Refresh transformers dataset snapshot 20260629T120018Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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@@ -12921,7 +12843,7 @@
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             "url": "https://github.com/huggingface/transformers/issues/46129",
-            "state": "open",
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@@ -15282,6 +15204,65 @@
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+      "heuristic_note": "high open PR share; no visible non-self stars; targets high-star repos",
+      "public_orgs": [
+        "googlers"
+      ],
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+            "kind": "pull_request",
+            "number": 46954,
+            "title": "Fix failure revealed by Pytest v9",
+            "url": "https://github.com/huggingface/transformers/pull/46954",
+            "state": "open",
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@@ -18563,7 +18544,7 @@
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@@ -18597,7 +18578,7 @@
             "number": 46918,
             "title": "fix(deepspeed): chunk ZeRO-3 missing-key param gather to avoid OOM",
             "url": "https://github.com/huggingface/transformers/pull/46918",
-            "state": "open",
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@@ -20457,7 +20438,7 @@
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@@ -20489,7 +20470,7 @@
             "number": 46921,
             "title": "docs: add prepare_for_model() v4\u2192v5 migration example",
             "url": "https://github.com/huggingface/transformers/pull/46921",
-            "state": "open",
+            "state": "closed",
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@@ -21036,7 +21017,7 @@
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@@ -21068,7 +21049,7 @@
             "number": 46919,
             "title": "Fix RagTokenizer attribute delegation",
             "url": "https://github.com/huggingface/transformers/pull/46919",
-            "state": "open",
+            "state": "closed",
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             "created_at": "2026-06-26T13:43:59Z"
@@ -23533,63 +23514,6 @@
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       "name": "Yves Wang",

new-contributors-report.md

@@ -1,16 +1,16 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260629T060016Z`
-- Generated: `2026-06-29T06:01:11Z`
+- Snapshot: `20260629T120018Z`
+- Generated: `2026-06-29T12:02:25Z`
 - Activity window: `60d`
-- Contributors: `352`
+- Contributors: `351`
 
 ## 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` | 130 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 109 | 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` | 110 | 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` | 99 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 99 | 0 | 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` | 97 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
@@ -30,7 +30,7 @@
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 27 | 14 | strong | moderate | low | extremely high recent PR volume; 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 |
 | `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 |
-| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 24 | 4 | strong | low | low | — |
+| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 25 | 4 | strong | low | low | — |
 | `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 |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 21 | 0 | strong | moderate | low | — |
 | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 20 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
@@ -47,7 +47,6 @@
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 10 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
 | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | NONE | ?d | `2026-05-13T06:40:41Z` | 9 | 0 | n/a | n/a | n/a | summary unavailable |
-| `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 8 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 8 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 7 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 7 | 0 | strong | low | low | — |
@@ -84,7 +83,9 @@
 | `Sahith59` | [profile](https://github.com/Sahith59) | no | FIRST_TIME_CONTRIBUTOR | 1626d | `2026-06-19T02:27:30Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Snakinya` | [profile](https://github.com/Snakinya) | no | FIRST_TIME_CONTRIBUTOR | 2115d | `2026-06-08T10:08:10Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Vitaliy-Pikalo` | [profile](https://github.com/Vitaliy-Pikalo) | no | NONE | 636d | `2026-06-21T01:56:59Z` | 3 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
+| `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 11 | 0 | mixed | low | low | high open PR share |
 | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 9 | 0 | mixed | moderate | low | targets high-star repos |
+| `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 8 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
 | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 7 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
@@ -100,7 +101,6 @@
 | `ishan-1010` | [profile](https://github.com/ishan-1010) | no | CONTRIBUTOR | 1588d | `2026-06-01T06:07:21Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 2 | 1 | mixed | low | low | — |
 | `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 2 | 1 | mixed | moderate | low | no visible non-self stars |
-| `Milan-Bhimani` | [profile](https://github.com/Milan-Bhimani) | no | FIRST_TIME_CONTRIBUTOR | 823d | `2026-04-30T06:10:00Z` | 2 | 1 | mixed | low | low | many recent closed-unmerged PRs |
 | `tengomucho` | [profile](https://github.com/tengomucho) | no | MEMBER | 4442d | `2026-04-29T09:26:52Z` | 2 | 1 | mixed | low | low | — |
 | `Abhijeet1815` | [profile](https://github.com/Abhijeet1815) | no | FIRST_TIME_CONTRIBUTOR | 611d | `2026-06-16T19:12:22Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Ace3Z` | [profile](https://github.com/Ace3Z) | no | CONTRIBUTOR | 2598d | `2026-05-24T21:47:03Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -134,10 +134,10 @@
 | `rmotgi1227` | [profile](https://github.com/rmotgi1227) | no | NONE | 295d | `2026-05-12T21:21:10Z` | 2 | 0 | mixed | moderate | low | young account; targets high-star repos |
 | `rohanbalsaraf` | [profile](https://github.com/rohanbalsaraf) | no | FIRST_TIME_CONTRIBUTOR | 1145d | `2026-05-20T11:01:54Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `SindhuRaghuram97` | [profile](https://github.com/SindhuRaghuram97) | no | CONTRIBUTOR | 1319d | `2026-05-05T14:47:02Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
+| `w-Jessamine` | [profile](https://github.com/w-Jessamine) | no | FIRST_TIME_CONTRIBUTOR | 980d | `2026-06-28T20:34:00Z` | 2 | 0 | weak | moderate | low | high open PR share |
 | `yuvrajsharma9981` | [profile](https://github.com/yuvrajsharma9981) | no | FIRST_TIME_CONTRIBUTOR | 3814d | `2026-05-21T22:27:49Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 3012d | `2025-12-02T16:00:11Z` | 19 | 7 | strong | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
-| `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 10 | 0 | mixed | low | low | high open PR share |
 | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 9 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 596d | `2025-06-12T08:51:40Z` | 7 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 6 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
@@ -164,7 +164,6 @@
 | `jonghwanhyeon` | [profile](https://github.com/jonghwanhyeon) | no | CONTRIBUTOR | 5135d | `2026-04-21T11:42:03Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 2 | 0 | weak | low | low | no visible non-self stars; targets high-star repos |
 | `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3202d | `2026-03-04T00:42:43Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 160d | `2026-03-30T15:02:06Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `zRzRzRzRzRzRzR` | [profile](https://github.com/zRzRzRzRzRzRzR) | no | CONTRIBUTOR | 1671d | `2026-01-21T13:37:27Z` | 2 | 0 | strong | moderate | low | targets high-star repos |
@@ -208,6 +207,7 @@
 | `Aktharnvdv` | [profile](https://github.com/Aktharnvdv) | no | NONE | 1965d | `2026-05-05T15:06:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `AlexWortega` | [profile](https://github.com/AlexWortega) | no | NONE | 3256d | `2026-05-28T12:43:05Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `amanv0007` | [profile](https://github.com/amanv0007) | no | NONE | 549d | `2026-05-15T06:25:42Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `amauryfa` | [profile](https://github.com/amauryfa) | yes | FIRST_TIME_CONTRIBUTOR | 5598d | `2026-06-29T08:11:34Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `anagnorisis2peripeteia` | [profile](https://github.com/anagnorisis2peripeteia) | no | FIRST_TIME_CONTRIBUTOR | 1130d | `2026-05-07T07:28:52Z` | 1 | 0 | weak | high | low | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `andreay99` | [profile](https://github.com/andreay99) | no | NONE | 1374d | `2026-05-09T02:34:44Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `AndriyVohar` | [profile](https://github.com/AndriyVohar) | no | FIRST_TIME_CONTRIBUTOR | 1197d | `2026-06-06T15:59:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -265,7 +265,7 @@
 | `iamsharduld` | [profile](https://github.com/iamsharduld) | no | NONE | 4324d | `2026-06-13T10:20:36Z` | 1 | 0 | mixed | high | low | broad repo spread |
 | `igordertigor` | [profile](https://github.com/igordertigor) | no | CONTRIBUTOR | 5665d | `2026-05-12T19:17:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 1 | 0 | strong | low | low | high recent PR volume |
-| `itxsamad1` | [profile](https://github.com/itxsamad1) | no | FIRST_TIME_CONTRIBUTOR | 635d | `2026-06-26T12:25:41Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
+| `itxsamad1` | [profile](https://github.com/itxsamad1) | no | NONE | 635d | `2026-06-26T12:25:41Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `jacopopper` | [profile](https://github.com/jacopopper) | no | NONE | 1686d | `2026-05-31T20:04:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `JAE0Y2N` | [profile](https://github.com/JAE0Y2N) | no | NONE | 877d | `2026-05-20T11:02:07Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `jankipatel20` | [profile](https://github.com/jankipatel20) | no | NONE | 1001d | `2026-05-25T08:25:28Z` | 1 | 0 | strong | low | low | — |
@@ -298,7 +298,7 @@
 | `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 |
 | `mironable` | [profile](https://github.com/mironable) | no | 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 |
-| `MushiSenpai` | [profile](https://github.com/MushiSenpai) | no | FIRST_TIME_CONTRIBUTOR | 143d | `2026-06-26T15:25:50Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
+| `MushiSenpai` | [profile](https://github.com/MushiSenpai) | no | NONE | 143d | `2026-06-26T15:25:50Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; 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 |
 | `ndvbd` | [profile](https://github.com/ndvbd) | no | FIRST_TIME_CONTRIBUTOR | 5482d | `2026-06-16T08:24:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -308,7 +308,7 @@
 | `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 |
 | `professoralbay` | [profile](https://github.com/professoralbay) | no | FIRST_TIMER | 780d | `2026-06-03T20:51:18Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Protocol-zero-0` | [profile](https://github.com/Protocol-zero-0) | no | NONE | 110d | `2026-05-16T15:42:56Z` | 1 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `Pruthvi226` | [profile](https://github.com/Pruthvi226) | no | FIRST_TIME_CONTRIBUTOR | 657d | `2026-06-26T13:43:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Pruthvi226` | [profile](https://github.com/Pruthvi226) | no | NONE | 657d | `2026-06-26T13:43:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `puneetdixit200` | [profile](https://github.com/puneetdixit200) | no | NONE | 223d | `2026-05-16T09:13:29Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
 | `puwaer` | [profile](https://github.com/puwaer) | no | NONE | 1811d | `2026-06-16T05:24:18Z` | 1 | 0 | strong | moderate | low | — |
 | `pvelayudhan` | [profile](https://github.com/pvelayudhan) | no | CONTRIBUTOR | 2051d | `2026-05-27T14:26:06Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -352,7 +352,6 @@
 | `TuringTux` | [profile](https://github.com/TuringTux) | no | CONTRIBUTOR | 2477d | `2026-05-06T16:55:33Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Vanshajrawat` | [profile](https://github.com/Vanshajrawat) | no | NONE | 1600d | `2026-05-30T19:38:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `W-Akrabi` | [profile](https://github.com/W-Akrabi) | no | NONE | 1346d | `2026-06-07T22:07:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `w-Jessamine` | [profile](https://github.com/w-Jessamine) | no | FIRST_TIME_CONTRIBUTOR | 980d | `2026-06-28T20:34:00Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `wangyi7099` | [profile](https://github.com/wangyi7099) | no | FIRST_TIME_CONTRIBUTOR | 3473d | `2026-06-11T00:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `xodn348` | [profile](https://github.com/xodn348) | no | NONE | 2352d | `2026-05-01T07:27:40Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `Yeuvoir` | [profile](https://github.com/Yeuvoir) | no | NONE | 639d | `2026-05-13T05:45:38Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
@@ -393,12 +392,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
 - repo first seen: `2025-03-19T10:58:02Z`
-- repo last seen: `2026-06-29T05:17:34Z`
+- repo last seen: `2026-06-29T09:10:28Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **109**
-- snapshot authored PRs/issues: **109 PRs / 0 issues**
-- snapshot discussion activity: **263 comments / 370 reviews / 554 review comments**
+- repo primary artifacts: **110**
+- snapshot authored PRs/issues: **110 PRs / 0 issues**
+- snapshot discussion activity: **263 comments / 378 reviews / 564 review comments**
 - account age: **2036 days**
 - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 - public orgs: `huggingface`
@@ -406,9 +405,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46955: Remove some unnecessary generate warnings](https://github.com/huggingface/transformers/pull/46955) — closed, merged
 - [PR #46953: Remove default dtype in FusedRMSNormGated modules](https://github.com/huggingface/transformers/pull/46953) — open
 - [PR #46914: Fix flash attention with StaticCache](https://github.com/huggingface/transformers/pull/46914) — closed, merged
-- [PR #46876: Fix auto-mappings registration for remote code & fixes a few custom code issues](https://github.com/huggingface/transformers/pull/46876) — closed, merged
 
 ### `kaixuanliu`
 
@@ -442,12 +441,12 @@ 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: `2026-06-26T11:44:03Z`
+- repo last seen: `2026-06-29T11:12:18Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **99**
 - snapshot authored PRs/issues: **99 PRs / 0 issues**
-- snapshot discussion activity: **679 comments / 1058 reviews / 2245 review comments**
+- snapshot discussion activity: **681 comments / 1064 reviews / 2276 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`
@@ -456,7 +455,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46912: Better and more extensive tests for RoPE](https://github.com/huggingface/transformers/pull/46912) — open
-- [PR #46911: [Olmo3] different RoPE per layer type](https://github.com/huggingface/transformers/pull/46911) — open
+- [PR #46911: [Olmo3] different RoPE per layer type](https://github.com/huggingface/transformers/pull/46911) — closed, merged
 - [PR #46881: QwenVL model conversion](https://github.com/huggingface/transformers/pull/46881) — open
 
 ### `tarekziade`
@@ -516,12 +515,12 @@ 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: `2026-06-29T05:48:55Z`
+- repo last seen: `2026-06-29T09:04:04Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **73**
 - snapshot authored PRs/issues: **70 PRs / 3 issues**
-- snapshot discussion activity: **203 comments / 740 reviews / 1478 review comments**
+- snapshot discussion activity: **204 comments / 741 reviews / 1480 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
@@ -542,12 +541,12 @@ 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: `2026-06-26T17:48:10Z`
+- repo last seen: `2026-06-29T12:00:09Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **58**
 - snapshot authored PRs/issues: **56 PRs / 2 issues**
-- snapshot discussion activity: **733 comments / 1354 reviews / 5539 review comments**
+- snapshot discussion activity: **733 comments / 1356 reviews / 5541 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
@@ -592,12 +591,12 @@ 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: `2026-06-25T17:57:36Z`
+- repo last seen: `2026-06-29T11:48:11Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **46 PRs / 0 issues**
-- snapshot discussion activity: **830 comments / 324 reviews / 217 review comments**
+- snapshot discussion activity: **836 comments / 324 reviews / 217 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`
@@ -663,12 +662,12 @@ 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: `2026-06-23T12:39:20Z`
+- repo last seen: `2026-06-29T09:01:40Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **37**
 - snapshot authored PRs/issues: **37 PRs / 0 issues**
-- snapshot discussion activity: **66 comments / 63 reviews / 38 review comments**
+- snapshot discussion activity: **67 comments / 63 reviews / 38 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
@@ -725,7 +724,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume**
 
 Example artifacts:
-- [PR #46952: Fix shape mismatch in KyutaiSpeechToText `generate()` last window](https://github.com/huggingface/transformers/pull/46952) — open, draft
+- [PR #46952: Fix shape mismatch in KyutaiSpeechToText `generate()` last window](https://github.com/huggingface/transformers/pull/46952) — open
 - [PR #46864: Fix continuous batching for composite / multimodal configs](https://github.com/huggingface/transformers/pull/46864) — closed
 - [PR #46860: Fix Evolla eager attention for the GQA text decoder](https://github.com/huggingface/transformers/pull/46860) — closed, merged
 - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
@@ -881,12 +880,12 @@ 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: `2026-06-25T09:00:48Z`
+- repo last seen: `2026-06-29T10:25:04Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **28**
-- snapshot authored PRs/issues: **24 PRs / 4 issues**
-- snapshot discussion activity: **78 comments / 420 reviews / 386 review comments**
+- repo primary artifacts: **29**
+- snapshot authored PRs/issues: **25 PRs / 4 issues**
+- snapshot discussion activity: **78 comments / 425 reviews / 390 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`
@@ -894,9 +893,9 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
+- [PR #46957: Finegrained FP8 v4: fused grouepd/batched](https://github.com/huggingface/transformers/pull/46957) — open, draft
 - [PR #46818: 🚨 EP: fix EP router contract for many models + honor FP8 scale format](https://github.com/huggingface/transformers/pull/46818) — closed, merged
 - [PR #46742: finegrained v3](https://github.com/huggingface/transformers/pull/46742) — closed, merged
-- [PR #46738: 🚨 Modeling changes for export, compile, and hybrid-attention standardization](https://github.com/huggingface/transformers/pull/46738) — open
 - [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
 - [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
 - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
@@ -978,12 +977,12 @@ 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: `2026-06-26T05:08:12Z`
+- repo last seen: `2026-06-29T09:27:41Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **20**
 - snapshot authored PRs/issues: **20 PRs / 0 issues**
-- snapshot discussion activity: **29 comments / 124 reviews / 124 review comments**
+- snapshot discussion activity: **29 comments / 135 reviews / 135 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
@@ -1177,7 +1176,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46937: Reject assisted generation for LFM2 and LFM2-MoE (set _is_stateful)](https://github.com/huggingface/transformers/pull/46937) — open
+- [PR #46937: Reject assisted generation for LFM2 and LFM2-MoE (set _is_stateful)](https://github.com/huggingface/transformers/pull/46937) — closed, merged
 - [PR #46936: Fix crash in greedy assisted generation with different tokenizers](https://github.com/huggingface/transformers/pull/46936) — open
 - [PR #46831: Fix garbage generation for Qwen3.5/Qwen3-Next under device_map CPU offload](https://github.com/huggingface/transformers/pull/46831) — open
 
@@ -1274,30 +1273,6 @@ Example artifacts:
 - [PR #46950: [serge] Fix 8 integration tests for model `mamba2` failing with `OOM` (other (8))](https://github.com/huggingface/transformers/pull/46950) — open
 - [PR #46949: [serge] Fix 22 integration tests for model `whisper` failing with `other` (other (20), shape/size mismatch (2))](https://github.com/huggingface/transformers/pull/46949) — open
 
-### `Charly21r`
-
-- profile: [github.com/Charly21r](https://github.com/Charly21r)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACharly21r)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACharly21r)
-- repo first seen: `2026-03-13T09:00:25Z`
-- repo last seen: `2026-06-24T07:46:18Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **9**
-- snapshot authored PRs/issues: **8 PRs / 1 issues**
-- snapshot discussion activity: **18 comments / 9 reviews / 9 review comments**
-- account age: **359 days**
-- recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **young account; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46859: Fix variable-length linear attention in Qwen3.5/Qwen3-Next](https://github.com/huggingface/transformers/pull/46859) — closed
-- [PR #46142: Fix TypeError on list-typed ignore_keys_at_rope_validation in RoPE config](https://github.com/huggingface/transformers/pull/46142) — closed, merged
-- [PR #45718: Fix check_auto.py wiping auto_mappings.py due to missing flush](https://github.com/huggingface/transformers/pull/45718) — open
-- [Issue #46121: `convert_rope_params_to_dict` raises `TypeError` when `ignore_keys_at_rope_validation` is a JSON-loaded list](https://github.com/huggingface/transformers/issues/46121) — closed
-
 ### `juliendenize`
 
 - profile: [github.com/juliendenize](https://github.com/juliendenize)
@@ -1352,12 +1327,12 @@ 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: `2026-06-26T09:40:34Z`
+- repo last seen: `2026-06-29T10:33:39Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **34 comments / 123 reviews / 156 review comments**
+- snapshot discussion activity: **34 comments / 125 reviews / 158 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`
@@ -1540,12 +1515,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asharmax-vikas)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asharmax-vikas)
 - repo first seen: `2026-06-18T18:50:23Z`
-- repo last seen: `2026-06-27T12:31:10Z`
+- repo last seen: `2026-06-29T10:28:21Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **5 PRs / 5 issues**
-- snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
+- snapshot discussion activity: **3 comments / 2 reviews / 2 review comments**
 - account age: **702 days**
 - recent public PR activity: **8 PRs** (0 merged / 1 closed-unmerged / 7 open; merged rate **0%**, closed-unmerged rate **12%**, open rate **88%**)
 - public orgs: none visible
@@ -1554,10 +1529,10 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46933: [Gemma4] Fix dtype casting for quantized vision/audio embedders](https://github.com/huggingface/transformers/pull/46933) — open
-- [PR #46898: Fix Florence2 training-loss double-shift (same pattern as Moonshine #…](https://github.com/huggingface/transformers/pull/46898) — open
+- [PR #46898: Fix Florence2 training-loss double-shift (same pattern as Moonshine #…](https://github.com/huggingface/transformers/pull/46898) — closed, merged
 - [PR #46895: Fix CohereASR training-loss double-shift (same as Moonshine fix #46784)](https://github.com/huggingface/transformers/pull/46895) — open
 - [Issue #46932: [Gemma4] Fix dtype casting for quantized vision/audio embedders (same as #46904)](https://github.com/huggingface/transformers/issues/46932) — open
-- [Issue #46897: Florence2 training-loss double-shift bug (same pattern as Moonshine #46784)](https://github.com/huggingface/transformers/issues/46897) — open
+- [Issue #46897: Florence2 training-loss double-shift bug (same pattern as Moonshine #46784)](https://github.com/huggingface/transformers/issues/46897) — closed
 - [Issue #46894: CohereASR training-loss double-shift bug (same pattern as Moonshine #46784)](https://github.com/huggingface/transformers/issues/46894) — open
 
 ### `CharlieKerfoot`
@@ -1763,7 +1738,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; very broad repo spread; high open PR share**
 
 Example artifacts:
-- [PR #46916: Fix training-loss double-shift in Florence2 and CohereASR](https://github.com/huggingface/transformers/pull/46916) — open
+- [PR #46916: Fix training-loss double-shift in Florence2 and CohereASR](https://github.com/huggingface/transformers/pull/46916) — closed
 - [PR #46915: Fix broken code examples in DIA documentation](https://github.com/huggingface/transformers/pull/46915) — closed
 - [PR #46847: fix(qwen3_5): add linear_attn entries to base_model_tp_plan](https://github.com/huggingface/transformers/pull/46847) — open
 
@@ -1773,12 +1748,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arasmi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arasmi)
 - repo first seen: `2026-05-07T01:29:32Z`
-- repo last seen: `2026-06-18T02:08:20Z`
+- repo last seen: `2026-06-29T11:56:47Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 5 reviews / 5 review comments**
+- snapshot discussion activity: **4 comments / 5 reviews / 5 review comments**
 - account age: **4994 days**
 - recent public PR activity: **9 PRs** (5 merged / 1 closed-unmerged / 3 open; merged rate **56%**, closed-unmerged rate **11%**, open rate **33%**)
 - public orgs: `sagemath`, `google`, `google-deepmind`, `tensorflow`, `google-org`
@@ -1787,7 +1762,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46737: skip decorators must appear after @parameterized.expand in pytest](https://github.com/huggingface/transformers/pull/46737) — closed, merged
-- [PR #46207: Use inspect.getsource instead of open() for source-reading in _can_set_*_implementation](https://github.com/huggingface/transformers/pull/46207) — open
+- [PR #46207: Use inspect.getsource instead of open() for source-reading in _can_set_*_implementation](https://github.com/huggingface/transformers/pull/46207) — closed, merged
 - [PR #46152: Avoid reading self source code via file open()](https://github.com/huggingface/transformers/pull/46152) — open
 
 ### `rigen1048`
@@ -2140,6 +2115,29 @@ Example artifacts:
 - [PR #46789: fix(tokenization): guard against IndexError when apply_chat_template …](https://github.com/huggingface/transformers/pull/46789) — closed
 - [PR #46788: fix: cast q_offset/kv_offset to int in flex_attention_mask to prevent tensor-type mask shape errors](https://github.com/huggingface/transformers/pull/46788) — closed
 
+### `ebezzam`
+
+- profile: [github.com/ebezzam](https://github.com/ebezzam)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
+- repo first seen: `2025-07-25T12:59:52Z`
+- repo last seen: `2026-06-29T09:57:16Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **11**
+- snapshot authored PRs/issues: **11 PRs / 0 issues**
+- snapshot discussion activity: **78 comments / 350 reviews / 933 review comments**
+- account age: **4714 days**
+- recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: `LCAV`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #46956: Use common floats_list method for feature extractor tests.](https://github.com/huggingface/transformers/pull/46956) — open
+- [PR #46048: Add TDT loss kernel](https://github.com/huggingface/transformers/pull/46048) — open, draft
+- [PR #44392: [VibeVoice ASR] Use updated padding cache for ASR model.](https://github.com/huggingface/transformers/pull/44392) — closed, merged
+
 ### `zhang-prog`
 
 - profile: [github.com/zhang-prog](https://github.com/zhang-prog)
@@ -2163,6 +2161,30 @@ Example artifacts:
 - [PR #45838: [Model] Add PP-OCRv6 Models Support](https://github.com/huggingface/transformers/pull/45838) — closed, merged
 - [PR #45626: [Model] Add PP-FormulaNet Model Support](https://github.com/huggingface/transformers/pull/45626) — closed, merged
 
+### `Charly21r`
+
+- profile: [github.com/Charly21r](https://github.com/Charly21r)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACharly21r)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACharly21r)
+- repo first seen: `2026-03-13T09:00:25Z`
+- repo last seen: `2026-06-24T07:46:18Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **9**
+- snapshot authored PRs/issues: **8 PRs / 1 issues**
+- snapshot discussion activity: **18 comments / 9 reviews / 9 review comments**
+- account age: **359 days**
+- recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **young account; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46859: Fix variable-length linear attention in Qwen3.5/Qwen3-Next](https://github.com/huggingface/transformers/pull/46859) — closed
+- [PR #46142: Fix TypeError on list-typed ignore_keys_at_rope_validation in RoPE config](https://github.com/huggingface/transformers/pull/46142) — closed, merged
+- [PR #45718: Fix check_auto.py wiping auto_mappings.py due to missing flush](https://github.com/huggingface/transformers/pull/45718) — open
+- [Issue #46121: `convert_rope_params_to_dict` raises `TypeError` when `ignore_keys_at_rope_validation` is a JSON-loaded list](https://github.com/huggingface/transformers/issues/46121) — closed
+
 ### `jashshah999`
 
 - profile: [github.com/jashshah999](https://github.com/jashshah999)
@@ -2518,29 +2540,6 @@ Example artifacts:
 - [PR #46136: Fix is_last off-by-one in MaskGenerationPipeline for partial batches](https://github.com/huggingface/transformers/pull/46136) — closed, merged
 - [Issue #46123: MaskGenerationPipeline: is_last never True on final partial batch, silently dropping results](https://github.com/huggingface/transformers/issues/46123) — closed
 
-### `Milan-Bhimani`
-
-- profile: [github.com/Milan-Bhimani](https://github.com/Milan-Bhimani)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMilan-Bhimani)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMilan-Bhimani)
-- repo first seen: `2026-04-30T06:10:00Z`
-- repo last seen: `2026-04-30T08:31:20Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **823 days**
-- recent public PR activity: **5 PRs** (2 merged / 2 closed-unmerged / 1 open; merged rate **40%**, closed-unmerged rate **40%**, open rate **20%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs**
-
-Example artifacts:
-- [PR #45714: fix: restore vocabulary loading in CamembertTokenizer](https://github.com/huggingface/transformers/pull/45714) — open
-- [PR #45713: fix: restore vocabulary loading in CamembertTokenizer](https://github.com/huggingface/transformers/pull/45713) — closed
-- [Issue #45710: Fix wrong repo link in Dinov2ForImageClassification doc example](https://github.com/huggingface/transformers/issues/45710) — closed
-
 ### `tengomucho`
 
 - profile: [github.com/tengomucho](https://github.com/tengomucho)
@@ -2914,7 +2913,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46888: Fix Gemma4 closed thinking block detection in serve](https://github.com/huggingface/transformers/pull/46888) — open
+- [PR #46888: Fix Gemma4 closed thinking block detection in serve](https://github.com/huggingface/transformers/pull/46888) — closed
 - [PR #46527: Fix trailing comma bug in DataCollatorForLanguageModeling example](https://github.com/huggingface/transformers/pull/46527) — closed, merged
 
 ### `JulietChinenyeDuru`
@@ -3269,6 +3268,28 @@ Example artifacts:
 - [PR #45855: -](https://github.com/huggingface/transformers/pull/45855) — closed, draft
 - [PR #45788: First model](https://github.com/huggingface/transformers/pull/45788) — closed, merged
 
+### `w-Jessamine`
+
+- profile: [github.com/w-Jessamine](https://github.com/w-Jessamine)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aw-Jessamine)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aw-Jessamine)
+- repo first seen: `2026-06-28T20:34:00Z`
+- repo last seen: `2026-06-29T11:53:35Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **980 days**
+- recent public PR activity: **6 PRs** (2 merged / 0 closed-unmerged / 4 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #46958: Fix CohereASR training loss double shift](https://github.com/huggingface/transformers/pull/46958) — open
+- [PR #46947: Fix CohereASR training loss double shift](https://github.com/huggingface/transformers/pull/46947) — closed
+
 ### `yuvrajsharma9981`
 
 - profile: [github.com/yuvrajsharma9981](https://github.com/yuvrajsharma9981)
@@ -3340,29 +3361,6 @@ Example artifacts:
 - [PR #44030: refactor output tracing in `dpr`](https://github.com/huggingface/transformers/pull/44030) — open
 - [PR #44029: refactor output tracing in `rwkv`](https://github.com/huggingface/transformers/pull/44029) — open
 
-### `ebezzam`
-
-- profile: [github.com/ebezzam](https://github.com/ebezzam)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
-- repo first seen: `2025-07-25T12:59:52Z`
-- repo last seen: `2026-06-26T14:35:25Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **10**
-- snapshot authored PRs/issues: **10 PRs / 0 issues**
-- snapshot discussion activity: **78 comments / 350 reviews / 933 review comments**
-- account age: **4714 days**
-- recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
-- public orgs: `LCAV`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share**
-
-Example artifacts:
-- [PR #46048: Add TDT loss kernel](https://github.com/huggingface/transformers/pull/46048) — open, draft
-- [PR #44392: [VibeVoice ASR] Use updated padding cache for ASR model.](https://github.com/huggingface/transformers/pull/44392) — closed, merged
-- [PR #44391: [VibeVoice ASR] Use newer cache object for modular](https://github.com/huggingface/transformers/pull/44391) — closed
-
 ### `winglian`
 
 - profile: [github.com/winglian](https://github.com/winglian)
@@ -3967,28 +3965,6 @@ Example artifacts:
 - [PR #45740: Fix IndexError in sdpa_mask and flex_attention_mask for 0D tensors during ONNX export](https://github.com/huggingface/transformers/pull/45740) — closed
 - [PR #44422: docs: add Spanish translation for conversations.md (chat basics)](https://github.com/huggingface/transformers/pull/44422) — closed, merged
 
-### `orbisai0security`
-
-- profile: [github.com/orbisai0security](https://github.com/orbisai0security)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aorbisai0security)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aorbisai0security)
-- repo first seen: `2026-03-30T15:02:06Z`
-- repo last seen: `2026-04-30T09:39:46Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **160 days**
-- recent public PR activity: **233 PRs** (15 merged / 115 closed-unmerged / 103 open; merged rate **6%**, closed-unmerged rate **49%**, open rate **44%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
-- heuristic read: **young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45717: fix: the serving api endpoints in server in server.py](https://github.com/huggingface/transformers/pull/45717) — closed
-- [PR #45121: fix: remove unsafe exec() in serve.py](https://github.com/huggingface/transformers/pull/45121) — closed
-
 ### `ryota-komatsu`
 
 - profile: [github.com/ryota-komatsu](https://github.com/ryota-komatsu)
@@ -4122,7 +4098,7 @@ Example artifacts:
 Example artifacts:
 - [PR #46127: [deepseek_v4] Add DeepseekV4NextNPredictor class for MTP draft-head support](https://github.com/huggingface/transformers/pull/46127) — open
 - [Issue #46167: [deepseek_v4] save_pretrained silently downcasts FP32 tensors to BF16 (hc_*, attn_sink, ffn.gate.bias, compressor.ape, indexer.compressor.ape)](https://github.com/huggingface/transformers/issues/46167) — closed
-- [Issue #46129: [deepseek_v4] conversion_mapping doesn't cover mtp.* paths — MTP keys silently random-init even after _keys_to_ignore is empty](https://github.com/huggingface/transformers/issues/46129) — open
+- [Issue #46129: [deepseek_v4] conversion_mapping doesn't cover mtp.* paths — MTP keys silently random-init even after _keys_to_ignore is empty](https://github.com/huggingface/transformers/issues/46129) — closed
 
 ### `agiulucom42-del`
 
@@ -4922,6 +4898,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45986: Fix MLX backend detection to respect HF_USE_MLX environment variable](https://github.com/huggingface/transformers/pull/45986) — closed
 
+### `amauryfa`
+
+- profile: [github.com/amauryfa](https://github.com/amauryfa)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aamauryfa)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aamauryfa)
+- repo first seen: `2026-06-29T08:11:34Z`
+- repo last seen: `2026-06-29T08:27:55Z`
+- 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: **1 comments / 0 reviews / 0 review comments**
+- account age: **5598 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: `googlers`
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #46954: Fix failure revealed by Pytest v9](https://github.com/huggingface/transformers/pull/46954) — open
+
 ### `anagnorisis2peripeteia`
 
 - profile: [github.com/anagnorisis2peripeteia](https://github.com/anagnorisis2peripeteia)
@@ -6127,7 +6124,7 @@ Example artifacts:
 - repo first seen: `2026-06-26T12:25:41Z`
 - repo last seen: `2026-06-26T12:25:41Z`
 - 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: **0 comments / 0 reviews / 0 review comments**
@@ -6138,7 +6135,7 @@ Example artifacts:
 - heuristic read: **broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46918: fix(deepspeed): chunk ZeRO-3 missing-key param gather to avoid OOM](https://github.com/huggingface/transformers/pull/46918) — open
+- [PR #46918: fix(deepspeed): chunk ZeRO-3 missing-key param gather to avoid OOM](https://github.com/huggingface/transformers/pull/46918) — closed
 
 ### `jacopopper`
 
@@ -6820,7 +6817,7 @@ Example artifacts:
 - repo first seen: `2026-06-26T15:25:50Z`
 - repo last seen: `2026-06-26T15:25:50Z`
 - 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: **0 comments / 0 reviews / 0 review comments**
@@ -6831,7 +6828,7 @@ Example artifacts:
 - heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46921: docs: add prepare_for_model() v4→v5 migration example](https://github.com/huggingface/transformers/pull/46921) — open
+- [PR #46921: docs: add prepare_for_model() v4→v5 migration example](https://github.com/huggingface/transformers/pull/46921) — closed
 
 ### `n0gu-furiosa`
 
@@ -7030,7 +7027,7 @@ Example artifacts:
 - repo first seen: `2026-06-26T13:43:59Z`
 - repo last seen: `2026-06-26T13:43:59Z`
 - 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: **0 comments / 0 reviews / 0 review comments**
@@ -7041,7 +7038,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46919: Fix RagTokenizer attribute delegation](https://github.com/huggingface/transformers/pull/46919) — open
+- [PR #46919: Fix RagTokenizer attribute delegation](https://github.com/huggingface/transformers/pull/46919) — closed
 
 ### `puneetdixit200`
 
@@ -7946,27 +7943,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46480: Fix remote cache position and serving imports](https://github.com/huggingface/transformers/pull/46480) — closed, draft
 
-### `w-Jessamine`
-
-- profile: [github.com/w-Jessamine](https://github.com/w-Jessamine)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aw-Jessamine)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aw-Jessamine)
-- repo first seen: `2026-06-28T20:34:00Z`
-- repo last seen: `2026-06-28T20:34:00Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **980 days**
-- recent public PR activity: **6 PRs** (2 merged / 0 closed-unmerged / 4 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share**
-
-Example artifacts:
-- [PR #46947: Fix CohereASR training loss double shift](https://github.com/huggingface/transformers/pull/46947) — open
-
 ### `wangyi7099`
 
 - profile: [github.com/wangyi7099](https://github.com/wangyi7099)

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:562c0a36c065b37b6a91722db8c01f19b81ccae83311b4ab6dab0590c704f4c1
-size 63737
+oid sha256:490adb23559931bba3b817414acc8d45e1c4058a887b96f0f5b2c65a9a0ac350
+size 63768

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260629T060016Z",
-  "generated_at": "2026-06-29T06:01:09Z",
-  "cluster_count": 82,
+  "snapshot_id": "20260629T120018Z",
+  "generated_at": "2026-06-29T12:02:21Z",
+  "cluster_count": 81,
   "pr_scope_clusters": [
     {
       "cluster_id": "pr-scope-43636-10",
@@ -19,7 +19,7 @@
         45273
       ],
       "representative_pr_number": 45067,
-      "average_similarity": 0.417,
+      "average_similarity": 0.42,
       "summary": "10 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
       "shared_filenames": [
         "src/transformers/trainer.py"
@@ -32,8 +32,8 @@
         {
           "left_pr_number": 44189,
           "right_pr_number": 45067,
-          "similarity": 0.776,
-          "content_similarity": 0.86,
+          "similarity": 0.777,
+          "content_similarity": 0.861,
           "size_similarity": 0.16,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -48,8 +48,8 @@
         {
           "left_pr_number": 43663,
           "right_pr_number": 45067,
-          "similarity": 0.624,
-          "content_similarity": 0.462,
+          "similarity": 0.627,
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@@ -144,8 +144,8 @@
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@@ -160,8 +160,8 @@
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@@ -176,8 +176,8 @@
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@@ -192,8 +192,8 @@
         {
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@@ -208,8 +208,8 @@
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@@ -272,8 +272,8 @@
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@@ -286,11 +286,11 @@
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@@ -302,11 +302,11 @@
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@@ -318,11 +318,11 @@
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@@ -446,11 +446,11 @@
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@@ -462,11 +462,11 @@
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@@ -704,8 +704,8 @@
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@@ -720,8 +720,8 @@
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@@ -936,7 +936,7 @@
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@@ -992,7 +992,7 @@
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@@ -1211,7 +1211,7 @@
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@@ -1420,7 +1420,7 @@
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@@ -1459,7 +1459,7 @@
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@@ -1670,7 +1670,7 @@
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@@ -1702,7 +1702,7 @@
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@@ -1719,7 +1719,7 @@
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@@ -1823,7 +1823,7 @@
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       "summary": "5 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #45635.",
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@@ -1841,8 +1841,8 @@
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@@ -1879,8 +1879,8 @@
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@@ -1900,7 +1900,7 @@
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@@ -1917,11 +1917,11 @@
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@@ -1953,11 +1953,11 @@
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@@ -1972,11 +1972,11 @@
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@@ -2008,11 +2008,11 @@
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+          "concentration_similarity": 0.871,
           "shared_filenames": [
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@@ -2087,7 +2087,7 @@
           "left_pr_number": 45294,
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@@ -2105,7 +2105,7 @@
         {
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+          "similarity": 0.539,
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@@ -2124,7 +2124,7 @@
         {
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-          "similarity": 0.487,
+          "similarity": 0.486,
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           "breadth_similarity": 0.757,
@@ -2170,7 +2170,7 @@
         {
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-          "similarity": 0.409,
+          "similarity": 0.408,
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@@ -2254,7 +2254,7 @@
         {
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-          "similarity": 0.299,
+          "similarity": 0.298,
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@@ -2282,7 +2282,7 @@
         46953
       ],
       "representative_pr_number": 46831,
-      "average_similarity": 0.364,
+      "average_similarity": 0.365,
       "summary": "5 open PRs share weighted file overlap around `src/transformers/models/qwen3_5/modeling_qwen3_5.py`, `src/transformers/models/qwen3_next/modular_qwen3_next.py`, `src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py`; representative PR #46831.",
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@@ -2330,8 +2330,8 @@
         {
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@@ -2353,8 +2353,8 @@
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@@ -2373,6 +2373,31 @@
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+        {
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+          "size_similarity": 0.075,
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+          "concentration_similarity": 0.933,
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+            "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
+            "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
+            "src/transformers/models/qwen3_next/modular_qwen3_next.py"
+          ],
+          "shared_directories": [
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+            "src/transformers/models/qwen3_5",
+            "src/transformers/models/qwen3_5_moe",
+            "src/transformers/models/qwen3_next",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
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@@ -2416,36 +2441,11 @@
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-            "src/transformers/models/qwen3_5_moe",
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@@ -2470,8 +2470,8 @@
         {
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           "right_pr_number": 46953,
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           "breadth_similarity": 0.208,
           "concentration_similarity": 0.333,
@@ -2488,7 +2488,7 @@
         {
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@@ -2506,7 +2506,7 @@
         {
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@@ -2625,7 +2625,7 @@
           "left_pr_number": 45077,
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@@ -2649,7 +2649,7 @@
         {
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-          "similarity": 0.472,
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           "breadth_similarity": 0.659,
@@ -2670,7 +2670,7 @@
           "left_pr_number": 42975,
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-          "content_similarity": 0.385,
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           "concentration_similarity": 1.0,
@@ -2691,203 +2691,86 @@
       ]
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     {
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+      "cluster_id": "pr-scope-34667-4",
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-      "average_similarity": 0.509,
-      "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
+      "representative_pr_number": 45985,
+      "average_similarity": 0.504,
+      "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
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         {
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@@ -2898,7 +2781,7 @@
         {
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@@ -2916,7 +2799,7 @@
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@@ -2955,7 +2838,7 @@
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@@ -2971,7 +2854,7 @@
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@@ -2988,8 +2871,8 @@
         {
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@@ -3233,7 +3116,7 @@
         {
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@@ -3264,94 +3147,6 @@
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@@ -3443,7 +3238,7 @@
         {
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@@ -3480,7 +3275,7 @@
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@@ -3504,7 +3299,7 @@
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-      "average_similarity": 0.559,
+      "average_similarity": 0.558,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/auto/tokenization_auto.py`; representative PR #46580.",
       "shared_filenames": [
         "src/transformers/models/auto/tokenization_auto.py"
@@ -3519,8 +3314,8 @@
         {
           "left_pr_number": 46580,
           "right_pr_number": 46928,
-          "similarity": 0.657,
-          "content_similarity": 0.717,
+          "similarity": 0.656,
+          "content_similarity": 0.716,
           "size_similarity": 0.036,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3537,8 +3332,8 @@
         {
           "left_pr_number": 45293,
           "right_pr_number": 46580,
-          "similarity": 0.539,
-          "content_similarity": 0.492,
+          "similarity": 0.538,
+          "content_similarity": 0.491,
           "size_similarity": 0.714,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.75,
@@ -3572,86 +3367,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-44940-3",
-      "pr_numbers": [
-        44940,
-        46207,
-        46890
-      ],
-      "representative_pr_number": 46207,
-      "average_similarity": 0.539,
-      "summary": "3 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #46207.",
-      "shared_filenames": [
-        "tests/utils/test_modeling_utils.py",
-        "src/transformers/modeling_utils.py"
-      ],
-      "shared_directories": [
-        "tests/utils",
-        "src/transformers",
-        "tests",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 46207,
-          "right_pr_number": 46890,
-          "similarity": 0.574,
-          "content_similarity": 0.51,
-          "size_similarity": 0.5,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.827,
-          "shared_filenames": [
-            "src/transformers/modeling_utils.py",
-            "tests/utils/test_modeling_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "tests/utils",
-            "src",
-            "tests"
-          ]
-        },
-        {
-          "left_pr_number": 44940,
-          "right_pr_number": 46207,
-          "similarity": 0.541,
-          "content_similarity": 0.451,
-          "size_similarity": 0.662,
-          "breadth_similarity": 0.833,
-          "concentration_similarity": 0.839,
-          "shared_filenames": [
-            "src/transformers/modeling_utils.py",
-            "tests/utils/test_modeling_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "tests/utils",
-            "src",
-            "tests"
-          ]
-        },
-        {
-          "left_pr_number": 44940,
-          "right_pr_number": 46890,
-          "similarity": 0.504,
-          "content_similarity": 0.46,
-          "size_similarity": 0.331,
-          "breadth_similarity": 0.833,
-          "concentration_similarity": 0.988,
-          "shared_filenames": [
-            "src/transformers/modeling_utils.py",
-            "tests/utils/test_modeling_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "tests/utils",
-            "src",
-            "tests"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-43997-3",
       "pr_numbers": [
@@ -3735,7 +3450,7 @@
         46196
       ],
       "representative_pr_number": 44114,
-      "average_similarity": 0.525,
+      "average_similarity": 0.524,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/data2vec/modeling_data2vec_audio.py`, `src/transformers/models/hubert/modeling_hubert.py`, `src/transformers/models/unispeech/modeling_unispeech.py`; representative PR #44114.",
       "shared_filenames": [
         "src/transformers/models/data2vec/modeling_data2vec_audio.py",
@@ -3761,11 +3476,11 @@
         {
           "left_pr_number": 44114,
           "right_pr_number": 46196,
-          "similarity": 0.681,
-          "content_similarity": 0.713,
-          "size_similarity": 0.443,
+          "similarity": 0.679,
+          "content_similarity": 0.712,
+          "size_similarity": 0.434,
           "breadth_similarity": 0.659,
-          "concentration_similarity": 0.994,
+          "concentration_similarity": 0.992,
           "shared_filenames": [
             "src/transformers/models/data2vec/modeling_data2vec_audio.py",
             "src/transformers/models/hubert/modeling_hubert.py",
@@ -3827,11 +3542,11 @@
         {
           "left_pr_number": 45720,
           "right_pr_number": 46196,
-          "similarity": 0.391,
-          "content_similarity": 0.322,
-          "size_similarity": 0.243,
+          "similarity": 0.389,
+          "content_similarity": 0.319,
+          "size_similarity": 0.238,
           "breadth_similarity": 0.798,
-          "concentration_similarity": 0.995,
+          "concentration_similarity": 0.993,
           "shared_filenames": [
             "src/transformers/models/data2vec/modeling_data2vec_audio.py",
             "src/transformers/models/hubert/modeling_hubert.py",
@@ -3885,7 +3600,7 @@
           "left_pr_number": 44680,
           "right_pr_number": 46848,
           "similarity": 0.616,
-          "content_similarity": 0.594,
+          "content_similarity": 0.593,
           "size_similarity": 0.375,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.891,
@@ -3949,7 +3664,7 @@
         44682
       ],
       "representative_pr_number": 43656,
-      "average_similarity": 0.473,
+      "average_similarity": 0.474,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
       "shared_filenames": [
         "src/transformers/cli/serve.py"
@@ -3964,7 +3679,7 @@
           "left_pr_number": 43656,
           "right_pr_number": 43842,
           "similarity": 0.579,
-          "content_similarity": 0.565,
+          "content_similarity": 0.566,
           "size_similarity": 0.222,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3980,8 +3695,8 @@
         {
           "left_pr_number": 43656,
           "right_pr_number": 44682,
-          "similarity": 0.437,
-          "content_similarity": 0.486,
+          "similarity": 0.438,
+          "content_similarity": 0.487,
           "size_similarity": 0.048,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -3998,7 +3713,7 @@
           "left_pr_number": 43842,
           "right_pr_number": 44682,
           "similarity": 0.404,
-          "content_similarity": 0.445,
+          "content_similarity": 0.447,
           "size_similarity": 0.011,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -4021,7 +3736,7 @@
         46734
       ],
       "representative_pr_number": 34925,
-      "average_similarity": 0.466,
+      "average_similarity": 0.464,
       "summary": "3 open PRs share weighted file overlap around `tests/trainer/test_trainer.py`, `src/transformers/trainer.py`; representative PR #34925.",
       "shared_filenames": [
         "tests/trainer/test_trainer.py",
@@ -4038,55 +3753,123 @@
           "left_pr_number": 34925,
           "right_pr_number": 45917,
           "similarity": 0.493,
-          "content_similarity": 0.422,
+          "content_similarity": 0.423,
           "size_similarity": 0.39,
           "breadth_similarity": 1.0,
-          "concentration_similarity": 0.78,
+          "concentration_similarity": 0.78,
+          "shared_filenames": [
+            "tests/trainer/test_trainer.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/trainer",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 34925,
+          "right_pr_number": 46734,
+          "similarity": 0.458,
+          "content_similarity": 0.437,
+          "size_similarity": 0.158,
+          "breadth_similarity": 0.833,
+          "concentration_similarity": 0.89,
+          "shared_filenames": [
+            "src/transformers/trainer.py",
+            "tests/trainer/test_trainer.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/trainer",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 45917,
+          "right_pr_number": 46734,
+          "similarity": 0.441,
+          "content_similarity": 0.376,
+          "size_similarity": 0.404,
+          "breadth_similarity": 0.833,
+          "concentration_similarity": 0.67,
+          "shared_filenames": [
+            "tests/trainer/test_trainer.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/trainer",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "pr-scope-45548-3",
+      "pr_numbers": [
+        45548,
+        45649,
+        45655
+      ],
+      "representative_pr_number": 45649,
+      "average_similarity": 0.462,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
+      "shared_filenames": [
+        "src/transformers/modeling_utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45649,
+          "right_pr_number": 45655,
+          "similarity": 0.513,
+          "content_similarity": 0.353,
+          "size_similarity": 0.778,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
           "shared_filenames": [
-            "tests/trainer/test_trainer.py"
+            "src/transformers/modeling_utils.py"
           ],
           "shared_directories": [
             "src/transformers",
-            "tests/trainer",
-            "src",
-            "tests"
+            "src"
           ]
         },
         {
-          "left_pr_number": 34925,
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-          "similarity": 0.462,
-          "content_similarity": 0.443,
-          "size_similarity": 0.158,
-          "breadth_similarity": 0.833,
-          "concentration_similarity": 0.89,
+          "left_pr_number": 45548,
+          "right_pr_number": 45649,
+          "similarity": 0.512,
+          "content_similarity": 0.521,
+          "size_similarity": 0.149,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 1.0,
           "shared_filenames": [
-            "src/transformers/trainer.py",
-            "tests/trainer/test_trainer.py"
+            "src/transformers/modeling_utils.py"
           ],
           "shared_directories": [
             "src/transformers",
-            "tests/trainer",
-            "src",
-            "tests"
+            "src"
           ]
         },
         {
-          "left_pr_number": 45917,
-          "right_pr_number": 46734,
-          "similarity": 0.444,
-          "content_similarity": 0.381,
-          "size_similarity": 0.404,
-          "breadth_similarity": 0.833,
-          "concentration_similarity": 0.67,
+          "left_pr_number": 45548,
+          "right_pr_number": 45655,
+          "similarity": 0.36,
+          "content_similarity": 0.294,
+          "size_similarity": 0.191,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 1.0,
           "shared_filenames": [
-            "tests/trainer/test_trainer.py"
+            "src/transformers/modeling_utils.py"
           ],
           "shared_directories": [
             "src/transformers",
-            "tests/trainer",
-            "src",
-            "tests"
+            "src"
           ]
         }
       ]
@@ -4334,7 +4117,7 @@
         45317
       ],
       "representative_pr_number": 45086,
-      "average_similarity": 0.411,
+      "average_similarity": 0.41,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #45086.",
       "shared_filenames": [
         "src/transformers/tokenization_utils_tokenizers.py"
@@ -4402,7 +4185,7 @@
         46775
       ],
       "representative_pr_number": 44889,
-      "average_similarity": 0.383,
+      "average_similarity": 0.384,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/trainer.py`, `tests/trainer/distributed/test_trainer_distributed_deepspeed.py`; representative PR #44889.",
       "shared_filenames": [
         "src/transformers/trainer.py",
@@ -4419,8 +4202,8 @@
         {
           "left_pr_number": 44889,
           "right_pr_number": 46775,
-          "similarity": 0.455,
-          "content_similarity": 0.332,
+          "similarity": 0.456,
+          "content_similarity": 0.334,
           "size_similarity": 0.877,
           "breadth_similarity": 0.458,
           "concentration_similarity": 0.9,
@@ -4439,8 +4222,8 @@
         {
           "left_pr_number": 44889,
           "right_pr_number": 44981,
-          "similarity": 0.394,
-          "content_similarity": 0.15,
+          "similarity": 0.396,
+          "content_similarity": 0.152,
           "size_similarity": 0.991,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.812,
@@ -4457,8 +4240,8 @@
         {
           "left_pr_number": 44981,
           "right_pr_number": 46775,
-          "similarity": 0.3,
-          "content_similarity": 0.122,
+          "similarity": 0.301,
+          "content_similarity": 0.124,
           "size_similarity": 0.885,
           "breadth_similarity": 0.458,
           "concentration_similarity": 0.712,
@@ -4482,7 +4265,7 @@
         44550
       ],
       "representative_pr_number": 44550,
-      "average_similarity": 0.369,
+      "average_similarity": 0.368,
       "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
       "shared_filenames": [],
       "shared_directories": [
@@ -4495,8 +4278,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44550,
-          "similarity": 0.392,
-          "content_similarity": 0.131,
+          "similarity": 0.391,
+          "content_similarity": 0.13,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4511,8 +4294,8 @@
         {
           "left_pr_number": 44407,
           "right_pr_number": 44550,
-          "similarity": 0.362,
-          "content_similarity": 0.098,
+          "similarity": 0.361,
+          "content_similarity": 0.096,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4526,8 +4309,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44407,
-          "similarity": 0.353,
-          "content_similarity": 0.084,
+          "similarity": 0.352,
+          "content_similarity": 0.083,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4663,6 +4446,55 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46895-2",
+      "pr_numbers": [
+        46895,
+        46958
+      ],
+      "representative_pr_number": 46895,
+      "average_similarity": 0.887,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/cohere_asr/modeling_cohere_asr.py`, `src/transformers/models/cohere_asr/modular_cohere_asr.py`, `tests/models/cohere_asr/test_modeling_cohere_asr.py`; representative PR #46895.",
+      "shared_filenames": [
+        "src/transformers/models/cohere_asr/modeling_cohere_asr.py",
+        "src/transformers/models/cohere_asr/modular_cohere_asr.py",
+        "tests/models/cohere_asr/test_modeling_cohere_asr.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/cohere_asr",
+        "tests/models/cohere_asr",
+        "src/transformers/models",
+        "tests/models",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46895,
+          "right_pr_number": 46958,
+          "similarity": 0.887,
+          "content_similarity": 0.91,
+          "size_similarity": 0.75,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.744,
+          "shared_filenames": [
+            "src/transformers/models/cohere_asr/modeling_cohere_asr.py",
+            "src/transformers/models/cohere_asr/modular_cohere_asr.py",
+            "tests/models/cohere_asr/test_modeling_cohere_asr.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/cohere_asr",
+            "src/transformers/models",
+            "tests/models/cohere_asr",
+            "src/transformers",
+            "tests/models",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45639-2",
       "pr_numbers": [
@@ -4911,7 +4743,7 @@
         46173
       ],
       "representative_pr_number": 44893,
-      "average_similarity": 0.732,
+      "average_similarity": 0.731,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #44893.",
       "shared_filenames": [
         "src/transformers/cache_utils.py"
@@ -4924,7 +4756,7 @@
         {
           "left_pr_number": 44893,
           "right_pr_number": 46173,
-          "similarity": 0.732,
+          "similarity": 0.731,
           "content_similarity": 0.783,
           "size_similarity": 0.222,
           "breadth_similarity": 1.0,
@@ -5087,7 +4919,7 @@
         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"
@@ -5101,7 +4933,7 @@
         {
           "left_pr_number": 43747,
           "right_pr_number": 45480,
-          "similarity": 0.675,
+          "similarity": 0.674,
           "content_similarity": 0.625,
           "size_similarity": 0.664,
           "breadth_similarity": 1.0,
@@ -5124,7 +4956,7 @@
         46738
       ],
       "representative_pr_number": 41992,
-      "average_similarity": 0.67,
+      "average_similarity": 0.669,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/bamba/configuration_bamba.py`, `src/transformers/models/bart/modeling_bart.py`, `src/transformers/models/big_bird/modeling_big_bird.py`; representative PR #41992.",
       "shared_filenames": [
         "src/transformers/models/bamba/configuration_bamba.py",
@@ -5150,11 +4982,11 @@
         {
           "left_pr_number": 41992,
           "right_pr_number": 46738,
-          "similarity": 0.67,
-          "content_similarity": 0.697,
-          "size_similarity": 0.544,
-          "breadth_similarity": 0.619,
-          "concentration_similarity": 0.781,
+          "similarity": 0.669,
+          "content_similarity": 0.693,
+          "size_similarity": 0.546,
+          "breadth_similarity": 0.631,
+          "concentration_similarity": 0.78,
           "shared_filenames": [
             "src/transformers/cache_utils.py",
             "src/transformers/configuration_utils.py",
@@ -5204,7 +5036,7 @@
           "left_pr_number": 43779,
           "right_pr_number": 43816,
           "similarity": 0.66,
-          "content_similarity": 0.675,
+          "content_similarity": 0.674,
           "size_similarity": 0.25,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -5423,7 +5255,7 @@
           "left_pr_number": 45638,
           "right_pr_number": 46229,
           "similarity": 0.572,
-          "content_similarity": 0.581,
+          "content_similarity": 0.582,
           "size_similarity": 0.612,
           "breadth_similarity": 0.396,
           "concentration_similarity": 0.67,
@@ -5487,7 +5319,7 @@
         46324
       ],
       "representative_pr_number": 44228,
-      "average_similarity": 0.557,
+      "average_similarity": 0.558,
       "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",
@@ -5502,8 +5334,8 @@
         {
           "left_pr_number": 44228,
           "right_pr_number": 46324,
-          "similarity": 0.557,
-          "content_similarity": 0.591,
+          "similarity": 0.558,
+          "content_similarity": 0.592,
           "size_similarity": 0.259,
           "breadth_similarity": 0.583,
           "concentration_similarity": 0.926,
@@ -5602,7 +5434,7 @@
         46177
       ],
       "representative_pr_number": 45541,
-      "average_similarity": 0.529,
+      "average_similarity": 0.528,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_base.py`; representative PR #45541.",
       "shared_filenames": [
         "src/transformers/tokenization_utils_base.py"
@@ -5615,8 +5447,8 @@
         {
           "left_pr_number": 45541,
           "right_pr_number": 46177,
-          "similarity": 0.529,
-          "content_similarity": 0.43,
+          "similarity": 0.528,
+          "content_similarity": 0.429,
           "size_similarity": 0.519,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -5630,6 +5462,47 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-44940-2",
+      "pr_numbers": [
+        44940,
+        46890
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+        "tests/utils/test_modeling_utils.py",
+        "src/transformers/modeling_utils.py"
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       "summary": "2 open PRs share weighted file overlap around `utils/notification_service.py`, `.github/workflows/self-comment-ci.yml`, `.github/workflows/self-scheduled.yml`; representative PR #43532.",
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-        "tests/test_tokenization_mistral_common.py",
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       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/deepseek_vl/modular_deepseek_vl.py`, `src/transformers/models/emu3/processing_emu3.py`, `src/transformers/models/florence2/processing_florence2.py`; representative PR #46404.",
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+      "average_similarity": 0.464,
+      "summary": "2 open PRs share weighted file overlap around `tests/test_tokenization_mistral_common.py`, `src/transformers/tokenization_mistral_common.py`; representative PR #41855.",
+      "shared_filenames": [
+        "tests/test_tokenization_mistral_common.py",
+        "src/transformers/tokenization_mistral_common.py"
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         "src/transformers/models/fast_vlm/modeling_fast_vlm.py",
         "src/transformers/models/fast_vlm/modular_fast_vlm.py",
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