Refresh transformers dataset snapshot 20260617T120115Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260617T060052Z`
+- latest snapshot: `20260617T120115Z`
 - raw data only; no labels or moderation decisions
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-            "number": 44830,
-            "title": "Support Audio Flamingo Next checkpoints",
-            "url": "https://github.com/huggingface/transformers/pull/44830",
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+            "title": "Add full GGUF loading support for GPT\u2011OSS (fixes #43366, supersedes #43757) latest",
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-            "title": "Add Music Flamingo",
-            "url": "https://github.com/huggingface/transformers/pull/43538",
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@@ -13243,7 +13243,7 @@
             "number": 45865,
             "title": "[Feature Request] Add lossy speculative decoding via static ensemble verification",
             "url": "https://github.com/huggingface/transformers/issues/45865",
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@@ -14226,6 +14226,63 @@
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@@ -16071,7 +16128,7 @@
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@@ -16103,7 +16160,7 @@
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@@ -19033,6 +19090,63 @@
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       "name": "Katarzyna Fojcik",
@@ -20124,6 +20238,63 @@
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+      "name": "Mironas Bitinis",
+      "profile_url": "https://github.com/mironable",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amironable",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amironable",
+      "repo_first_seen_at": "2026-06-15T12:56:34Z",
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+      "young_account": false,
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+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; targets high-star repos",
+      "public_orgs": [],
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+            "number": 46718,
+            "title": "Add GGUF loading support for GLM-4.5 MoE (glm4moe)",
+            "url": "https://github.com/huggingface/transformers/pull/46718",
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       "name": "MSD",
@@ -20245,12 +20416,12 @@
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       "repo_first_seen_at": "2026-06-13T06:09:47Z",
-      "repo_last_seen_at": "2026-06-13T06:09:47Z",
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@@ -20661,7 +20832,7 @@
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@@ -20693,7 +20864,7 @@
             "number": 46699,
             "title": "fix(sdpa): add MPS workarounds for bidirectional attention and value head dim bugs",
             "url": "https://github.com/huggingface/transformers/pull/46699",
-            "state": "open",
+            "state": "closed",
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             "draft": false,
             "created_at": "2026-06-16T20:48:01Z"
@@ -22305,6 +22476,63 @@
       },
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+      "profile_url": "https://github.com/shreyescodes",
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+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ashreyescodes",
+      "repo_first_seen_at": "2026-06-17T07:30:01Z",
+      "repo_last_seen_at": "2026-06-17T10:47:38Z",
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     {
       "author_login": "Shylin26",
       "name": "Shylin",

new-contributors-report.md

@@ -1,15 +1,15 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260617T060052Z`
-- Generated: `2026-06-17T06:02:14Z`
+- Snapshot: `20260617T120115Z`
+- Generated: `2026-06-17T12:03:59Z`
 - Activity window: `60d`
-- Contributors: `351`
+- Contributors: `355`
 
 ## 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 | `2025-02-05T12:51:57Z` | 119 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 120 | 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` | 97 | 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` | 95 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
@@ -19,15 +19,15 @@
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 50 | 2 | mixed | low | low | 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 |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 46 | 0 | strong | low | low | targets high-star repos |
-| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 42 | 1 | strong | low | low | targets high-star repos |
+| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 43 | 1 | strong | low | low | targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 40 | 1 | strong | moderate | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 36 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 34 | 20 | strong | low | low | 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 |
+| `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 27 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 27 | 0 | strong | low | low | targets high-star repos |
+| `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 27 | 0 | n/a | n/a | n/a | summary unavailable |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 26 | 4 | strong | moderate | low | high recent PR volume |
-| `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 26 | 1 | mixed | low | low | high open PR share; targets high-star repos |
-| `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 26 | 0 | n/a | n/a | n/a | summary unavailable |
 | `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 |
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 22 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 21 | 4 | strong | low | low | — |
@@ -78,7 +78,6 @@
 | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | 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 |
-| `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
 | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 736d | `2026-04-16T00:55:40Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-09-05T15:52:11Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
@@ -140,6 +139,7 @@
 | `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 |
 | `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 |
+| `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `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 |
 | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | 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 |
@@ -192,6 +192,7 @@
 | `aaronmjz` | [profile](https://github.com/aaronmjz) | no | FIRST_TIMER | 1072d | `2026-05-10T17:17:58Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `abcd1927` | [profile](https://github.com/abcd1927) | no | CONTRIBUTOR | 2561d | `2026-05-18T08:06:44Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `Abdeltoto` | [profile](https://github.com/Abdeltoto) | no | NONE | 265d | `2026-04-22T02:56:43Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share |
+| `Abhijeet1815` | [profile](https://github.com/Abhijeet1815) | yes | NONE | 611d | `2026-06-16T19:12:22Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `abhiprd200` | [profile](https://github.com/abhiprd200) | no | FIRST_TIMER | 42d | `2026-04-24T18:01:06Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `adhavan18` | [profile](https://github.com/adhavan18) | no | NONE | 1585d | `2026-06-15T11:44:11Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `Aditya-ad48` | [profile](https://github.com/Aditya-ad48) | no | FIRST_TIME_CONTRIBUTOR | 705d | `2026-05-24T09:20:39Z` | 1 | 0 | weak | moderate | low | high open PR share |
@@ -224,7 +225,7 @@
 | `bin123apple` | [profile](https://github.com/bin123apple) | no | NONE | 1577d | `2026-06-14T02:58:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Bissmella` | [profile](https://github.com/Bissmella) | no | CONTRIBUTOR | 2186d | `2026-05-31T07:55:52Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `blut-agent` | [profile](https://github.com/blut-agent) | no | FIRST_TIME_CONTRIBUTOR | 23d | `2026-05-16T06:31:21Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
-| `bojanstef` | [profile](https://github.com/bojanstef) | no | FIRST_TIME_CONTRIBUTOR | 4629d | `2026-06-16T20:50:26Z` | 1 | 0 | strong | moderate | low | — |
+| `bojanstef` | [profile](https://github.com/bojanstef) | no | NONE | 4629d | `2026-06-16T20:50:26Z` | 1 | 0 | strong | moderate | low | — |
 | `botbikamordehai2-sketch` | [profile](https://github.com/botbikamordehai2-sketch) | no | NONE | 51d | `2026-06-15T15:18:04Z` | 1 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; high open PR share |
 | `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 |
@@ -252,7 +253,7 @@
 | `garybadwal` | [profile](https://github.com/garybadwal) | no | FIRST_TIME_CONTRIBUTOR | 1178d | `2026-04-21T04:38:14Z` | 1 | 0 | weak | low | low | targets high-star repos |
 | `gaurav0107` | [profile](https://github.com/gaurav0107) | no | CONTRIBUTOR | 3970d | `2026-04-23T19:12:43Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1282d | `2026-04-21T12:37:31Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `goanpeca` | [profile](https://github.com/goanpeca) | yes | NONE | 4866d | `2026-06-17T03:02:47Z` | 1 | 0 | strong | very high | medium | extremely high recent PR volume; very broad repo spread |
+| `goanpeca` | [profile](https://github.com/goanpeca) | no | NONE | 4866d | `2026-06-17T03:02:47Z` | 1 | 0 | strong | very high | medium | extremely high recent PR volume; very broad repo spread |
 | `GopalGB` | [profile](https://github.com/GopalGB) | no | NONE | 2136d | `2026-04-30T04:04:10Z` | 1 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `GuaiZai233` | [profile](https://github.com/GuaiZai233) | no | CONTRIBUTOR | 821d | `2026-04-28T15:36:03Z` | 1 | 0 | strong | low | low | — |
 | `guinik` | [profile](https://github.com/guinik) | no | FIRST_TIME_CONTRIBUTOR | 1302d | `2026-05-23T07:48:33Z` | 1 | 0 | strong | low | low | — |
@@ -276,6 +277,7 @@
 | `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 |
+| `kemuxiaozi000` | [profile](https://github.com/kemuxiaozi000) | yes | FIRST_TIME_CONTRIBUTOR | 3406d | `2026-06-17T09:00:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `kfojcik-intel` | [profile](https://github.com/kfojcik-intel) | no | FIRST_TIME_CONTRIBUTOR | 1976d | `2026-05-18T08:12:12Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
@@ -295,6 +297,7 @@
 | `Mi-Jiazhi` | [profile](https://github.com/Mi-Jiazhi) | no | FIRST_TIME_CONTRIBUTOR | 2414d | `2026-06-04T14:08:08Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Minato95-ayu` | [profile](https://github.com/Minato95-ayu) | no | FIRST_TIME_CONTRIBUTOR | 657d | `2026-06-16T07:26:24Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 | `MinuriRajapakse` | [profile](https://github.com/MinuriRajapakse) | no | FIRST_TIME_CONTRIBUTOR | 1037d | `2026-04-29T06:12:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `mironable` | [profile](https://github.com/mironable) | yes | FIRST_TIME_CONTRIBUTOR | 3559d | `2026-06-15T12:56:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `msdsm` | [profile](https://github.com/msdsm) | no | FIRST_TIME_CONTRIBUTOR | 2197d | `2026-06-06T10:53:47Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `n0gu-furiosa` | [profile](https://github.com/n0gu-furiosa) | no | CONTRIBUTOR | 863d | `2026-06-04T05:04:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `NanoCode012` | [profile](https://github.com/NanoCode012) | no | CONTRIBUTOR | 4220d | `2026-06-13T06:09:47Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
@@ -304,7 +307,7 @@
 | `onuralpszr` | [profile](https://github.com/onuralpszr) | no | CONTRIBUTOR | 5146d | `2026-05-31T20:25:01Z` | 1 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread |
 | `petecao` | [profile](https://github.com/petecao) | no | CONTRIBUTOR | 2982d | `2026-05-25T19:01:18Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `PHclaw` | [profile](https://github.com/PHclaw) | no | NONE | 26d | `2026-04-29T02:08:23Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
-| `PINKIIILQWQ` | [profile](https://github.com/PINKIIILQWQ) | no | FIRST_TIME_CONTRIBUTOR | 333d | `2026-06-16T20:11:32Z` | 1 | 0 | weak | high | medium | young account; high recent PR volume; broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `PINKIIILQWQ` | [profile](https://github.com/PINKIIILQWQ) | no | NONE | 333d | `2026-06-16T20:11:32Z` | 1 | 0 | weak | high | medium | young account; high recent PR volume; broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `pratapyash` | [profile](https://github.com/pratapyash) | no | NONE | 3227d | `2026-04-24T07:14:52Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `pritishyuvraj` | [profile](https://github.com/pritishyuvraj) | no | FIRST_TIME_CONTRIBUTOR | 3913d | `2026-04-30T04:36:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
@@ -333,6 +336,7 @@
 | `Shanmuk4622` | [profile](https://github.com/Shanmuk4622) | no | NONE | 948d | `2026-05-28T06:31:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Shashank-Tripathi-07` | [profile](https://github.com/Shashank-Tripathi-07) | no | NONE | 644d | `2026-05-20T15:18:30Z` | 1 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `shoushinya123` | [profile](https://github.com/shoushinya123) | no | CONTRIBUTOR | 669d | `2026-06-13T11:44:09Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars |
+| `shreyescodes` | [profile](https://github.com/shreyescodes) | yes | FIRST_TIME_CONTRIBUTOR | 1108d | `2026-06-17T07:30:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Shylin26` | [profile](https://github.com/Shylin26) | no | NONE | 170d | `2026-06-08T23:29:09Z` | 1 | 0 | weak | moderate | medium | young account; high open PR share |
 | `silencelamb` | [profile](https://github.com/silencelamb) | no | CONTRIBUTOR | 4218d | `2026-05-05T09:41:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `simon-testaccount` | [profile](https://github.com/simon-testaccount) | no | NONE | 545d | `2026-05-05T09:01:04Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
@@ -369,11 +373,11 @@
 - 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: `2025-02-05T12:51:57Z`
-- repo last seen: `2026-06-15T19:06:24Z`
+- repo last seen: `2026-06-17T09:57:11Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **119**
-- snapshot authored PRs/issues: **119 PRs / 0 issues**
+- repo primary artifacts: **120**
+- snapshot authored PRs/issues: **120 PRs / 0 issues**
 - snapshot discussion activity: **137 comments / 241 reviews / 165 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%**)
@@ -382,9 +386,9 @@
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46715: ci: grant pull-requests:write to the security gate caller](https://github.com/huggingface/transformers/pull/46715) — closed, merged
 - [PR #46678: Reduce per_page from 100 to 50 in GitHub API calls to avoid server errors](https://github.com/huggingface/transformers/pull/46678) — closed, merged
 - [PR #46668: ci: add merge_group trigger to pr-ci-caller.yml](https://github.com/huggingface/transformers/pull/46668) — closed, merged
-- [PR #46659: ci: add NO_COLOR=1 to suppress ANSI color codes in CI output](https://github.com/huggingface/transformers/pull/46659) — closed, merged
 
 ### `Cyrilvallez`
 
@@ -467,12 +471,12 @@ 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: `2026-06-16T18:01:17Z`
+- repo last seen: `2026-06-17T11:22:16Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **91**
 - snapshot authored PRs/issues: **91 PRs / 0 issues**
-- snapshot discussion activity: **634 comments / 976 reviews / 2120 review comments**
+- snapshot discussion activity: **640 comments / 978 reviews / 2167 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`
@@ -482,7 +486,7 @@ Example artifacts:
 Example artifacts:
 - [PR #46662: Smovlm: pad videos up to max frames](https://github.com/huggingface/transformers/pull/46662) — closed, merged
 - [PR #46654: DiffusionGemma: mask layout and CI](https://github.com/huggingface/transformers/pull/46654) — open
-- [PR #46625: Multi-gpu loading when the whole backbone is tied](https://github.com/huggingface/transformers/pull/46625) — open
+- [PR #46625: Multi-gpu loading when the whole backbone is tied](https://github.com/huggingface/transformers/pull/46625) — closed, merged
 
 ### `stevhliu`
 
@@ -515,12 +519,12 @@ 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: `2026-06-16T11:09:15Z`
+- repo last seen: `2026-06-17T09:02:32Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **69**
 - snapshot authored PRs/issues: **66 PRs / 3 issues**
-- snapshot discussion activity: **201 comments / 705 reviews / 1388 review comments**
+- snapshot discussion activity: **201 comments / 706 reviews / 1388 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
@@ -541,12 +545,12 @@ 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: `2026-06-16T19:23:07Z`
+- repo last seen: `2026-06-17T11:42:06Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **52**
 - snapshot authored PRs/issues: **50 PRs / 2 issues**
-- snapshot discussion activity: **664 comments / 1205 reviews / 4831 review comments**
+- snapshot discussion activity: **664 comments / 1207 reviews / 4832 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
@@ -591,12 +595,12 @@ 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: `2026-06-16T13:12:44Z`
+- repo last seen: `2026-06-17T11:57:10Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **46 PRs / 0 issues**
-- snapshot discussion activity: **789 comments / 261 reviews / 136 review comments**
+- snapshot discussion activity: **790 comments / 261 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`
@@ -614,12 +618,12 @@ 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: `2026-06-16T15:46:38Z`
+- repo last seen: `2026-06-17T10:47:02Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **43**
-- snapshot authored PRs/issues: **42 PRs / 1 issues**
-- snapshot discussion activity: **53 comments / 166 reviews / 172 review comments**
+- repo primary artifacts: **44**
+- snapshot authored PRs/issues: **43 PRs / 1 issues**
+- snapshot discussion activity: **54 comments / 167 reviews / 173 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
@@ -627,9 +631,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #46712: [CB] Changes to increase max_batch_tokens](https://github.com/huggingface/transformers/pull/46712) — open
 - [PR #46680: [Fix] Serve drops some attributes at serialization](https://github.com/huggingface/transformers/pull/46680) — closed, merged
 - [PR #46673: [Fix] Bug when loading audio data from an URI](https://github.com/huggingface/transformers/pull/46673) — open
-- [PR #46660: [CB] Slice logits inside the model](https://github.com/huggingface/transformers/pull/46660) — closed, merged
 - [Issue #46516: [Continuous batching] Tracker for issues and feature requests](https://github.com/huggingface/transformers/issues/46516) — open
 
 ### `sywangyi`
@@ -662,12 +666,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
 - repo first seen: `2024-10-21T07:08:47Z`
-- repo last seen: `2026-06-16T10:47:58Z`
+- repo last seen: `2026-06-17T10:47:41Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **36**
 - snapshot authored PRs/issues: **36 PRs / 0 issues**
-- snapshot discussion activity: **61 comments / 57 reviews / 36 review comments**
+- snapshot discussion activity: **63 comments / 58 reviews / 36 review comments**
 - account age: **3139 days**
 - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
 - public orgs: none visible
@@ -685,12 +689,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani)
 - repo first seen: `2025-09-17T20:29:13Z`
-- repo last seen: `2026-06-15T06:01:53Z`
+- repo last seen: `2026-06-17T08:59:52Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **54**
 - snapshot authored PRs/issues: **34 PRs / 20 issues**
-- snapshot discussion activity: **108 comments / 135 reviews / 135 review comments**
+- snapshot discussion activity: **109 comments / 136 reviews / 136 review comments**
 - account age: **1961 days**
 - recent public PR activity: **18 PRs** (15 merged / 0 closed-unmerged / 3 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 - public orgs: none visible
@@ -728,18 +732,42 @@ Example artifacts:
 - [PR #46128: Add SAM 3.1 to Transformers](https://github.com/huggingface/transformers/pull/46128) — open
 - [PR #46041: Fix post processing RF-DETR](https://github.com/huggingface/transformers/pull/46041) — closed, merged
 
+### `3outeille`
+
+- profile: [github.com/3outeille](https://github.com/3outeille)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
+- repo first seen: `2025-11-26T16:58:10Z`
+- repo last seen: `2026-06-17T10:04:47Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **28**
+- snapshot authored PRs/issues: **27 PRs / 1 issues**
+- snapshot discussion activity: **32 comments / 98 reviews / 100 review comments**
+- account age: **2625 days**
+- recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46717: Shard on read ](https://github.com/huggingface/transformers/pull/46717) — open, draft
+- [PR #46707: Add native FSDP2 module + migration](https://github.com/huggingface/transformers/pull/46707) — open
+- [PR #46706: Add native FSDP2 module and import migration](https://github.com/huggingface/transformers/pull/46706) — closed
+- [Issue #46187: cohere2_moe fails training + tensor parallel tests](https://github.com/huggingface/transformers/issues/46187) — closed
+
 ### `eustlb`
 
 - profile: [github.com/eustlb](https://github.com/eustlb)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
 - repo first seen: `2025-01-20T12:27:19Z`
-- repo last seen: `2026-06-16T17:12:17Z`
+- repo last seen: `2026-06-17T09:04:21Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **27**
 - snapshot authored PRs/issues: **27 PRs / 0 issues**
-- snapshot discussion activity: **45 comments / 179 reviews / 343 review comments**
+- snapshot discussion activity: **45 comments / 180 reviews / 344 review comments**
 - account age: **1607 days**
 - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
 - public orgs: none visible
@@ -751,6 +779,30 @@ Example artifacts:
 - [PR #46565: Add Nemotron 3.5 ASR Streaming](https://github.com/huggingface/transformers/pull/46565) — open, draft
 - [PR #46456: [fix] regression introduced by #45534](https://github.com/huggingface/transformers/pull/46456) — closed, merged
 
+### `hf-security-analysis[bot]`
+
+- profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahf-security-analysis%5Bbot%5D)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahf-security-analysis%5Bbot%5D)
+- repo first seen: `2026-03-11T15:39:30Z`
+- repo last seen: `2026-06-17T10:00:25Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **27**
+- snapshot authored PRs/issues: **27 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **? days**
+- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- public orgs: none visible
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'hf-security-analysis[bot]'."}]`
+
+Example artifacts:
+- [PR #46716: chore: update pr-ci-security-gate.yml](https://github.com/huggingface/transformers/pull/46716) — open
+- [PR #46563: chore: update pr-ci-security-gate.yml](https://github.com/huggingface/transformers/pull/46563) — open
+- [PR #46558: chore: update pr-ci-security-gate.yml](https://github.com/huggingface/transformers/pull/46558) — open
+
 ### `jiqing-feng`
 
 - profile: [github.com/jiqing-feng](https://github.com/jiqing-feng)
@@ -777,54 +829,6 @@ Example artifacts:
 - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
 - [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
 
-### `3outeille`
-
-- profile: [github.com/3outeille](https://github.com/3outeille)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
-- repo first seen: `2025-11-26T16:58:10Z`
-- repo last seen: `2026-06-17T04:12:24Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **27**
-- snapshot authored PRs/issues: **26 PRs / 1 issues**
-- snapshot discussion activity: **32 comments / 98 reviews / 100 review comments**
-- account age: **2625 days**
-- recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46707: Add native FSDP2 module + migration](https://github.com/huggingface/transformers/pull/46707) — open
-- [PR #46706: Add native FSDP2 module and import migration](https://github.com/huggingface/transformers/pull/46706) — closed
-- [PR #46705: add distributed config](https://github.com/huggingface/transformers/pull/46705) — open
-- [Issue #46187: cohere2_moe fails training + tensor parallel tests](https://github.com/huggingface/transformers/issues/46187) — closed
-
-### `hf-security-analysis[bot]`
-
-- profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahf-security-analysis%5Bbot%5D)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahf-security-analysis%5Bbot%5D)
-- repo first seen: `2026-03-11T15:39:30Z`
-- repo last seen: `2026-06-11T11:48:05Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **26**
-- snapshot authored PRs/issues: **26 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **? days**
-- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
-- public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
-- heuristic read: **summary unavailable**
-- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'hf-security-analysis[bot]'."}]`
-
-Example artifacts:
-- [PR #46563: chore: update pr-ci-security-gate.yml](https://github.com/huggingface/transformers/pull/46563) — open
-- [PR #46558: chore: update pr-ci-security-gate.yml](https://github.com/huggingface/transformers/pull/46558) — open
-- [PR #46554: chore: update pr-ci-security-gate.yml](https://github.com/huggingface/transformers/pull/46554) — open
-
 ### `qgallouedec`
 
 - profile: [github.com/qgallouedec](https://github.com/qgallouedec)
@@ -882,12 +886,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
 - repo first seen: `2025-07-04T08:41:29Z`
-- repo last seen: `2026-06-16T13:38:19Z`
+- repo last seen: `2026-06-17T11:14:11Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **25**
 - snapshot authored PRs/issues: **21 PRs / 4 issues**
-- snapshot discussion activity: **69 comments / 326 reviews / 294 review comments**
+- snapshot discussion activity: **69 comments / 340 reviews / 307 review comments**
 - account age: **2354 days**
 - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
 - public orgs: `huggingface`, `Chouafa`
@@ -908,12 +912,12 @@ 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: `2026-06-15T12:36:29Z`
+- repo last seen: `2026-06-17T09:46:36Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **20**
 - snapshot authored PRs/issues: **20 PRs / 0 issues**
-- snapshot discussion activity: **46 comments / 78 reviews / 76 review comments**
+- snapshot discussion activity: **47 comments / 79 reviews / 77 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
@@ -931,12 +935,12 @@ 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: `2026-06-16T10:17:56Z`
+- repo last seen: `2026-06-17T08:44:14Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **20**
 - snapshot authored PRs/issues: **20 PRs / 0 issues**
-- snapshot discussion activity: **26 comments / 102 reviews / 102 review comments**
+- snapshot discussion activity: **27 comments / 102 reviews / 102 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
@@ -1302,12 +1306,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
 - repo first seen: `2026-05-12T18:20:58Z`
-- repo last seen: `2026-06-16T16:16:33Z`
+- repo last seen: `2026-06-17T10:10:43Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **30 comments / 103 reviews / 124 review comments**
+- snapshot discussion activity: **30 comments / 105 reviews / 133 review comments**
 - account age: **2794 days**
 - recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
 - public orgs: `huggingface`
@@ -1490,12 +1494,12 @@ 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: `2026-06-16T10:50:21Z`
+- repo last seen: `2026-06-17T08:33:40Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **4 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: **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
@@ -1809,7 +1813,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46703: Update GLM-5.2 docs](https://github.com/huggingface/transformers/pull/46703) — open
+- [PR #46703: Update GLM-5.2 docs](https://github.com/huggingface/transformers/pull/46703) — closed, merged
 - [PR #46372: Fix: interleaved RoPE application for MLA and Support Index Cache DSA indexer skip-topk sharing for GLM5](https://github.com/huggingface/transformers/pull/46372) — closed, merged
 - [PR #46338: Fix incorrect attribute mapping relationships in GLM MoE DSA Config](https://github.com/huggingface/transformers/pull/46338) — closed, merged
 
@@ -2002,29 +2006,6 @@ 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
 
-### `sirzechs66`
-
-- profile: [github.com/sirzechs66](https://github.com/sirzechs66)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asirzechs66)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asirzechs66)
-- repo first seen: `2026-03-30T12:18:41Z`
-- repo last seen: `2026-05-30T08:44:51Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **14 comments / 1 reviews / 1 review comments**
-- account age: **1246 days**
-- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46098: Fix Mamba2Mixer: use_cache with seq_len > 1 silently produces incorrect results (both CPU and GPU paths) (#46032)](https://github.com/huggingface/transformers/pull/46098) — closed
-- [PR #45506: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757) latest](https://github.com/huggingface/transformers/pull/45506) — closed, merged
-- [PR #45500: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757) latest](https://github.com/huggingface/transformers/pull/45500) — closed, draft
-
 ### `merveenoyan`
 
 - profile: [github.com/merveenoyan](https://github.com/merveenoyan)
@@ -2757,12 +2738,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajoerowell)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajoerowell)
 - repo first seen: `2026-04-28T08:24:28Z`
-- repo last seen: `2026-06-16T19:47:16Z`
+- repo last seen: `2026-06-17T07:33:01Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
+- snapshot discussion activity: **0 comments / 2 reviews / 2 review comments**
 - account age: **3394 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
@@ -3403,6 +3384,29 @@ Example artifacts:
 - [PR #44830: Support Audio Flamingo Next checkpoints](https://github.com/huggingface/transformers/pull/44830) — closed, merged
 - [PR #43538: Add Music Flamingo](https://github.com/huggingface/transformers/pull/43538) — closed, merged
 
+### `sirzechs66`
+
+- profile: [github.com/sirzechs66](https://github.com/sirzechs66)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asirzechs66)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asirzechs66)
+- repo first seen: `2026-03-30T12:18:41Z`
+- repo last seen: `2026-05-30T08:44:51Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **14 comments / 1 reviews / 1 review comments**
+- account age: **1246 days**
+- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46098: Fix Mamba2Mixer: use_cache with seq_len > 1 silently produces incorrect results (both CPU and GPU paths) (#46032)](https://github.com/huggingface/transformers/pull/46098) — closed
+- [PR #45506: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757) latest](https://github.com/huggingface/transformers/pull/45506) — closed, merged
+- [PR #45500: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757) latest](https://github.com/huggingface/transformers/pull/45500) — closed, draft
+
 ### `sbucaille`
 
 - profile: [github.com/sbucaille](https://github.com/sbucaille)
@@ -4241,7 +4245,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #45979: [Generation] Add static ensemble verification for lossy speculative decoding](https://github.com/huggingface/transformers/pull/45979) — open
-- [Issue #45865: [Feature Request] Add lossy speculative decoding via static ensemble verification](https://github.com/huggingface/transformers/issues/45865) — open
+- [Issue #45865: [Feature Request] Add lossy speculative decoding via static ensemble verification](https://github.com/huggingface/transformers/issues/45865) — closed
 
 ### `KeitaW`
 
@@ -4568,6 +4572,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45558: feat(trainer): log individual losses from loss_dict](https://github.com/huggingface/transformers/pull/45558) — closed
 
+### `Abhijeet1815`
+
+- profile: [github.com/Abhijeet1815](https://github.com/Abhijeet1815)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbhijeet1815)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbhijeet1815)
+- repo first seen: `2026-06-16T19:12:22Z`
+- repo last seen: `2026-06-17T06:45:42Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **611 days**
+- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46709: Fix #40032: Add padding strategy to DataCollatorForLanguageModeling](https://github.com/huggingface/transformers/pull/46709) — closed
+
 ### `abhiprd200`
 
 - profile: [github.com/abhiprd200](https://github.com/abhiprd200)
@@ -5248,7 +5273,7 @@ Example artifacts:
 - repo first seen: `2026-06-16T20:50:26Z`
 - repo last seen: `2026-06-16T23:14:48Z`
 - 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**
@@ -5259,7 +5284,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #46700: Fix: honor cache_config["max_cache_len"] on the static-cache path](https://github.com/huggingface/transformers/pull/46700) — open
+- [PR #46700: Fix: honor cache_config["max_cache_len"] on the static-cache path](https://github.com/huggingface/transformers/pull/46700) — closed
 
 ### `botbikamordehai2-sketch`
 
@@ -5835,7 +5860,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agoanpeca)
 - repo first seen: `2026-06-17T03:02:47Z`
 - repo last seen: `2026-06-17T03:02:47Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -6332,6 +6357,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45743: fix(bitsandbytes): implement reverse_op for Bnb4bitDeserialize and Bnb8bitDeserialize](https://github.com/huggingface/transformers/pull/45743) — closed
 
+### `kemuxiaozi000`
+
+- profile: [github.com/kemuxiaozi000](https://github.com/kemuxiaozi000)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akemuxiaozi000)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akemuxiaozi000)
+- repo first seen: `2026-06-17T09:00:56Z`
+- repo last seen: `2026-06-17T09:00:56Z`
+- 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: **3406 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 #46713: feat(model): add bailing v3 model](https://github.com/huggingface/transformers/pull/46713) — open
+
 ### `kfojcik-intel`
 
 - profile: [github.com/kfojcik-intel](https://github.com/kfojcik-intel)
@@ -6731,6 +6777,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45694: Fix train_batch_size and eval_batch_size to respect split_batches config](https://github.com/huggingface/transformers/pull/45694) — open
 
+### `mironable`
+
+- profile: [github.com/mironable](https://github.com/mironable)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amironable)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amironable)
+- repo first seen: `2026-06-15T12:56:34Z`
+- repo last seen: `2026-06-17T11:53:08Z`
+- 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: **3 comments / 0 reviews / 0 review comments**
+- account age: **3559 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 #46718: Add GGUF loading support for GLM-4.5 MoE (glm4moe)](https://github.com/huggingface/transformers/pull/46718) — open
+
 ### `msdsm`
 
 - profile: [github.com/msdsm](https://github.com/msdsm)
@@ -6779,12 +6846,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANanoCode012)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANanoCode012)
 - repo first seen: `2026-06-13T06:09:47Z`
-- repo last seen: `2026-06-13T06:09:47Z`
+- repo last seen: `2026-06-17T10:15:52Z`
 - 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**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **4220 days**
 - recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
 - public orgs: none visible
@@ -6928,7 +6995,7 @@ Example artifacts:
 - repo first seen: `2026-06-16T20:11:32Z`
 - repo last seen: `2026-06-16T22:59:15Z`
 - 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: **2 comments / 0 reviews / 0 review comments**
@@ -6939,7 +7006,7 @@ Example artifacts:
 - heuristic read: **young account; high recent PR volume; broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46699: fix(sdpa): add MPS workarounds for bidirectional attention and value head dim bugs](https://github.com/huggingface/transformers/pull/46699) — open
+- [PR #46699: fix(sdpa): add MPS workarounds for bidirectional attention and value head dim bugs](https://github.com/huggingface/transformers/pull/46699) — closed
 
 ### `pratapyash`
 
@@ -7529,6 +7596,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46621: docs(zh): add Chinese translation of kernels.md](https://github.com/huggingface/transformers/pull/46621) — closed, merged
 
+### `shreyescodes`
+
+- profile: [github.com/shreyescodes](https://github.com/shreyescodes)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ashreyescodes)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ashreyescodes)
+- repo first seen: `2026-06-17T07:30:01Z`
+- repo last seen: `2026-06-17T10:47:38Z`
+- 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: **3 comments / 0 reviews / 0 review comments**
+- account age: **1108 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 #46714: Fix busy-waiting issue in ContinuousBatchingManager.get_result (#46516)](https://github.com/huggingface/transformers/pull/46714) — open
+
 ### `Shylin26`
 
 - profile: [github.com/Shylin26](https://github.com/Shylin26)

new_contributors.parquet

@@ -1,3 +1,3 @@
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-oid sha256:24a73d6f6af255d1eedb519eab634f9388a0e2246f9b1f079bdf78d7d030f101
-size 63407
+oid sha256:a6cf705f1f7b3bcbc8d26f0a2abb40b2ceec5b435d1b14fe9b196a8d42813c0d
+size 63841

pr-scope-clusters.json

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 {
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-  "generated_at": "2026-06-17T06:01:45Z",
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   "cluster_count": 69,
   "pr_scope_clusters": [
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@@ -762,7 +1091,7 @@
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       "summary": "6 open PRs share weighted file overlap around `src/transformers/integrations/hub_kernels.py`, `tests/kernels/test_kernels.py`, `src/transformers/modeling_utils.py`; representative PR #46478.",
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@@ -962,13 +1291,13 @@
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           "shared_directories": [
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-            "docs/source",
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+          ],
           "shared_directories": [
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-            "docs/source",
-            "docs"
+            ".github/workflows",
+            ".github"
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-          "content_similarity": 0.071,
-          "size_similarity": 0.88,
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+          "right_pr_number": 46558,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
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+          "shared_filenames": [
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+          ],
           "shared_directories": [
-            "docs/source/en",
-            "docs/source",
-            "docs"
+            ".github/workflows",
+            ".github"
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@@ -2374,7 +2423,7 @@
         46564
       ],
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-      "average_similarity": 0.542,
+      "average_similarity": 0.54,
       "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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@@ -2394,8 +2443,8 @@
         {
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@@ -2419,8 +2468,8 @@
         {
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@@ -2444,8 +2493,8 @@
         {
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@@ -2466,8 +2515,8 @@
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-          "similarity": 0.477,
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@@ -2511,8 +2560,8 @@
         {
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@@ -2541,7 +2590,7 @@
         45985
       ],
       "representative_pr_number": 45985,
-      "average_similarity": 0.493,
+      "average_similarity": 0.495,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
       "shared_filenames": [
         "src/transformers/generation/utils.py"
@@ -2555,8 +2604,8 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 45985,
-          "similarity": 0.586,
-          "content_similarity": 0.466,
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@@ -2572,8 +2621,8 @@
         {
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@@ -2589,8 +2638,8 @@
         {
           "left_pr_number": 34667,
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@@ -2606,8 +2655,8 @@
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@@ -2623,8 +2672,8 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 44872,
-          "similarity": 0.421,
-          "content_similarity": 0.329,
+          "similarity": 0.423,
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           "breadth_similarity": 1.0,
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@@ -2640,8 +2689,8 @@
         {
           "left_pr_number": 39683,
           "right_pr_number": 44872,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2805,150 +2854,7 @@
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@@ -3028,7 +2934,7 @@
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@@ -3062,7 +2968,7 @@
           "left_pr_number": 44385,
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           "breadth_similarity": 0.667,
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@@ -3205,6 +3111,118 @@
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     },
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+      "pr_numbers": [
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+        44407,
+        44550,
+        46698
+      ],
+      "representative_pr_number": 44550,
+      "average_similarity": 0.353,
+      "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
+      "shared_filenames": [],
+      "shared_directories": [
+        "docs/source/en",
+        "docs/source",
+        "docs",
+        "docs/source/en/model_doc"
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+      "pairwise": [
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+          "size_similarity": 1.0,
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+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
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+            "docs/source/en",
+            "docs/source",
+            "docs"
+          ]
+        },
+        {
+          "left_pr_number": 44407,
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+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
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+            "docs/source",
+            "docs"
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+        },
+        {
+          "left_pr_number": 33686,
+          "right_pr_number": 44407,
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+          "content_similarity": 0.08,
+          "size_similarity": 0.957,
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+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            "docs/source/en",
+            "docs/source",
+            "docs"
+          ]
+        },
+        {
+          "left_pr_number": 44407,
+          "right_pr_number": 46698,
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+          "content_similarity": 0.087,
+          "size_similarity": 0.885,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
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+            "docs/source",
+            "docs"
+          ]
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+        {
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+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            "docs/source/en",
+            "docs/source",
+            "docs"
+          ]
+        },
+        {
+          "left_pr_number": 33686,
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+          "size_similarity": 0.846,
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+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            "docs/source/en",
+            "docs/source",
+            "docs"
+          ]
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     {
       "cluster_id": "pr-scope-44066-3",
       "pr_numbers": [
@@ -3285,74 +3303,6 @@
         }
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-      "shared_filenames": [
-        ".github/workflows/pr-ci-security-gate.yml"
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-            ".github/workflows",
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-            ".github"
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     {
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@@ -3445,8 +3395,8 @@
         {
           "left_pr_number": 46207,
           "right_pr_number": 46632,
-          "similarity": 0.623,
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+          "similarity": 0.624,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.935,
@@ -3465,7 +3415,7 @@
           "left_pr_number": 44940,
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           "similarity": 0.554,
-          "content_similarity": 0.512,
+          "content_similarity": 0.513,
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           "breadth_similarity": 0.833,
           "concentration_similarity": 0.903,
@@ -3483,8 +3433,8 @@
         {
           "left_pr_number": 44940,
           "right_pr_number": 46207,
-          "similarity": 0.541,
-          "content_similarity": 0.452,
+          "similarity": 0.542,
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@@ -3860,7 +3810,7 @@
         44682
       ],
       "representative_pr_number": 43656,
-      "average_similarity": 0.479,
+      "average_similarity": 0.478,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
       "shared_filenames": [
         "src/transformers/cli/serve.py"
@@ -3874,8 +3824,8 @@
         {
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@@ -3891,8 +3841,8 @@
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+          "similarity": 0.443,
+          "content_similarity": 0.494,
           "size_similarity": 0.048,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -3908,8 +3858,8 @@
         {
           "left_pr_number": 43842,
           "right_pr_number": 44682,
-          "similarity": 0.41,
-          "content_similarity": 0.455,
+          "similarity": 0.409,
+          "content_similarity": 0.454,
           "size_similarity": 0.011,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -3932,7 +3882,7 @@
         45655
       ],
       "representative_pr_number": 45649,
-      "average_similarity": 0.453,
+      "average_similarity": 0.455,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
       "shared_filenames": [
         "src/transformers/modeling_utils.py"
@@ -3945,8 +3895,8 @@
         {
           "left_pr_number": 45548,
           "right_pr_number": 45649,
-          "similarity": 0.512,
-          "content_similarity": 0.521,
+          "similarity": 0.51,
+          "content_similarity": 0.518,
           "size_similarity": 0.149,
           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -3961,8 +3911,8 @@
         {
           "left_pr_number": 45649,
           "right_pr_number": 45655,
-          "similarity": 0.499,
-          "content_similarity": 0.331,
+          "similarity": 0.504,
+          "content_similarity": 0.339,
           "size_similarity": 0.778,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3977,8 +3927,8 @@
         {
           "left_pr_number": 45548,
           "right_pr_number": 45655,
-          "similarity": 0.347,
-          "content_similarity": 0.276,
+          "similarity": 0.35,
+          "content_similarity": 0.28,
           "size_similarity": 0.191,
           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -4000,7 +3950,7 @@
         46643
       ],
       "representative_pr_number": 46643,
-      "average_similarity": 0.434,
+      "average_similarity": 0.433,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`, `src/transformers/generation/utils.py`; representative PR #46643.",
       "shared_filenames": [
         "src/transformers/generation/logits_process.py",
@@ -4018,8 +3968,8 @@
         {
           "left_pr_number": 45413,
           "right_pr_number": 46643,
-          "similarity": 0.475,
-          "content_similarity": 0.378,
+          "similarity": 0.474,
+          "content_similarity": 0.377,
           "size_similarity": 0.571,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.821,
@@ -4059,8 +4009,8 @@
         {
           "left_pr_number": 42112,
           "right_pr_number": 45413,
-          "similarity": 0.409,
-          "content_similarity": 0.445,
+          "similarity": 0.408,
+          "content_similarity": 0.444,
           "size_similarity": 0.017,
           "breadth_similarity": 0.458,
           "concentration_similarity": 0.981,
@@ -4128,7 +4078,7 @@
         {
           "left_pr_number": 45709,
           "right_pr_number": 45742,
-          "similarity": 0.5,
+          "similarity": 0.501,
           "content_similarity": 0.377,
           "size_similarity": 0.782,
           "breadth_similarity": 0.833,
@@ -4162,65 +4112,81 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-45851-3",
+      "cluster_id": "pr-scope-32189-3",
       "pr_numbers": [
-        45851,
-        46357,
-        46703
+        32189,
+        42655,
+        46124
+      ],
+      "representative_pr_number": 42655,
+      "average_similarity": 0.416,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/candidate_generator.py`, `tests/generation/test_utils.py`, `src/transformers/generation/utils.py`; representative PR #42655.",
+      "shared_filenames": [
+        "src/transformers/generation/candidate_generator.py",
+        "tests/generation/test_utils.py",
+        "src/transformers/generation/utils.py"
       ],
-      "representative_pr_number": 46703,
-      "average_similarity": 0.35,
-      "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #46703.",
-      "shared_filenames": [],
       "shared_directories": [
-        "docs/source/en",
-        "docs/source",
-        "docs"
+        "src/transformers/generation",
+        "src/transformers",
+        "src",
+        "tests/generation",
+        "tests"
       ],
       "pairwise": [
         {
-          "left_pr_number": 45851,
-          "right_pr_number": 46703,
-          "similarity": 0.369,
-          "content_similarity": 0.099,
-          "size_similarity": 1.0,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [],
+          "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": [
-            "docs/source/en",
-            "docs/source",
-            "docs"
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
           ]
         },
         {
-          "left_pr_number": 46357,
-          "right_pr_number": 46703,
-          "similarity": 0.343,
-          "content_similarity": 0.112,
-          "size_similarity": 0.761,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [],
+          "left_pr_number": 42655,
+          "right_pr_number": 46124,
+          "similarity": 0.407,
+          "content_similarity": 0.459,
+          "size_similarity": 0.038,
+          "breadth_similarity": 0.417,
+          "concentration_similarity": 0.753,
+          "shared_filenames": [
+            "src/transformers/generation/candidate_generator.py",
+            "tests/generation/test_utils.py"
+          ],
           "shared_directories": [
-            "docs/source/en",
-            "docs/source",
-            "docs"
+            "src/transformers/generation",
+            "src/transformers",
+            "tests/generation",
+            "src",
+            "tests"
           ]
         },
         {
-          "left_pr_number": 45851,
-          "right_pr_number": 46357,
-          "similarity": 0.339,
-          "content_similarity": 0.107,
-          "size_similarity": 0.761,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [],
+          "left_pr_number": 32189,
+          "right_pr_number": 46124,
+          "similarity": 0.388,
+          "content_similarity": 0.342,
+          "size_similarity": 0.165,
+          "breadth_similarity": 0.833,
+          "concentration_similarity": 0.815,
+          "shared_filenames": [
+            "src/transformers/generation/candidate_generator.py"
+          ],
           "shared_directories": [
-            "docs/source/en",
-            "docs/source",
-            "docs"
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
           ]
         }
       ]
@@ -4258,8 +4224,8 @@
         {
           "left_pr_number": 46138,
           "right_pr_number": 46503,
-          "similarity": 0.35,
-          "content_similarity": 0.125,
+          "similarity": 0.347,
+          "content_similarity": 0.12,
           "size_similarity": 0.75,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4272,8 +4238,8 @@
         {
           "left_pr_number": 46138,
           "right_pr_number": 46501,
-          "similarity": 0.333,
-          "content_similarity": 0.101,
+          "similarity": 0.334,
+          "content_similarity": 0.102,
           "size_similarity": 0.75,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4339,7 +4305,7 @@
         45613
       ],
       "representative_pr_number": 41116,
-      "average_similarity": 0.96,
+      "average_similarity": 0.961,
       "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/minicpm3.md`, `src/transformers/models/minicpm3/__init__.py`, `src/transformers/models/minicpm3/configuration_minicpm3.py`; representative PR #41116.",
       "shared_filenames": [
         "docs/source/en/model_doc/minicpm3.md",
@@ -4365,8 +4331,8 @@
         {
           "left_pr_number": 41116,
           "right_pr_number": 45613,
-          "similarity": 0.96,
-          "content_similarity": 0.993,
+          "similarity": 0.961,
+          "content_similarity": 0.994,
           "size_similarity": 0.906,
           "breadth_similarity": 0.792,
           "concentration_similarity": 0.998,
@@ -4440,7 +4406,7 @@
         46267
       ],
       "representative_pr_number": 45847,
-      "average_similarity": 0.856,
+      "average_similarity": 0.858,
       "summary": "2 open PRs share weighted file overlap around `docs/source/en/chat_response_parsing.md`, `src/transformers/models/gemma4/convert_gemma4_weights.py`, `src/transformers/pipelines/any_to_any.py`; representative PR #45847.",
       "shared_filenames": [
         "docs/source/en/chat_response_parsing.md",
@@ -4466,8 +4432,8 @@
         {
           "left_pr_number": 45847,
           "right_pr_number": 46267,
-          "similarity": 0.856,
-          "content_similarity": 0.853,
+          "similarity": 0.858,
+          "content_similarity": 0.855,
           "size_similarity": 0.811,
           "breadth_similarity": 0.925,
           "concentration_similarity": 0.9,
@@ -4635,15 +4601,15 @@
       ],
       "representative_pr_number": 43543,
       "average_similarity": 0.775,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`, `src/transformers/models/jamba/modeling_jamba.py`; representative PR #43543.",
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`, `src/transformers/models/minimax_m2/modeling_minimax_m2.py`; representative PR #43543.",
       "shared_filenames": [
         "src/transformers/models/jetmoe/modeling_jetmoe.py",
         "src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py",
-        "src/transformers/models/jamba/modeling_jamba.py",
         "src/transformers/models/minimax_m2/modeling_minimax_m2.py",
         "src/transformers/models/phimoe/modeling_phimoe.py",
         "src/transformers/models/dbrx/modeling_dbrx.py",
         "src/transformers/models/flex_olmo/modeling_flex_olmo.py",
+        "src/transformers/models/jamba/modeling_jamba.py",
         "src/transformers/models/mixtral/modeling_mixtral.py"
       ],
       "shared_directories": [
@@ -4652,8 +4618,8 @@
         "src/transformers/models/phimoe",
         "src/transformers/models/dbrx",
         "src/transformers/models/flex_olmo",
-        "src/transformers/models/jamba",
         "src/transformers/models/minimax_m2",
+        "src/transformers/models/jamba",
         "src/transformers/models/mixtral"
       ],
       "pairwise": [
@@ -4699,7 +4665,7 @@
         45977
       ],
       "representative_pr_number": 44794,
-      "average_similarity": 0.726,
+      "average_similarity": 0.724,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/gguf_dequant.py`, `src/transformers/quantizers/__init__.py`, `src/transformers/quantizers/quantizer_gguf.py`; representative PR #44794.",
       "shared_filenames": [
         "src/transformers/integrations/gguf_dequant.py",
@@ -4725,8 +4691,8 @@
         {
           "left_pr_number": 44794,
           "right_pr_number": 45977,
-          "similarity": 0.726,
-          "content_similarity": 0.741,
+          "similarity": 0.724,
+          "content_similarity": 0.739,
           "size_similarity": 0.601,
           "breadth_similarity": 0.757,
           "concentration_similarity": 0.824,
@@ -4756,79 +4722,79 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-41901-2",
+      "cluster_id": "pr-scope-42824-2",
       "pr_numbers": [
-        41901,
-        45523
+        42824,
+        46461
       ],
-      "representative_pr_number": 41901,
-      "average_similarity": 0.718,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/executorch.py`; representative PR #41901.",
+      "representative_pr_number": 42824,
+      "average_similarity": 0.719,
+      "summary": "2 open PRs share weighted file overlap around `tests/utils/test_feature_extraction_utils.py`, `src/transformers/feature_extraction_utils.py`; representative PR #42824.",
       "shared_filenames": [
-        "src/transformers/integrations/executorch.py"
+        "tests/utils/test_feature_extraction_utils.py",
+        "src/transformers/feature_extraction_utils.py"
       ],
       "shared_directories": [
-        "src/transformers/integrations",
+        "tests/utils",
         "src/transformers",
+        "tests",
         "src"
       ],
       "pairwise": [
         {
-          "left_pr_number": 41901,
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-          "size_similarity": 0.158,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
+          "left_pr_number": 42824,
+          "right_pr_number": 46461,
+          "similarity": 0.719,
+          "content_similarity": 0.749,
+          "size_similarity": 0.652,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.928,
           "shared_filenames": [
-            "src/transformers/integrations/executorch.py"
+            "src/transformers/feature_extraction_utils.py",
+            "tests/utils/test_feature_extraction_utils.py"
           ],
           "shared_directories": [
-            "src/transformers/integrations",
             "src/transformers",
-            "src"
+            "tests/utils",
+            "src",
+            "tests"
           ]
         }
       ]
     },
     {
-      "cluster_id": "pr-scope-42824-2",
+      "cluster_id": "pr-scope-41901-2",
       "pr_numbers": [
-        42824,
-        46461
+        41901,
+        45523
       ],
-      "representative_pr_number": 42824,
+      "representative_pr_number": 41901,
       "average_similarity": 0.718,
-      "summary": "2 open PRs share weighted file overlap around `tests/utils/test_feature_extraction_utils.py`, `src/transformers/feature_extraction_utils.py`; representative PR #42824.",
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/executorch.py`; representative PR #41901.",
       "shared_filenames": [
-        "tests/utils/test_feature_extraction_utils.py",
-        "src/transformers/feature_extraction_utils.py"
+        "src/transformers/integrations/executorch.py"
       ],
       "shared_directories": [
-        "tests/utils",
+        "src/transformers/integrations",
         "src/transformers",
-        "tests",
         "src"
       ],
       "pairwise": [
         {
-          "left_pr_number": 42824,
-          "right_pr_number": 46461,
+          "left_pr_number": 41901,
+          "right_pr_number": 45523,
           "similarity": 0.718,
-          "content_similarity": 0.749,
-          "size_similarity": 0.652,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.928,
+          "content_similarity": 0.777,
+          "size_similarity": 0.158,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
           "shared_filenames": [
-            "src/transformers/feature_extraction_utils.py",
-            "tests/utils/test_feature_extraction_utils.py"
+            "src/transformers/integrations/executorch.py"
           ],
           "shared_directories": [
+            "src/transformers/integrations",
             "src/transformers",
-            "tests/utils",
-            "src",
-            "tests"
+            "src"
           ]
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       ]
@@ -4840,7 +4806,7 @@
         45480
       ],
       "representative_pr_number": 43747,
-      "average_similarity": 0.675,
+      "average_similarity": 0.674,
       "summary": "2 open PRs share weighted file overlap around `tests/quantization/compressed_tensors_integration/test_compressed_models.py`; representative PR #43747.",
       "shared_filenames": [
         "tests/quantization/compressed_tensors_integration/test_compressed_models.py"
@@ -4854,8 +4820,8 @@
         {
           "left_pr_number": 43747,
           "right_pr_number": 45480,
-          "similarity": 0.675,
-          "content_similarity": 0.626,
+          "similarity": 0.674,
+          "content_similarity": 0.625,
           "size_similarity": 0.664,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.751,
@@ -4870,6 +4836,59 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46587-2",
+      "pr_numbers": [
+        46587,
+        46712
+      ],
+      "representative_pr_number": 46587,
+      "average_similarity": 0.672,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/continuous_batching/cache.py`, `src/transformers/generation/continuous_batching/distributed.py`, `src/transformers/generation/continuous_batching/offloading_manager.py`; representative PR #46587.",
+      "shared_filenames": [
+        "src/transformers/generation/continuous_batching/cache.py",
+        "src/transformers/generation/continuous_batching/distributed.py",
+        "src/transformers/generation/continuous_batching/offloading_manager.py",
+        "src/transformers/generation/continuous_batching/scheduler.py",
+        "tests/generation/test_continuous_batching.py",
+        "src/transformers/generation/continuous_batching/continuous_api.py"
+      ],
+      "shared_directories": [
+        "src/transformers/generation/continuous_batching",
+        "src/transformers/generation",
+        "tests/generation",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46587,
+          "right_pr_number": 46712,
+          "similarity": 0.672,
+          "content_similarity": 0.761,
+          "size_similarity": 0.361,
+          "breadth_similarity": 0.431,
+          "concentration_similarity": 0.85,
+          "shared_filenames": [
+            "src/transformers/generation/continuous_batching/cache.py",
+            "src/transformers/generation/continuous_batching/continuous_api.py",
+            "src/transformers/generation/continuous_batching/distributed.py",
+            "src/transformers/generation/continuous_batching/offloading_manager.py",
+            "src/transformers/generation/continuous_batching/scheduler.py",
+            "tests/generation/test_continuous_batching.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation/continuous_batching",
+            "src/transformers/generation",
+            "src/transformers",
+            "tests/generation",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-43779-2",
       "pr_numbers": [
@@ -5060,7 +5079,7 @@
         46324
       ],
       "representative_pr_number": 44228,
-      "average_similarity": 0.563,
+      "average_similarity": 0.564,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/quantizers/quantizers_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44228.",
       "shared_filenames": [
         "src/transformers/quantizers/quantizers_utils.py",
@@ -5075,7 +5094,7 @@
         {
           "left_pr_number": 44228,
           "right_pr_number": 46324,
-          "similarity": 0.563,
+          "similarity": 0.564,
           "content_similarity": 0.6,
           "size_similarity": 0.259,
           "breadth_similarity": 0.583,
@@ -5216,36 +5235,36 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-44659-2",
+      "cluster_id": "pr-scope-45056-2",
       "pr_numbers": [
-        44659,
-        46705
+        45056,
+        45128
       ],
-      "representative_pr_number": 44659,
-      "average_similarity": 0.507,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/distributed/configuration_utils.py`; representative PR #44659.",
+      "representative_pr_number": 45056,
+      "average_similarity": 0.511,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
       "shared_filenames": [
-        "src/transformers/distributed/configuration_utils.py"
+        "src/transformers/utils/auto_docstring.py"
       ],
       "shared_directories": [
-        "src/transformers/distributed",
+        "src/transformers/utils",
         "src/transformers",
         "src"
       ],
       "pairwise": [
         {
-          "left_pr_number": 44659,
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-          "content_similarity": 0.644,
-          "size_similarity": 0.015,
-          "breadth_similarity": 0.267,
-          "concentration_similarity": 0.538,
+          "left_pr_number": 45056,
+          "right_pr_number": 45128,
+          "similarity": 0.511,
+          "content_similarity": 0.41,
+          "size_similarity": 0.669,
+          "breadth_similarity": 0.875,
+          "concentration_similarity": 0.724,
           "shared_filenames": [
-            "src/transformers/distributed/configuration_utils.py"
+            "src/transformers/utils/auto_docstring.py"
           ],
           "shared_directories": [
-            "src/transformers/distributed",
+            "src/transformers/utils",
             "src/transformers",
             "src"
           ]
@@ -5253,36 +5272,36 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-45056-2",
+      "cluster_id": "pr-scope-44659-2",
       "pr_numbers": [
-        45056,
-        45128
+        44659,
+        46705
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