Refresh transformers dataset snapshot 20260526T120027Z

README.md

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 - eval set creation
 
 Notes:
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new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260526T060025Z`
-- Generated: `2026-05-26T06:01:43Z`
+- Snapshot: `20260526T120027Z`
+- Generated: `2026-05-26T12:02:11Z`
 - Activity window: `60d`
-- Contributors: `357`
+- Contributors: `355`
 
 ## Summary
 
@@ -11,7 +11,7 @@
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 101 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 89 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
-| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 79 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 81 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 79 | 0 | strong | low | 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` | 78 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 58 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -29,15 +29,14 @@
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 21 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 18 | 3 | strong | low | low | — |
+| `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 18 | 0 | strong | moderate | low | — |
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 18 | 0 | n/a | n/a | n/a | summary unavailable |
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 17 | 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` | 17 | 0 | strong | moderate | low | — |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 17 | 0 | mixed | moderate | low | — |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 16 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 16 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 15 | 0 | strong | moderate | low | targets high-star repos |
 | `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
-| `Sai-Suraj-27` | [profile](https://github.com/Sai-Suraj-27) | no | CONTRIBUTOR | 1745d | `2026-01-23T17:10:04Z` | 14 | 0 | strong | low | low | targets high-star repos |
 | `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 |
 | `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 |
 | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
@@ -47,7 +46,6 @@
 | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 7 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `hkc5` | [profile](https://github.com/hkc5) | no | NONE | 973d | `2026-03-19T12:33:00Z` | 7 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `Qubitium` | [profile](https://github.com/Qubitium) | no | CONTRIBUTOR | 5681d | `2025-10-03T18:23:49Z` | 7 | 0 | strong | moderate | low | extremely high recent PR volume |
-| `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 |
 | `kchpp940` | [profile](https://github.com/kchpp940) | no | NONE | 375d | `2026-04-18T01:12:45Z` | 6 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
 | `XciD` | [profile](https://github.com/XciD) | no | MEMBER | 4481d | `2026-05-14T05:53:53Z` | 6 | 0 | mixed | high | low | extremely high recent PR volume; broad repo spread |
@@ -58,6 +56,7 @@
 | `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 |
 | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 4 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
 | `RudrenduPaul` | [profile](https://github.com/RudrenduPaul) | no | CONTRIBUTOR | 2913d | `2026-04-09T09:34:42Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 4 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `TheShreyanshiDwivedi` | [profile](https://github.com/TheShreyanshiDwivedi) | no | NONE | 87d | `2026-05-15T10:01:57Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 3 | 2 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 3 | 1 | weak | moderate | low | high open PR share |
@@ -70,8 +69,8 @@
 | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 3 | 0 | mixed | low | low | — |
 | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 3 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 3 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `NielsRogge` | [profile](https://github.com/NielsRogge) | no | MEMBER | 2598d | `2022-02-21T10:02:38Z` | 15 | 3 | mixed | moderate | low | high recent PR volume |
+| `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 |
 | `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3177d | `2021-08-30T15:40:15Z` | 6 | 2 | mixed | low | low | targets high-star repos |
 | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 5 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
@@ -80,7 +79,6 @@
 | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 4 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 4 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `Lidang-Jiang` | [profile](https://github.com/Lidang-Jiang) | no | CONTRIBUTOR | 1230d | `2026-03-27T02:44:21Z` | 3 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
 | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
 | `w4nderlust` | [profile](https://github.com/w4nderlust) | no | CONTRIBUTOR | 5740d | `2026-04-03T04:55:51Z` | 2 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
@@ -105,7 +103,7 @@
 | `fyhon` | [profile](https://github.com/fyhon) | no | FIRST_TIME_CONTRIBUTOR | 1467d | `2026-05-06T09:12:14Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `gabrielspmoreira` | [profile](https://github.com/gabrielspmoreira) | no | FIRST_TIME_CONTRIBUTOR | 5647d | `2026-05-18T23:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `GitGlimpse895` | [profile](https://github.com/GitGlimpse895) | no | NONE | 5d | `2026-04-12T10:14:58Z` | 2 | 0 | weak | moderate | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `hf-dependantbot-rollout[bot]` | [profile](https://github.com/hf-dependantbot-rollout[bot]) | no | NONE | ?d | `2026-05-22T09:25:47Z` | 2 | 0 | n/a | n/a | n/a | summary unavailable |
+| `hf-dependantbot-rollout[bot]` | [profile](https://github.com/hf-dependantbot-rollout[bot]) | no | CONTRIBUTOR | ?d | `2026-05-22T09:25:47Z` | 2 | 0 | n/a | n/a | n/a | summary unavailable |
 | `hijingsong` | [profile](https://github.com/hijingsong) | no | FIRST_TIME_CONTRIBUTOR | 24d | `2026-04-11T16:23:48Z` | 2 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `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 |
@@ -133,6 +131,7 @@
 | `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 |
 | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 25 | 0 | mixed | moderate | low | extremely high recent PR volume |
 | `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 |
+| `Sai-Suraj-27` | [profile](https://github.com/Sai-Suraj-27) | no | CONTRIBUTOR | 1745d | `2026-01-23T17:10:04Z` | 14 | 0 | strong | low | low | targets high-star repos |
 | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 10 | 0 | mixed | low | low | high open PR share |
 | `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 |
 | `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 |
@@ -149,13 +148,13 @@
 | `thisisiron` | [profile](https://github.com/thisisiron) | no | CONTRIBUTOR | 3447d | `2025-08-20T15:17:54Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `burtenshaw` | [profile](https://github.com/burtenshaw) | no | MEMBER | 3611d | `2026-03-03T11:35:13Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `dagecko` | [profile](https://github.com/dagecko) | no | FIRST_TIME_CONTRIBUTOR | 4479d | `2026-03-26T06:19:29Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 2 | 0 | n/a | n/a | n/a | summary unavailable |
 | `excepshenal` | [profile](https://github.com/excepshenal) | no | FIRST_TIME_CONTRIBUTOR | 2481d | `2026-02-21T00:06:16Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `jackcook` | [profile](https://github.com/jackcook) | no | CONTRIBUTOR | 4658d | `2026-02-13T05:15:44Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `kallewoof` | [profile](https://github.com/kallewoof) | no | CONTRIBUTOR | 5838d | `2026-03-24T23:50:07Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `matdou` | [profile](https://github.com/matdou) | no | FIRST_TIME_CONTRIBUTOR | 1502d | `2026-03-26T23:00:35Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3202d | `2026-03-04T00:42:43Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `nuxlear` | [profile](https://github.com/nuxlear) | no | CONTRIBUTOR | 3757d | `2026-01-02T07:29:46Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `vasanthrpjan1-boop` | [profile](https://github.com/vasanthrpjan1-boop) | no | CONTRIBUTOR | 254d | `2026-02-08T14:25:35Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `wilnn` | [profile](https://github.com/wilnn) | no | CONTRIBUTOR | 1758d | `2026-03-10T22:37:36Z` | 2 | 0 | strong | low | low | targets high-star repos |
 | `zRzRzRzRzRzRzR` | [profile](https://github.com/zRzRzRzRzRzRzR) | no | CONTRIBUTOR | 1671d | `2026-01-21T13:37:27Z` | 2 | 0 | strong | moderate | low | targets high-star repos |
 | `zvik` | [profile](https://github.com/zvik) | no | FIRST_TIME_CONTRIBUTOR | 4383d | `2026-03-03T07:50:39Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
@@ -206,7 +205,6 @@
 | `adityasingh2400` | [profile](https://github.com/adityasingh2400) | no | NONE | 2313d | `2026-05-21T11:23:35Z` | 1 | 0 | weak | high | medium | extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `agentspan` | [profile](https://github.com/agentspan) | no | NONE | 15d | `2026-04-08T08:40:08Z` | 1 | 0 | weak | low | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `AjAyrAo43` | [profile](https://github.com/AjAyrAo43) | no | FIRST_TIME_CONTRIBUTOR | 303d | `2026-05-10T17:28:09Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
-| `Akshay404error` | [profile](https://github.com/Akshay404error) | no | FIRST_TIMER | 592d | `2026-03-27T08:33:01Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `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 |
 | `aliyevaladddin` | [profile](https://github.com/aliyevaladddin) | no | FIRST_TIME_CONTRIBUTOR | 334d | `2026-04-23T20:22:49Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; targets high-star repos |
 | `AlrIsmail` | [profile](https://github.com/AlrIsmail) | no | NONE | 1299d | `2026-04-26T14:26:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -236,7 +234,7 @@
 | `cloudyun888` | [profile](https://github.com/cloudyun888) | no | NONE | 45d | `2026-04-15T13:18:36Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
 | `code-runner77` | [profile](https://github.com/code-runner77) | no | FIRST_TIMER | 194d | `2026-03-29T17:28:59Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `damodharg6` | [profile](https://github.com/damodharg6) | no | FIRST_TIME_CONTRIBUTOR | 407d | `2026-05-15T03:01:55Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `danyalahmed1995` | [profile](https://github.com/danyalahmed1995) | yes | FIRST_TIME_CONTRIBUTOR | 2355d | `2026-05-26T00:41:01Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `danyalahmed1995` | [profile](https://github.com/danyalahmed1995) | no | FIRST_TIME_CONTRIBUTOR | 2355d | `2026-05-26T00:41:01Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `DavidSolanas` | [profile](https://github.com/DavidSolanas) | no | FIRST_TIME_CONTRIBUTOR | 2757d | `2026-04-15T08:44:00Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `ddreeselogs` | [profile](https://github.com/ddreeselogs) | no | FIRST_TIMER | 42d | `2026-04-20T23:59:40Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `Dhruv908615` | [profile](https://github.com/Dhruv908615) | no | NONE | 300d | `2026-05-03T06:02:43Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -272,7 +270,7 @@
 | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 1 | 0 | strong | low | low | high recent PR volume |
 | `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 |
 | `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3691d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `jankipatel20` | [profile](https://github.com/jankipatel20) | no | FIRST_TIME_CONTRIBUTOR | 1001d | `2026-05-25T08:25:28Z` | 1 | 0 | strong | low | low | — |
+| `jankipatel20` | [profile](https://github.com/jankipatel20) | no | NONE | 1001d | `2026-05-25T08:25:28Z` | 1 | 0 | strong | low | low | — |
 | `jIab-b` | [profile](https://github.com/jIab-b) | no | NONE | 580d | `2026-04-07T09:11:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `JiauZhang` | [profile](https://github.com/JiauZhang) | no | CONTRIBUTOR | 2918d | `2026-04-15T14:00:11Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `jjjamie` | [profile](https://github.com/jjjamie) | no | FIRST_TIME_CONTRIBUTOR | 4994d | `2026-04-21T15:57:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -424,12 +422,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
 - repo first seen: `2025-06-20T09:58:55Z`
-- repo last seen: `2026-05-26T05:05:56Z`
+- repo last seen: `2026-05-26T09:41:04Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **83**
-- snapshot authored PRs/issues: **79 PRs / 4 issues**
-- snapshot discussion activity: **68 comments / 75 reviews / 74 review comments**
+- repo primary artifacts: **85**
+- snapshot authored PRs/issues: **81 PRs / 4 issues**
+- snapshot discussion activity: **69 comments / 75 reviews / 74 review comments**
 - account age: **3934 days**
 - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
 - public orgs: none visible
@@ -437,9 +435,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46214: fix(hrm_text): Add XPU Expectations for tests](https://github.com/huggingface/transformers/pull/46214) — open, draft
+- [PR #46210: Fix bnb 4bit/8bit quantization drop chunked tensors bug](https://github.com/huggingface/transformers/pull/46210) — open
 - [PR #46162: add XPU Expectations for florence2 and lfm2_vl model test](https://github.com/huggingface/transformers/pull/46162) — open, draft
-- [PR #46151: Add Expectations for pipeline token classification tests](https://github.com/huggingface/transformers/pull/46151) — open
-- [PR #46111: Fix a regression in encoder-decoder generation cache initialization](https://github.com/huggingface/transformers/pull/46111) — open
 - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
 - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
 - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
@@ -450,12 +448,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
 - repo first seen: `2025-03-31T13:54:54Z`
-- repo last seen: `2026-05-20T09:31:17Z`
+- repo last seen: `2026-05-26T08:11:05Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **79**
 - snapshot authored PRs/issues: **79 PRs / 0 issues**
-- snapshot discussion activity: **111 comments / 208 reviews / 148 review comments**
+- snapshot discussion activity: **111 comments / 209 reviews / 148 review comments**
 - account age: **4938 days**
 - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
 - public orgs: none visible
@@ -547,12 +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: `2026-05-25T18:02:15Z`
+- repo last seen: `2026-05-26T12:00:35Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **45 PRs / 1 issues**
-- snapshot discussion activity: **560 comments / 1007 reviews / 4270 review comments**
+- snapshot discussion activity: **562 comments / 1007 reviews / 4270 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
@@ -571,12 +569,12 @@ 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: `2026-05-25T15:18:16Z`
+- repo last seen: `2026-05-26T11:59:19Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **45**
 - snapshot authored PRs/issues: **45 PRs / 0 issues**
-- snapshot discussion activity: **693 comments / 239 reviews / 132 review comments**
+- snapshot discussion activity: **701 comments / 239 reviews / 132 review comments**
 - account age: **3961 days**
 - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: `huggingface`
@@ -633,7 +631,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46149: Fix caching allocator warmup byte estimation for EP model loading](https://github.com/huggingface/transformers/pull/46149) — closed, merged
-- [PR #46086: update xpu expectation for falcon mamba](https://github.com/huggingface/transformers/pull/46086) — open
+- [PR #46086: update xpu expectation for falcon mamba](https://github.com/huggingface/transformers/pull/46086) — closed, merged
 - [PR #46076: add flash base test and fix the incorrect and crash issue during enab…](https://github.com/huggingface/transformers/pull/46076) — open
 - [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed
 
@@ -839,12 +837,12 @@ 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: `2026-05-25T21:40:56Z`
+- repo last seen: `2026-05-26T09:50:17Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **21**
 - snapshot authored PRs/issues: **18 PRs / 3 issues**
-- snapshot discussion activity: **61 comments / 230 reviews / 204 review comments**
+- snapshot discussion activity: **61 comments / 231 reviews / 205 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`
@@ -859,6 +857,29 @@ Example artifacts:
 - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
 - [Issue #43317: device_map=auto fails to load the dequantized model on gpu+cpu offload](https://github.com/huggingface/transformers/issues/43317) — closed
 
+### `Abdennacer-Badaoui`
+
+- profile: [github.com/Abdennacer-Badaoui](https://github.com/Abdennacer-Badaoui)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui)
+- repo first seen: `2026-01-08T18:13:10Z`
+- repo last seen: `2026-05-26T09:12:45Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **18**
+- snapshot authored PRs/issues: **18 PRs / 0 issues**
+- snapshot discussion activity: **7 comments / 35 reviews / 35 review comments**
+- account age: **1414 days**
+- recent public PR activity: **17 PRs** (16 merged / 0 closed-unmerged / 1 open; merged rate **94%**, closed-unmerged rate **0%**, open rate **6%**)
+- public orgs: `huggingface`, `bitsandbytes-foundation`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #46213: [AMD CI] revert AMD mi325 hf-workflows ref from SHA back to @main](https://github.com/huggingface/transformers/pull/46213) — open
+- [PR #46160: [ROCm] Fix gpt_oss test suite: AITER attention fallback, SonicMoE guard, and distributed test fixes](https://github.com/huggingface/transformers/pull/46160) — open
+- [PR #45913: [CI] AMD docker: bump to ROCm 7.2.2 / PyTorch 2.10 + prebuilt FA wheel](https://github.com/huggingface/transformers/pull/45913) — closed, merged
+
 ### `hf-security-analysis[bot]`
 
 - profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
@@ -908,41 +929,18 @@ Example artifacts:
 - [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
 - [Issue #42738: BERT-like models with RoPE](https://github.com/huggingface/transformers/issues/42738) — open
 
-### `Abdennacer-Badaoui`
-
-- profile: [github.com/Abdennacer-Badaoui](https://github.com/Abdennacer-Badaoui)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui)
-- repo first seen: `2026-01-08T18:13:10Z`
-- repo last seen: `2026-05-22T15:21:07Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **17**
-- snapshot authored PRs/issues: **17 PRs / 0 issues**
-- snapshot discussion activity: **7 comments / 34 reviews / 34 review comments**
-- account age: **1414 days**
-- recent public PR activity: **17 PRs** (16 merged / 0 closed-unmerged / 1 open; merged rate **94%**, closed-unmerged rate **0%**, open rate **6%**)
-- public orgs: `huggingface`, `bitsandbytes-foundation`
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #46160: [ROCm] Fix gpt_oss test suite: AITER attention fallback, SonicMoE guard, and distributed test fixes](https://github.com/huggingface/transformers/pull/46160) — open
-- [PR #45913: [CI] AMD docker: bump to ROCm 7.2.2 / PyTorch 2.10 + prebuilt FA wheel](https://github.com/huggingface/transformers/pull/45913) — closed, merged
-- [PR #45675: Fix UnboundLocalError in shard_and_distribute_module for replicated parameters](https://github.com/huggingface/transformers/pull/45675) — closed, merged
-
 ### `YangKai0616`
 
 - profile: [github.com/YangKai0616](https://github.com/YangKai0616)
 - 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: `2026-05-26T05:55:38Z`
+- repo last seen: `2026-05-26T07:06:42Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **17**
 - snapshot authored PRs/issues: **17 PRs / 0 issues**
-- snapshot discussion activity: **14 comments / 27 reviews / 27 review comments**
+- snapshot discussion activity: **14 comments / 28 reviews / 28 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
@@ -1047,41 +1045,18 @@ Example artifacts:
 - [PR #46063: Fix typo in Qwen2.5-Omni docs example (cant -> can)](https://github.com/huggingface/transformers/pull/46063) — closed
 - [PR #46062: Fix article in ViTPose docs (a object detector -> an object detector)](https://github.com/huggingface/transformers/pull/46062) — closed
 
-### `Sai-Suraj-27`
-
-- profile: [github.com/Sai-Suraj-27](https://github.com/Sai-Suraj-27)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASai-Suraj-27)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASai-Suraj-27)
-- repo first seen: `2026-01-23T17:10:04Z`
-- repo last seen: `2026-04-13T11:05:10Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **14**
-- snapshot authored PRs/issues: **14 PRs / 0 issues**
-- snapshot discussion activity: **21 comments / 26 reviews / 26 review comments**
-- account age: **1745 days**
-- recent public PR activity: **12 PRs** (11 merged / 1 closed-unmerged / 0 open; merged rate **92%**, closed-unmerged rate **8%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #45065: Remove unused TensorFlow env var](https://github.com/huggingface/transformers/pull/45065) — closed, merged
-- [PR #45053: Fix failing `XCLIPModelIntegrationTest`](https://github.com/huggingface/transformers/pull/45053) — closed
-- [PR #45048: Fix failing `SmolLM3IntegrationTest`](https://github.com/huggingface/transformers/pull/45048) — closed, merged
-
 ### `AmineDiro`
 
 - profile: [github.com/AmineDiro](https://github.com/AmineDiro)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAmineDiro)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAmineDiro)
 - repo first seen: `2026-04-14T15:35:56Z`
-- repo last seen: `2026-05-25T13:29:18Z`
+- repo last seen: `2026-05-26T08:44:02Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **9**
 - snapshot authored PRs/issues: **9 PRs / 0 issues**
-- snapshot discussion activity: **17 comments / 11 reviews / 11 review comments**
+- snapshot discussion activity: **19 comments / 12 reviews / 12 review comments**
 - account age: **3865 days**
 - recent public PR activity: **17 PRs** (8 merged / 1 closed-unmerged / 8 open; merged rate **47%**, closed-unmerged rate **6%**, open rate **47%**)
 - public orgs: `huggingface`
@@ -1170,12 +1145,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJJJYmmm)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJJJYmmm)
 - repo first seen: `2026-01-27T10:34:17Z`
-- repo last seen: `2026-05-20T12:05:03Z`
+- repo last seen: `2026-05-26T09:53:33Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **8 PRs / 0 issues**
-- snapshot discussion activity: **20 comments / 59 reviews / 59 review comments**
+- snapshot discussion activity: **20 comments / 61 reviews / 61 review comments**
 - account age: **1648 days**
 - recent public PR activity: **11 PRs** (9 merged / 2 closed-unmerged / 0 open; merged rate **82%**, closed-unmerged rate **18%**, open rate **0%**)
 - public orgs: none visible
@@ -1280,32 +1255,6 @@ Example artifacts:
 - [PR #45202: Fix gemma4 has flash-attention incompatbile head-dim=512](https://github.com/huggingface/transformers/pull/45202) — open
 - [PR #45157: [WIP] PrismML Bonsai model support](https://github.com/huggingface/transformers/pull/45157) — open, draft
 
-### `albertvillanova`
-
-- profile: [github.com/albertvillanova](https://github.com/albertvillanova)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalbertvillanova)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalbertvillanova)
-- repo first seen: `2026-01-17T10:42:01Z`
-- repo last seen: `2026-05-22T08:47:17Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **9**
-- snapshot authored PRs/issues: **6 PRs / 3 issues**
-- snapshot discussion activity: **23 comments / 12 reviews / 8 review comments**
-- account age: **4257 days**
-- recent public PR activity: **157 PRs** (143 merged / 10 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **6%**, open rate **3%**)
-- public orgs: `huggingface`, `aiinnova`, `bigscience-workshop`
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **extremely high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #46155: Update dev version](https://github.com/huggingface/transformers/pull/46155) — closed
-- [PR #45164: Fix TypeError: 'NoneType' object is not iterable in GenerationMixin.generate](https://github.com/huggingface/transformers/pull/45164) — closed, merged
-- [PR #45050: Fix NaN weights on non-rank-0 FSDP processes](https://github.com/huggingface/transformers/pull/45050) — closed, merged
-- [Issue #45137: IndexError: pop from an empty deque with DeepSpeed ZeRO3](https://github.com/huggingface/transformers/issues/45137) — closed
-- [Issue #44273: Lazy loading is not working properly](https://github.com/huggingface/transformers/issues/44273) — open
-- [Issue #43334: Qwen3-VL can't be loaded in transformers dev: AttributeError: 'Qwen3VLTextConfig' object has no attribute 'pad_token_id'](https://github.com/huggingface/transformers/issues/43334) — closed
-
 ### `kchpp940`
 
 - profile: [github.com/kchpp940](https://github.com/kchpp940)
@@ -1540,6 +1489,29 @@ Example artifacts:
 - [PR #45352: fix(qwen3_moe): correct return type annotation on Qwen3MoeSparseMoeBlock.forward](https://github.com/huggingface/transformers/pull/45352) — closed, merged
 - [PR #45351: fix(testing_utils): guard get_device_capability with torch.cuda.is_available()](https://github.com/huggingface/transformers/pull/45351) — closed, merged
 
+### `Sriniketh24`
+
+- profile: [github.com/Sriniketh24](https://github.com/Sriniketh24)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASriniketh24)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASriniketh24)
+- repo first seen: `2026-05-18T14:39:34Z`
+- repo last seen: `2026-05-26T07:05:35Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **4 comments / 3 reviews / 2 review comments**
+- account age: **609 days**
+- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #46211: fix(llama): allow explicit head_dim when hidden_size not divisible by num_attention_heads](https://github.com/huggingface/transformers/pull/46211) — open
+- [PR #46176: [Gemma4] Replace one-hot matmul with F.embedding in position embeddings](https://github.com/huggingface/transformers/pull/46176) — open
+- [PR #46044: Fix remaining RAG doc examples that crash on current transformers](https://github.com/huggingface/transformers/pull/46044) — closed, merged
+
 ### `TheShreyanshiDwivedi`
 
 - profile: [github.com/TheShreyanshiDwivedi](https://github.com/TheShreyanshiDwivedi)
@@ -1569,12 +1541,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbineshabee)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbineshabee)
 - repo first seen: `2026-04-13T08:59:27Z`
-- repo last seen: `2026-05-25T17:30:54Z`
+- repo last seen: `2026-05-26T09:42:39Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **3 PRs / 2 issues**
-- snapshot discussion activity: **20 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **21 comments / 0 reviews / 0 review comments**
 - account age: **1453 days**
 - recent public PR activity: **7 PRs** (3 merged / 3 closed-unmerged / 1 open; merged rate **43%**, closed-unmerged rate **43%**, open rate **14%**)
 - public orgs: none visible
@@ -1607,7 +1579,7 @@ Example artifacts:
 - heuristic read: **high open PR share**
 
 Example artifacts:
-- [PR #46208: Fix ReDoS in CodeGenTokenizer.truncate via caller-controlled regex](https://github.com/huggingface/transformers/pull/46208) — open
+- [PR #46208: Fix ReDoS in CodeGenTokenizer.truncate via caller-controlled regex](https://github.com/huggingface/transformers/pull/46208) — closed
 - [PR #46191: Fix path traversal when saving named chat templates](https://github.com/huggingface/transformers/pull/46191) — closed, merged
 - [PR #45944: [pp_formulanet] Fix polynomial ReDoS in remove_chinese_text_wrapping](https://github.com/huggingface/transformers/pull/45944) — closed
 - [Issue #45998: Security Vulnerability](https://github.com/huggingface/transformers/issues/45998) — closed
@@ -1819,29 +1791,6 @@ Example artifacts:
 - [PR #45787: fix: ModuleNotFoundError caused by distributed race condition in ci/cd test](https://github.com/huggingface/transformers/pull/45787) — closed
 - [PR #45687: fix: Added Mps support in float fallback backends list ](https://github.com/huggingface/transformers/pull/45687) — closed, merged
 
-### `Sriniketh24`
-
-- profile: [github.com/Sriniketh24](https://github.com/Sriniketh24)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASriniketh24)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASriniketh24)
-- repo first seen: `2026-05-18T14:39:34Z`
-- repo last seen: `2026-05-26T05:56:22Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 3 reviews / 2 review comments**
-- account age: **609 days**
-- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #46176: [Gemma4] Replace one-hot matmul with F.embedding in position embeddings](https://github.com/huggingface/transformers/pull/46176) — open
-- [PR #46044: Fix remaining RAG doc examples that crash on current transformers](https://github.com/huggingface/transformers/pull/46044) — closed, merged
-- [PR #46035: Fix AttributeError in RAG generate() for missing config fields](https://github.com/huggingface/transformers/pull/46035) — closed, merged
-
 ### `NielsRogge`
 
 - profile: [github.com/NielsRogge](https://github.com/NielsRogge)
@@ -1868,6 +1817,32 @@ Example artifacts:
 - [Issue #30525: Support align_corners=True in image_transforms module](https://github.com/huggingface/transformers/issues/30525) — closed
 - [Issue #21110: Add support for BLIP and GIT in image-to-text and VQA pipelines](https://github.com/huggingface/transformers/issues/21110) — closed
 
+### `albertvillanova`
+
+- profile: [github.com/albertvillanova](https://github.com/albertvillanova)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalbertvillanova)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalbertvillanova)
+- repo first seen: `2026-01-17T10:42:01Z`
+- repo last seen: `2026-05-22T08:47:17Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **9**
+- snapshot authored PRs/issues: **6 PRs / 3 issues**
+- snapshot discussion activity: **23 comments / 12 reviews / 8 review comments**
+- account age: **4257 days**
+- recent public PR activity: **157 PRs** (143 merged / 10 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **6%**, open rate **3%**)
+- public orgs: `huggingface`, `aiinnova`, `bigscience-workshop`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **extremely high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #46155: Update dev version](https://github.com/huggingface/transformers/pull/46155) — closed
+- [PR #45164: Fix TypeError: 'NoneType' object is not iterable in GenerationMixin.generate](https://github.com/huggingface/transformers/pull/45164) — closed, merged
+- [PR #45050: Fix NaN weights on non-rank-0 FSDP processes](https://github.com/huggingface/transformers/pull/45050) — closed, merged
+- [Issue #45137: IndexError: pop from an empty deque with DeepSpeed ZeRO3](https://github.com/huggingface/transformers/issues/45137) — closed
+- [Issue #44273: Lazy loading is not working properly](https://github.com/huggingface/transformers/issues/44273) — open
+- [Issue #43334: Qwen3-VL can't be loaded in transformers dev: AttributeError: 'Qwen3VLTextConfig' object has no attribute 'pad_token_id'](https://github.com/huggingface/transformers/issues/43334) — closed
+
 ### `LysandreJik`
 
 - profile: [github.com/LysandreJik](https://github.com/LysandreJik)
@@ -2060,29 +2035,6 @@ Example artifacts:
 - [PR #45334: Feature/add axk1](https://github.com/huggingface/transformers/pull/45334) — closed
 - [PR #44539: Add A.X K1](https://github.com/huggingface/transformers/pull/44539) — closed
 
-### `Lidang-Jiang`
-
-- profile: [github.com/Lidang-Jiang](https://github.com/Lidang-Jiang)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALidang-Jiang)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALidang-Jiang)
-- repo first seen: `2026-03-27T02:44:21Z`
-- repo last seen: `2026-03-27T14:45:27Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 1 reviews / 1 review comments**
-- account age: **1230 days**
-- recent public PR activity: **115 PRs** (43 merged / 15 closed-unmerged / 57 open; merged rate **37%**, closed-unmerged rate **13%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45045: [Bugfix] Remove incorrect torchvision requirement from PIL backend image processors](https://github.com/huggingface/transformers/pull/45045) — closed, merged
-- [PR #45043: [Bugfix] Use sys.modules.get() to avoid KeyError in modeling_utils](https://github.com/huggingface/transformers/pull/45043) — closed
-- [PR #45039: [Bugfix] Propagate interpolate_pos_encoding through Pixio model](https://github.com/huggingface/transformers/pull/45039) — closed
-
 ### `vkuzo`
 
 - profile: [github.com/vkuzo](https://github.com/vkuzo)
@@ -2628,7 +2580,7 @@ Example artifacts:
 - repo first seen: `2026-05-22T09:25:47Z`
 - repo last seen: `2026-05-22T10:13:42Z`
 - first seen in snapshot: **no**
-- repo association: **NONE**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -2640,7 +2592,7 @@ Example artifacts:
 - 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-dependantbot-rollout[bot]'."}]`
 
 Example artifacts:
-- [PR #46157: chore: enable Dependabot weekly GitHub Actions bumps](https://github.com/huggingface/transformers/pull/46157) — open
+- [PR #46157: chore: enable Dependabot weekly GitHub Actions bumps](https://github.com/huggingface/transformers/pull/46157) — closed, merged
 - [PR #46156: chore: enable Dependabot weekly GitHub Actions bumps](https://github.com/huggingface/transformers/pull/46156) — closed
 
 ### `hijingsong`
@@ -3239,6 +3191,29 @@ 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
 
+### `Sai-Suraj-27`
+
+- profile: [github.com/Sai-Suraj-27](https://github.com/Sai-Suraj-27)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASai-Suraj-27)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASai-Suraj-27)
+- repo first seen: `2026-01-23T17:10:04Z`
+- repo last seen: `2026-04-13T11:05:10Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **14**
+- snapshot authored PRs/issues: **14 PRs / 0 issues**
+- snapshot discussion activity: **21 comments / 26 reviews / 26 review comments**
+- account age: **1745 days**
+- recent public PR activity: **12 PRs** (11 merged / 1 closed-unmerged / 0 open; merged rate **92%**, closed-unmerged rate **8%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #45065: Remove unused TensorFlow env var](https://github.com/huggingface/transformers/pull/45065) — closed, merged
+- [PR #45053: Fix failing `XCLIPModelIntegrationTest`](https://github.com/huggingface/transformers/pull/45053) — closed
+- [PR #45048: Fix failing `SmolLM3IntegrationTest`](https://github.com/huggingface/transformers/pull/45048) — closed, merged
+
 ### `ebezzam`
 
 - profile: [github.com/ebezzam](https://github.com/ebezzam)
@@ -3611,6 +3586,29 @@ Example artifacts:
 - [PR #45077: fix: pin 50 unpinned actions to commit SHA, extract 1 secret to env var](https://github.com/huggingface/transformers/pull/45077) — open
 - [PR #45010: fix: pin 69 unpinned action(s),extract 2 unsafe expression(s) to env vars](https://github.com/huggingface/transformers/pull/45010) — closed
 
+### `dependabot[bot]`
+
+- profile: [github.com/dependabot[bot]](https://github.com/dependabot[bot])
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adependabot%5Bbot%5D)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adependabot%5Bbot%5D)
+- repo first seen: `2024-08-30T13:24:23Z`
+- repo last seen: `2026-05-26T08:28:08Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- 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 'dependabot[bot]'."}]`
+
+Example artifacts:
+- [PR #46212: Bump the actions group with 19 updates](https://github.com/huggingface/transformers/pull/46212) — open
+- [PR #33215: Bump torch from 1.13.1 to 2.2.0 in /examples/research_projects/decision_transformer](https://github.com/huggingface/transformers/pull/33215) — closed, merged
+
 ### `excepshenal`
 
 - profile: [github.com/excepshenal](https://github.com/excepshenal)
@@ -3743,28 +3741,6 @@ Example artifacts:
 - [PR #45471: Add EXAONE 4.5 implementations](https://github.com/huggingface/transformers/pull/45471) — closed, merged
 - [PR #43080: Add EXAONE-MoE implementations](https://github.com/huggingface/transformers/pull/43080) — closed, merged
 
-### `vasanthrpjan1-boop`
-
-- profile: [github.com/vasanthrpjan1-boop](https://github.com/vasanthrpjan1-boop)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasanthrpjan1-boop)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasanthrpjan1-boop)
-- repo first seen: `2026-02-08T14:25:35Z`
-- repo last seen: `2026-03-27T11:31:10Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **254 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: **young account; high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #45055: Save model config in Trainer checkpoints for non-PreTrainedModel models](https://github.com/huggingface/transformers/pull/45055) — open
-- [PR #43843: Add PlutoCallback integration for Pluto experiment tracker](https://github.com/huggingface/transformers/pull/43843) — closed
-
 ### `wilnn`
 
 - profile: [github.com/wilnn](https://github.com/wilnn)
@@ -3806,7 +3782,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #46184: [GLM-4.6V] Update with GLM-GA Processor](https://github.com/huggingface/transformers/pull/46184) — open
+- [PR #46184: [GLM-4.6V] Update with GLM-GA Processor](https://github.com/huggingface/transformers/pull/46184) — closed, merged
 - [PR #43391: [GLM-OCR] GLM-OCR Support](https://github.com/huggingface/transformers/pull/43391) — closed, merged
 
 ### `zvik`
@@ -4859,27 +4835,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45868: feat(t5gemma2): add Flash Attention 2 support](https://github.com/huggingface/transformers/pull/45868) — open
 
-### `Akshay404error`
-
-- profile: [github.com/Akshay404error](https://github.com/Akshay404error)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAkshay404error)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAkshay404error)
-- repo first seen: `2026-03-27T08:33:01Z`
-- repo last seen: `2026-03-27T08:33:01Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIMER**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **592 days**
-- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #45047: fix: restore add_special_tokens behavior for mDeBERTa tokenizer and n…](https://github.com/huggingface/transformers/pull/45047) — closed
-
 ### `Aktharnvdv`
 
 - profile: [github.com/Aktharnvdv](https://github.com/Aktharnvdv)
@@ -5327,12 +5282,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ablipbyte)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ablipbyte)
 - repo first seen: `2026-05-20T19:46:05Z`
-- repo last seen: `2026-05-21T13:45:00Z`
+- repo last seen: `2026-05-26T09:47:45Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
 - account age: **2606 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
@@ -5496,7 +5451,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adanyalahmed1995)
 - repo first seen: `2026-05-26T00:41:01Z`
 - repo last seen: `2026-05-26T00:45:00Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -6254,7 +6209,7 @@ Example artifacts:
 - repo first seen: `2026-05-25T08:25:28Z`
 - repo last seen: `2026-05-25T08:25:28Z`
 - 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**
@@ -6265,7 +6220,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #46194: [docs] Add beginner-friendly "Transformers in Your First 15 Minutes" guide](https://github.com/huggingface/transformers/pull/46194) — open
+- [PR #46194: [docs] Add beginner-friendly "Transformers in Your First 15 Minutes" guide](https://github.com/huggingface/transformers/pull/46194) — closed
 
 ### `jIab-b`
 
@@ -7596,12 +7551,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AshadeMe)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AshadeMe)
 - repo first seen: `2026-05-20T09:24:48Z`
-- repo last seen: `2026-05-20T09:24:48Z`
+- repo last seen: `2026-05-26T08:46:30Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **0 comments / 3 reviews / 3 review comments**
 - account age: **5922 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible

new_contributors.parquet

@@ -1,3 +1,3 @@
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-size 63770
+oid sha256:60683afa54817964f73235edbb7841e964519825ab368dd10cb583d32e6e7b42
+size 63147

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260526T060025Z",
-  "generated_at": "2026-05-26T06:01:36Z",
-  "cluster_count": 57,
+  "snapshot_id": "20260526T120027Z",
+  "generated_at": "2026-05-26T12:02:10Z",
+  "cluster_count": 58,
   "pr_scope_clusters": [
     {
       "cluster_id": "pr-scope-43636-12",
@@ -51,7 +51,7 @@
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           "right_pr_number": 46204,
           "similarity": 0.624,
-          "content_similarity": 0.597,
+          "content_similarity": 0.596,
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@@ -67,7 +67,7 @@
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           "similarity": 0.619,
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@@ -115,7 +115,7 @@
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@@ -130,7 +130,7 @@
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@@ -178,7 +178,7 @@
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@@ -211,7 +211,7 @@
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@@ -291,7 +291,7 @@
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@@ -355,7 +355,7 @@
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           "concentration_similarity": 1.0,
@@ -450,7 +450,7 @@
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@@ -499,7 +499,7 @@
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@@ -531,7 +531,7 @@
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@@ -706,7 +706,7 @@
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           "breadth_similarity": 1.0,
@@ -834,7 +834,7 @@
         {
           "left_pr_number": 43636,
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-          "similarity": 0.378,
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           "breadth_similarity": 1.0,
@@ -931,7 +931,7 @@
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           "similarity": 0.361,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -978,7 +978,7 @@
         {
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-          "similarity": 0.35,
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@@ -1026,7 +1026,7 @@
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-          "similarity": 0.333,
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           "breadth_similarity": 1.0,
@@ -2077,6 +2077,173 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-42975-4",
+      "pr_numbers": [
+        42975,
+        42976,
+        45077,
+        46212
+      ],
+      "representative_pr_number": 46212,
+      "average_similarity": 0.571,
+      "summary": "4 open PRs share weighted file overlap around `.github/workflows/build-ci-docker-images.yml`, `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`; representative PR #46212.",
+      "shared_filenames": [
+        ".github/workflows/build-ci-docker-images.yml",
+        ".github/workflows/build-docker-images.yml",
+        ".github/workflows/build-nightly-ci-docker-images.yml",
+        ".github/workflows/build-past-ci-docker-images.yml",
+        ".github/workflows/release-conda.yml",
+        ".github/workflows/check_failed_tests.yml",
+        ".github/workflows/check_tiny_models.yml",
+        ".github/workflows/new_model_pr_merged_notification.yml"
+      ],
+      "shared_directories": [
+        ".github/workflows",
+        ".github"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 42975,
+          "right_pr_number": 46212,
+          "similarity": 0.745,
+          "content_similarity": 0.74,
+          "size_similarity": 0.575,
+          "breadth_similarity": 0.912,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            ".github/workflows/add-model-like.yml",
+            ".github/workflows/assign-reviewers.yml",
+            ".github/workflows/benchmark_v2.yml",
+            ".github/workflows/build-ci-docker-images.yml",
+            ".github/workflows/build-docker-images.yml",
+            ".github/workflows/build-nightly-ci-docker-images.yml",
+            ".github/workflows/build-past-ci-docker-images.yml",
+            ".github/workflows/check_failed_tests.yml",
+            ".github/workflows/check_tiny_models.yml",
+            ".github/workflows/circleci-failure-summary-comment.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 42975,
+          "right_pr_number": 45077,
+          "similarity": 0.678,
+          "content_similarity": 0.622,
+          "size_similarity": 0.731,
+          "breadth_similarity": 0.833,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            ".github/workflows/benchmark.yml",
+            ".github/workflows/build-ci-docker-images.yml",
+            ".github/workflows/build-docker-images.yml",
+            ".github/workflows/build-nightly-ci-docker-images.yml",
+            ".github/workflows/build-past-ci-docker-images.yml",
+            ".github/workflows/check_tiny_models.yml",
+            ".github/workflows/model_jobs.yml",
+            ".github/workflows/release-conda.yml",
+            ".github/workflows/release.yml",
+            ".github/workflows/trufflehog.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 42976,
+          "right_pr_number": 46212,
+          "similarity": 0.57,
+          "content_similarity": 0.621,
+          "size_similarity": 0.176,
+          "breadth_similarity": 0.588,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            ".github/workflows/build-ci-docker-images.yml",
+            ".github/workflows/build-docker-images.yml",
+            ".github/workflows/build-nightly-ci-docker-images.yml",
+            ".github/workflows/build-past-ci-docker-images.yml",
+            ".github/workflows/check_failed_tests.yml",
+            ".github/workflows/new_model_pr_merged_notification.yml",
+            ".github/workflows/release-conda.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 45077,
+          "right_pr_number": 46212,
+          "similarity": 0.539,
+          "content_similarity": 0.497,
+          "size_similarity": 0.42,
+          "breadth_similarity": 0.775,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            ".github/workflows/anti-slop.yml",
+            ".github/workflows/build-ci-docker-images.yml",
+            ".github/workflows/build-docker-images.yml",
+            ".github/workflows/build-nightly-ci-docker-images.yml",
+            ".github/workflows/build-past-ci-docker-images.yml",
+            ".github/workflows/build_documentation.yml",
+            ".github/workflows/build_pr_documentation.yml",
+            ".github/workflows/check-workflow-permissions.yml",
+            ".github/workflows/check_tiny_models.yml",
+            ".github/workflows/codeql.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 42976,
+          "right_pr_number": 45077,
+          "similarity": 0.484,
+          "content_similarity": 0.51,
+          "size_similarity": 0.074,
+          "breadth_similarity": 0.659,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            ".github/workflows/build-ci-docker-images.yml",
+            ".github/workflows/build-docker-images.yml",
+            ".github/workflows/build-nightly-ci-docker-images.yml",
+            ".github/workflows/build-past-ci-docker-images.yml",
+            ".github/workflows/release-conda.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 42975,
+          "right_pr_number": 42976,
+          "similarity": 0.41,
+          "content_similarity": 0.406,
+          "size_similarity": 0.101,
+          "breadth_similarity": 0.606,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            ".github/workflows/build-ci-docker-images.yml",
+            ".github/workflows/build-docker-images.yml",
+            ".github/workflows/build-nightly-ci-docker-images.yml",
+            ".github/workflows/build-past-ci-docker-images.yml",
+            ".github/workflows/check_failed_tests.yml",
+            ".github/workflows/new_model_pr_merged_notification.yml",
+            ".github/workflows/release-conda.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-43488-4",
       "pr_numbers": [
@@ -2151,8 +2318,8 @@
         {
           "left_pr_number": 43488,
           "right_pr_number": 43665,
-          "similarity": 0.378,
-          "content_similarity": 0.199,
+          "similarity": 0.379,
+          "content_similarity": 0.2,
           "size_similarity": 0.818,
           "breadth_similarity": 0.667,
           "concentration_similarity": 0.99,
@@ -2272,7 +2439,7 @@
           "left_pr_number": 41097,
           "right_pr_number": 46013,
           "similarity": 0.433,
-          "content_similarity": 0.371,
+          "content_similarity": 0.37,
           "size_similarity": 0.16,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2695,127 +2862,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-46104-4",
-      "pr_numbers": [
-        46104,
-        46113,
-        46126,
-        46141
-      ],
-      "representative_pr_number": 46126,
-      "average_similarity": 0.401,
-      "summary": "4 open PRs share weighted file overlap around `src/transformers/distributed/utils.py`, `src/transformers/distributed/tensor_parallel.py`; representative PR #46126.",
-      "shared_filenames": [
-        "src/transformers/distributed/utils.py",
-        "src/transformers/distributed/tensor_parallel.py"
-      ],
-      "shared_directories": [
-        "src/transformers/distributed",
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 46113,
-          "right_pr_number": 46141,
-          "similarity": 0.623,
-          "content_similarity": 0.614,
-          "size_similarity": 0.455,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/distributed/utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/distributed",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 46104,
-          "right_pr_number": 46126,
-          "similarity": 0.558,
-          "content_similarity": 0.469,
-          "size_similarity": 0.872,
-          "breadth_similarity": 0.583,
-          "concentration_similarity": 0.808,
-          "shared_filenames": [
-            "src/transformers/distributed/tensor_parallel.py"
-          ],
-          "shared_directories": [
-            "src/transformers/distributed",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 46113,
-          "right_pr_number": 46126,
-          "similarity": 0.466,
-          "content_similarity": 0.529,
-          "size_similarity": 0.246,
-          "breadth_similarity": 0.292,
-          "concentration_similarity": 0.603,
-          "shared_filenames": [
-            "src/transformers/distributed/utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/distributed",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 46126,
-          "right_pr_number": 46141,
-          "similarity": 0.325,
-          "content_similarity": 0.337,
-          "size_similarity": 0.112,
-          "breadth_similarity": 0.417,
-          "concentration_similarity": 0.603,
-          "shared_filenames": [
-            "src/transformers/distributed/utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/distributed",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 46104,
-          "right_pr_number": 46113,
-          "similarity": 0.229,
-          "content_similarity": 0.138,
-          "size_similarity": 0.282,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.795,
-          "shared_filenames": [],
-          "shared_directories": [
-            "src/transformers/distributed",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 46104,
-          "right_pr_number": 46141,
-          "similarity": 0.206,
-          "content_similarity": 0.103,
-          "size_similarity": 0.128,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 0.795,
-          "shared_filenames": [],
-          "shared_directories": [
-            "src/transformers/distributed",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-44385-4",
       "pr_numbers": [
@@ -2874,7 +2920,7 @@
           "left_pr_number": 44385,
           "right_pr_number": 44615,
           "similarity": 0.403,
-          "content_similarity": 0.33,
+          "content_similarity": 0.329,
           "size_similarity": 0.371,
           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -2949,7 +2995,7 @@
         46106
       ],
       "representative_pr_number": 44550,
-      "average_similarity": 0.355,
+      "average_similarity": 0.357,
       "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
       "shared_filenames": [],
       "shared_directories": [
@@ -2962,8 +3008,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44550,
-          "similarity": 0.386,
-          "content_similarity": 0.123,
+          "similarity": 0.388,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2978,8 +3024,8 @@
         {
           "left_pr_number": 44407,
           "right_pr_number": 44550,
-          "similarity": 0.358,
-          "content_similarity": 0.092,
+          "similarity": 0.359,
+          "content_similarity": 0.094,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2993,8 +3039,8 @@
         {
           "left_pr_number": 44550,
           "right_pr_number": 46106,
-          "similarity": 0.355,
-          "content_similarity": 0.147,
+          "similarity": 0.357,
+          "content_similarity": 0.15,
           "size_similarity": 0.682,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3008,8 +3054,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44407,
-          "similarity": 0.349,
-          "content_similarity": 0.079,
+          "similarity": 0.35,
+          "content_similarity": 0.081,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3023,8 +3069,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 46106,
-          "similarity": 0.341,
-          "content_similarity": 0.127,
+          "similarity": 0.343,
+          "content_similarity": 0.129,
           "size_similarity": 0.682,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3038,8 +3084,8 @@
         {
           "left_pr_number": 44407,
           "right_pr_number": 46106,
-          "similarity": 0.341,
-          "content_similarity": 0.133,
+          "similarity": 0.343,
+          "content_similarity": 0.136,
           "size_similarity": 0.652,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3284,95 +3330,73 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-42975-3",
+      "cluster_id": "pr-scope-46113-3",
       "pr_numbers": [
-        42975,
-        42976,
-        45077
+        46113,
+        46126,
+        46141
       ],
-      "representative_pr_number": 45077,
-      "average_similarity": 0.523,
-      "summary": "3 open PRs share weighted file overlap around `.github/workflows/build-ci-docker-images.yml`, `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`; representative PR #45077.",
+      "representative_pr_number": 46113,
+      "average_similarity": 0.486,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/distributed/utils.py`; representative PR #46113.",
       "shared_filenames": [
-        ".github/workflows/build-ci-docker-images.yml",
-        ".github/workflows/build-docker-images.yml",
-        ".github/workflows/build-nightly-ci-docker-images.yml",
-        ".github/workflows/build-past-ci-docker-images.yml",
-        ".github/workflows/release-conda.yml",
-        ".github/workflows/benchmark.yml",
-        ".github/workflows/check_failed_tests.yml",
-        ".github/workflows/check_tiny_models.yml"
+        "src/transformers/distributed/utils.py"
       ],
       "shared_directories": [
-        ".github/workflows",
-        ".github"
+        "src/transformers/distributed",
+        "src/transformers",
+        "src"
       ],
       "pairwise": [
         {
-          "left_pr_number": 42975,
-          "right_pr_number": 45077,
-          "similarity": 0.676,
-          "content_similarity": 0.619,
-          "size_similarity": 0.731,
-          "breadth_similarity": 0.833,
+          "left_pr_number": 46113,
+          "right_pr_number": 46141,
+          "similarity": 0.658,
+          "content_similarity": 0.69,
+          "size_similarity": 0.333,
+          "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
           "shared_filenames": [
-            ".github/workflows/benchmark.yml",
-            ".github/workflows/build-ci-docker-images.yml",
-            ".github/workflows/build-docker-images.yml",
-            ".github/workflows/build-nightly-ci-docker-images.yml",
-            ".github/workflows/build-past-ci-docker-images.yml",
-            ".github/workflows/check_tiny_models.yml",
-            ".github/workflows/model_jobs.yml",
-            ".github/workflows/release-conda.yml",
-            ".github/workflows/release.yml",
-            ".github/workflows/trufflehog.yml"
+            "src/transformers/distributed/utils.py"
           ],
           "shared_directories": [
-            ".github/workflows",
-            ".github"
+            "src/transformers/distributed",
+            "src/transformers",
+            "src"
           ]
         },
         {
-          "left_pr_number": 42976,
-          "right_pr_number": 45077,
-          "similarity": 0.487,
-          "content_similarity": 0.514,
-          "size_similarity": 0.074,
-          "breadth_similarity": 0.659,
-          "concentration_similarity": 1.0,
+          "left_pr_number": 46113,
+          "right_pr_number": 46126,
+          "similarity": 0.473,
+          "content_similarity": 0.519,
+          "size_similarity": 0.335,
+          "breadth_similarity": 0.292,
+          "concentration_similarity": 0.603,
           "shared_filenames": [
-            ".github/workflows/build-ci-docker-images.yml",
-            ".github/workflows/build-docker-images.yml",
-            ".github/workflows/build-nightly-ci-docker-images.yml",
-            ".github/workflows/build-past-ci-docker-images.yml",
-            ".github/workflows/release-conda.yml"
+            "src/transformers/distributed/utils.py"
           ],
           "shared_directories": [
-            ".github/workflows",
-            ".github"
+            "src/transformers/distributed",
+            "src/transformers",
+            "src"
           ]
         },
         {
-          "left_pr_number": 42975,
-          "right_pr_number": 42976,
-          "similarity": 0.407,
-          "content_similarity": 0.402,
-          "size_similarity": 0.101,
-          "breadth_similarity": 0.606,
-          "concentration_similarity": 1.0,
+          "left_pr_number": 46126,
+          "right_pr_number": 46141,
+          "similarity": 0.327,
+          "content_similarity": 0.341,
+          "size_similarity": 0.112,
+          "breadth_similarity": 0.417,
+          "concentration_similarity": 0.603,
           "shared_filenames": [
-            ".github/workflows/build-ci-docker-images.yml",
-            ".github/workflows/build-docker-images.yml",
-            ".github/workflows/build-nightly-ci-docker-images.yml",
-            ".github/workflows/build-past-ci-docker-images.yml",
-            ".github/workflows/check_failed_tests.yml",
-            ".github/workflows/new_model_pr_merged_notification.yml",
-            ".github/workflows/release-conda.yml"
+            "src/transformers/distributed/utils.py"
           ],
           "shared_directories": [
-            ".github/workflows",
-            ".github"
+            "src/transformers/distributed",
+            "src/transformers",
+            "src"
           ]
         }
       ]
@@ -3457,7 +3481,7 @@
         46076
       ],
       "representative_pr_number": 45880,
-      "average_similarity": 0.453,
+      "average_similarity": 0.452,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/quantizers/quantizer_finegrained_fp8.py`, `src/transformers/integrations/finegrained_fp8.py`, `src/transformers/models/deepseek_v4/configuration_deepseek_v4.py`; representative PR #45880.",
       "shared_filenames": [
         "src/transformers/quantizers/quantizer_finegrained_fp8.py",
@@ -3502,7 +3526,7 @@
         {
           "left_pr_number": 45634,
           "right_pr_number": 45880,
-          "similarity": 0.442,
+          "similarity": 0.441,
           "content_similarity": 0.49,
           "size_similarity": 0.119,
           "breadth_similarity": 0.365,
@@ -3579,7 +3603,7 @@
           "left_pr_number": 44907,
           "right_pr_number": 45783,
           "similarity": 0.485,
-          "content_similarity": 0.487,
+          "content_similarity": 0.486,
           "size_similarity": 0.078,
           "breadth_similarity": 0.836,
           "concentration_similarity": 0.986,
@@ -3676,6 +3700,89 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45709-3",
+      "pr_numbers": [
+        45709,
+        45742,
+        46211
+      ],
+      "representative_pr_number": 45742,
+      "average_similarity": 0.417,
+      "summary": "3 open PRs share weighted file overlap around `tests/models/llama/test_modeling_llama.py`, `src/transformers/models/llama/configuration_llama.py`, `src/transformers/models/llama/modeling_llama.py`; representative PR #45742.",
+      "shared_filenames": [
+        "tests/models/llama/test_modeling_llama.py",
+        "src/transformers/models/llama/configuration_llama.py",
+        "src/transformers/models/llama/modeling_llama.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/llama",
+        "src/transformers/models",
+        "src/transformers",
+        "src",
+        "tests/models/llama",
+        "tests/models",
+        "tests"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45742,
+          "right_pr_number": 46211,
+          "similarity": 0.548,
+          "content_similarity": 0.479,
+          "size_similarity": 0.963,
+          "breadth_similarity": 0.25,
+          "concentration_similarity": 0.852,
+          "shared_filenames": [
+            "src/transformers/models/llama/configuration_llama.py",
+            "tests/models/llama/test_modeling_llama.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/llama",
+            "src/transformers/models",
+            "tests/models/llama",
+            "src/transformers",
+            "tests/models",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 45709,
+          "right_pr_number": 45742,
+          "similarity": 0.509,
+          "content_similarity": 0.39,
+          "size_similarity": 0.782,
+          "breadth_similarity": 0.833,
+          "concentration_similarity": 0.72,
+          "shared_filenames": [
+            "src/transformers/models/llama/modeling_llama.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/llama",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 45709,
+          "right_pr_number": 46211,
+          "similarity": 0.194,
+          "content_similarity": 0.047,
+          "size_similarity": 0.753,
+          "breadth_similarity": 0.2,
+          "concentration_similarity": 0.571,
+          "shared_filenames": [],
+          "shared_directories": [
+            "src/transformers/models/llama",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44889-3",
       "pr_numbers": [
@@ -4033,7 +4140,7 @@
         45645
       ],
       "representative_pr_number": 45639,
-      "average_similarity": 0.783,
+      "average_similarity": 0.785,
       "summary": "2 open PRs share weighted file overlap around `tests/utils/test_testing_utils.py`, `src/transformers/testing_utils.py`; representative PR #45639.",
       "shared_filenames": [
         "tests/utils/test_testing_utils.py",
@@ -4049,8 +4156,8 @@
         {
           "left_pr_number": 45639,
           "right_pr_number": 45645,
-          "similarity": 0.783,
-          "content_similarity": 0.845,
+          "similarity": 0.785,
+          "content_similarity": 0.847,
           "size_similarity": 0.646,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.893,
@@ -4213,7 +4320,7 @@
         45523
       ],
       "representative_pr_number": 41901,
-      "average_similarity": 0.719,
+      "average_similarity": 0.718,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/executorch.py`; representative PR #41901.",
       "shared_filenames": [
         "src/transformers/integrations/executorch.py"
@@ -4227,7 +4334,7 @@
         {
           "left_pr_number": 41901,
           "right_pr_number": 45523,
-          "similarity": 0.719,
+          "similarity": 0.718,
           "content_similarity": 0.778,
           "size_similarity": 0.158,
           "breadth_similarity": 1.0,
@@ -4369,7 +4476,7 @@
         43816
       ],
       "representative_pr_number": 43779,
-      "average_similarity": 0.668,
+      "average_similarity": 0.667,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/integration_utils.py`; representative PR #43779.",
       "shared_filenames": [
         "src/transformers/integrations/integration_utils.py"
@@ -4383,7 +4490,7 @@
         {
           "left_pr_number": 43779,
           "right_pr_number": 43816,
-          "similarity": 0.668,
+          "similarity": 0.667,
           "content_similarity": 0.686,
           "size_similarity": 0.25,
           "breadth_similarity": 1.0,
@@ -4734,7 +4841,7 @@
         43649
       ],
       "representative_pr_number": 43532,
-      "average_similarity": 0.509,
+      "average_similarity": 0.507,
       "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.",
       "shared_filenames": [
         "utils/notification_service.py",
@@ -4754,8 +4861,8 @@
         {
           "left_pr_number": 43532,
           "right_pr_number": 43649,
-          "similarity": 0.509,
-          "content_similarity": 0.454,
+          "similarity": 0.507,
+          "content_similarity": 0.45,
           "size_similarity": 0.395,
           "breadth_similarity": 0.875,
           "concentration_similarity": 0.893,
@@ -4776,45 +4883,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-45709-2",
-      "pr_numbers": [
-        45709,
-        45742
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