6432,7 +6386,7 @@ Example artifacts:
 - 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
+- [PR #46596: Fix docstring formatting issues causing Sphinx autodoc warnings](https://github.com/huggingface/transformers/pull/46596) — closed, merged
 
 ### `lalitha2410`
 
@@ -7008,7 +6962,7 @@ Example artifacts:
 - 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**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -7658,12 +7612,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ated-mosi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ated-mosi)
 - repo first seen: `2026-06-05T13:30:42Z`
-- repo last seen: `2026-06-12T05:27:27Z`
+- repo last seen: `2026-06-12T14:18:34Z`
 - 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 / 2 reviews / 2 review comments**
+- snapshot discussion activity: **1 comments / 4 reviews / 4 review comments**
 - account age: **3 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

new_contributors.parquet

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pr-scope-clusters.json

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       "summary": "9 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
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@@ -47,7 +47,7 @@
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       "summary": "6 open PRs share weighted file overlap around `src/transformers/processing_utils.py`, `tests/test_processing_common.py`, `tests/models/auto/test_processor_auto.py`; representative PR #45627.",
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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.",
       "shared_filenames": [
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@@ -1441,7 +1441,7 @@
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         46564
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-      "average_similarity": 0.542,
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       "summary": "4 open PRs share weighted file overlap around `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`, `.github/workflows/build-past-ci-docker-images.yml`; representative PR #42975.",
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           "concentration_similarity": 1.0,
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         46580
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       "representative_pr_number": 45293,
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+      "average_similarity": 0.455,
       "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": [
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           "left_pr_number": 45293,
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           "breadth_similarity": 0.667,
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-          "similarity": 0.626,
+          "similarity": 0.625,
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@@ -2454,7 +2454,7 @@
         46436
       ],
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-      "average_similarity": 0.372,
+      "average_similarity": 0.373,
       "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": [
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         {
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@@ -2546,8 +2546,8 @@
         {
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@@ -3188,7 +3188,7 @@
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-          "similarity": 0.446,
+          "similarity": 0.445,
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@@ -3259,7 +3259,7 @@
           "left_pr_number": 45649,
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@@ -3407,7 +3407,7 @@
           "left_pr_number": 46099,
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           "similarity": 0.408,
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+          "content_similarity": 0.481,
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@@ -3526,7 +3526,7 @@
           "left_pr_number": 33686,
           "right_pr_number": 44550,
           "similarity": 0.386,
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@@ -3541,8 +3541,8 @@
         {
           "left_pr_number": 44407,
           "right_pr_number": 44550,
-          "similarity": 0.357,
-          "content_similarity": 0.091,
+          "similarity": 0.358,
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@@ -3578,7 +3578,7 @@
         45917
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       "representative_pr_number": 44981,
-      "average_similarity": 0.362,
+      "average_similarity": 0.361,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #44981.",
       "shared_filenames": [
         "src/transformers/trainer.py"
@@ -3642,66 +3642,6 @@
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     },
-    {
-      "cluster_id": "pr-scope-46138-3",
-      "pr_numbers": [
-        46138,
-        46501,
-        46503
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-      "representative_pr_number": 46503,
-      "average_similarity": 0.353,
-      "summary": "3 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #46503.",
-      "shared_filenames": [],
-      "shared_directories": [
-        ".github/workflows",
-        ".github"
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-      "pairwise": [
-        {
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-          "content_similarity": 0.097,
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-            ".github"
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-        {
-          "left_pr_number": 46138,
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-          "content_similarity": 0.13,
-          "size_similarity": 0.75,
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-          "shared_filenames": [],
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-            ".github/workflows",
-            ".github"
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-        },
-        {
-          "left_pr_number": 46138,
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-          "content_similarity": 0.105,
-          "size_similarity": 0.75,
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-          "shared_directories": [
-            ".github/workflows",
-            ".github"
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     {
       "cluster_id": "pr-scope-44018-2",
       "pr_numbers": [
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         45645
       ],
       "representative_pr_number": 45639,
-      "average_similarity": 0.777,
+      "average_similarity": 0.778,
       "summary": "2 open PRs share weighted file overlap around `tests/utils/test_testing_utils.py`, `src/transformers/testing_utils.py`; representative PR #45639.",
       "shared_filenames": [
         "tests/utils/test_testing_utils.py",
@@ -4003,7 +3943,7 @@
         {
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+          "similarity": 0.778,
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@@ -4247,7 +4187,7 @@
           "left_pr_number": 42824,
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@@ -4338,49 +4278,6 @@
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-      "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/stopping_criteria.py`, `tests/generation/test_stopping_criteria.py`; representative PR #43085.",
-      "shared_filenames": [
-        "src/transformers/generation/stopping_criteria.py",
-        "tests/generation/test_stopping_criteria.py"
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-      "shared_directories": [
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-          "shared_filenames": [
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-          "shared_directories": [
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-            "src/transformers",
-            "tests/generation",
-            "src",
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     {
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         46174
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       "representative_pr_number": 45932,
-      "average_similarity": 0.595,
+      "average_similarity": 0.596,
       "summary": "2 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/aimv2/modeling_aimv2.py`; representative PR #45932.",
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@@ -4496,7 +4393,7 @@
         {
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           "breadth_similarity": 0.679,
@@ -4702,7 +4599,7 @@
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       "representative_pr_number": 45541,
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+      "average_similarity": 0.525,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_base.py`; representative PR #45541.",
       "shared_filenames": [
         "src/transformers/tokenization_utils_base.py"
@@ -4715,8 +4612,8 @@
         {
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@@ -4804,55 +4701,6 @@
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-      "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"
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-      "shared_directories": [
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-        "docs/source/en",
-        "src/transformers/models",
-        "docs/source",
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-          "shared_filenames": [
-            "docs/source/en/model_doc/diffusion_gemma.md",
-            "src/transformers/models/diffusion_gemma/generation_diffusion_gemma.py"
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-          "shared_directories": [
-            "docs/source/en/model_doc",
-            "src/transformers/models/diffusion_gemma",
-            "docs/source/en",
-            "src/transformers/models",
-            "docs/source",
-            "src/transformers",
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         43649
       ],
       "representative_pr_number": 43532,
-      "average_similarity": 0.493,
+      "average_similarity": 0.491,
       "summary": "2 open PRs share weighted file overlap around `utils/notification_service.py`, `.github/workflows/self-scheduled.yml`, `tests/models/vit/test_modeling_vit.py`; representative PR #43532.",
       "shared_filenames": [
         "utils/notification_service.py",
@@ -4941,8 +4789,8 @@
         {
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           "breadth_similarity": 0.875,
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@@ -5124,7 +4972,7 @@
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@@ -5192,6 +5040,39 @@
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+      "average_similarity": 0.472,
+      "summary": "2 open PRs share weighted file overlap around `.github/PULL_REQUEST_TEMPLATE.md`; representative PR #45790.",
+      "shared_filenames": [
+        ".github/PULL_REQUEST_TEMPLATE.md"
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+      "shared_directories": [
+        ".github"
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+          "concentration_similarity": 0.4,
+          "shared_filenames": [
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+          "shared_directories": [
+            ".github"
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     {
       "cluster_id": "pr-scope-40755-2",
       "pr_numbers": [
@@ -5428,7 +5309,7 @@
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+      "average_similarity": 0.421,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
       "shared_filenames": [
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@@ -5445,8 +5326,8 @@
         {
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@@ -5512,7 +5393,7 @@
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       "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #44606.",
       "shared_filenames": [
         "src/transformers/tokenization_utils_tokenizers.py"
@@ -5525,8 +5406,8 @@
         {
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           "breadth_similarity": 1.0,
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@@ -5660,6 +5541,72 @@
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+    {
+      "cluster_id": "pr-scope-46138-2",
+      "pr_numbers": [
+        46138,
+        46497
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+      "representative_pr_number": 46138,
+      "average_similarity": 0.369,
+      "summary": "2 open PRs share weighted file overlap around `.github/workflows/self-comment-ci.yml`; representative PR #46138.",
+      "shared_filenames": [
+        ".github/workflows/self-comment-ci.yml"
+      ],
+      "shared_directories": [
+        ".github/workflows",
+        ".github"
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+      "pairwise": [
+        {
+          "left_pr_number": 46138,
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+          "size_similarity": 0.125,
+          "breadth_similarity": 0.188,
+          "concentration_similarity": 0.375,
+          "shared_filenames": [
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+          "shared_directories": [
+            ".github/workflows",
+            ".github"
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+        }
+      ]
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+    {
+      "cluster_id": "pr-scope-46501-2",
+      "pr_numbers": [
+        46501,
+        46503
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+      "average_similarity": 0.365,
+      "summary": "2 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #46501.",
+      "shared_filenames": [],
+      "shared_directories": [
+        ".github/workflows",
+        ".github"
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+      "pairwise": [
+        {
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