Refresh transformers dataset snapshot 20260513T180036Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260513T120045Z`
-- Generated: `2026-05-13T12:02:28Z`
+- Snapshot: `20260513T180036Z`
+- Generated: `2026-05-13T18:02:35Z`
 - Activity window: `60d`
-- Contributors: `352`
+- Contributors: `353`
 
 ## Summary
 
@@ -15,10 +15,10 @@
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 76 | 0 | 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` | 74 | 4 | 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` | 54 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 47 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
+| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 49 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 43 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 43 | 1 | mixed | low | low | targets high-star repos |
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+| `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 43 | 0 | strong | low | low | targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 32 | 20 | strong | low | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 30 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-10-03T15:26:01Z` | 28 | 0 | strong | low | low | targets high-star repos |
@@ -60,13 +60,12 @@
 | `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 |
 | `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 |
+| `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 |
 | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 3 | 1 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Cursx` | [profile](https://github.com/Cursx) | no | NONE | 3073d | `2026-03-31T01:44:52Z` | 3 | 0 | weak | moderate | 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 |
 | `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 |
-| `saivedant169` | [profile](https://github.com/saivedant169) | no | NONE | 1712d | `2026-03-14T16:47:42Z` | 3 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; targets high-star repos |
-| `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 3 | 0 | mixed | moderate | low | high recent PR volume; 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` | 5 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -76,6 +75,7 @@
 | `xenova` | [profile](https://github.com/xenova) | no | MEMBER | 3317d | `2025-11-18T16:26:23Z` | 3 | 3 | strong | 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 |
 | `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 |
 | `ionut-anghelina` | [profile](https://github.com/ionut-anghelina) | no | FIRST_TIME_CONTRIBUTOR | 556d | `2026-03-30T08:23:07Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `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 |
@@ -109,7 +109,7 @@
 | `knQzx` | [profile](https://github.com/knQzx) | no | FIRST_TIME_CONTRIBUTOR | 1956d | `2026-03-28T16:37:49Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
 | `lgeiger` | [profile](https://github.com/lgeiger) | no | CONTRIBUTOR | 3947d | `2026-04-30T12:35:42Z` | 2 | 0 | mixed | moderate | low | — |
 | `louzongzhi` | [profile](https://github.com/louzongzhi) | no | CONTRIBUTOR | 1325d | `2026-04-14T05:14:08Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `Mamiglia` | [profile](https://github.com/Mamiglia) | no | FIRST_TIME_CONTRIBUTOR | 3093d | `2026-05-08T16:06:43Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `Mamiglia` | [profile](https://github.com/Mamiglia) | no | CONTRIBUTOR | 3093d | `2026-05-08T16:06:43Z` | 2 | 0 | mixed | low | low | high open PR share; 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 |
 | `maxsloef-goodfire` | [profile](https://github.com/maxsloef-goodfire) | no | CONTRIBUTOR | 315d | `2026-03-21T20:25:51Z` | 2 | 0 | mixed | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `moonbogi` | [profile](https://github.com/moonbogi) | no | CONTRIBUTOR | 3943d | `2026-04-27T22:45:13Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -121,16 +121,17 @@
 | `r266-tech` | [profile](https://github.com/r266-tech) | no | CONTRIBUTOR | 206d | `2026-03-22T17:28:57Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `saiganesh47` | [profile](https://github.com/saiganesh47) | no | NONE | 633d | `2026-04-22T15:13:44Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `saslifat-gif` | [profile](https://github.com/saslifat-gif) | no | CONTRIBUTOR | 229d | `2026-04-02T14:08:15Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
-| `sdharani91` | [profile](https://github.com/sdharani91) | no | FIRST_TIME_CONTRIBUTOR | 3365d | `2026-03-18T05:45:40Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `sdharani91` | [profile](https://github.com/sdharani91) | no | CONTRIBUTOR | 3365d | `2026-03-18T05:45:40Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `sharziki` | [profile](https://github.com/sharziki) | no | CONTRIBUTOR | 1559d | `2026-04-11T02:31:44Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; 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 |
 | `UsamaKenway` | [profile](https://github.com/UsamaKenway) | no | CONTRIBUTOR | 2385d | `2026-04-07T18:39:33Z` | 2 | 0 | weak | low | low | high open PR share; 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 |
-| `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 24 | 0 | mixed | moderate | low | extremely high recent PR volume |
+| `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 |
 | `gambletan` | [profile](https://github.com/gambletan) | no | NONE | 40d | `2026-03-13T05:22:03Z` | 8 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; 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 |
 | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5038d | `2026-03-13T14:45:22Z` | 4 | 6 | mixed | moderate | low | — |
+| `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
 | `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 977d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
 | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2804d | `2025-11-10T23:38:23Z` | 3 | 0 | mixed | moderate | low | — |
@@ -148,7 +149,6 @@
 | `wilnn` | [profile](https://github.com/wilnn) | no | CONTRIBUTOR | 1758d | `2026-03-10T22:37:36Z` | 2 | 0 | strong | low | low | targets high-star repos |
 | `yunhaoli24` | [profile](https://github.com/yunhaoli24) | no | NONE | 2225d | `2026-03-12T04:46:19Z` | 2 | 0 | weak | 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 |
-| `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 1 | 3 | weak | low | low | high open PR share; targets high-star repos |
 | `artem-spector` | [profile](https://github.com/artem-spector) | no | CONTRIBUTOR | 4093d | `2026-04-13T13:31:01Z` | 1 | 2 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `baonudesifeizhai` | [profile](https://github.com/baonudesifeizhai) | no | FIRST_TIME_CONTRIBUTOR | 1781d | `2026-02-10T01:32:32Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `bigshanedogg` | [profile](https://github.com/bigshanedogg) | no | CONTRIBUTOR | 3673d | `2026-03-23T19:34:30Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
@@ -161,7 +161,7 @@
 | `ambroiseodt` | [profile](https://github.com/ambroiseodt) | no | CONTRIBUTOR | 2181d | `2026-04-14T13:45:51Z` | 1 | 1 | strong | low | low | targets high-star repos |
 | `andylizf` | [profile](https://github.com/andylizf) | no | FIRST_TIME_CONTRIBUTOR | 3277d | `2026-03-24T04:53:11Z` | 1 | 1 | strong | moderate | low | targets high-star repos |
 | `AnkitAhlawat7742` | [profile](https://github.com/AnkitAhlawat7742) | no | CONTRIBUTOR | 432d | `2026-04-27T13:28:53Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `anxovatomica` | [profile](https://github.com/anxovatomica) | no | FIRST_TIME_CONTRIBUTOR | 3464d | `2026-05-12T13:01:28Z` | 1 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
+| `anxovatomica` | [profile](https://github.com/anxovatomica) | no | NONE | 3464d | `2026-05-12T13:01:28Z` | 1 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `BSchilperoort` | [profile](https://github.com/BSchilperoort) | no | NONE | 4010d | `2026-03-18T11:08:09Z` | 1 | 1 | strong | low | low | — |
 | `Butanium` | [profile](https://github.com/Butanium) | no | CONTRIBUTOR | 2396d | `2026-03-25T01:39:23Z` | 1 | 1 | mixed | high | low | high recent PR volume; broad repo spread |
 | `caiovicentino` | [profile](https://github.com/caiovicentino) | no | NONE | 470d | `2026-04-03T01:52:14Z` | 1 | 1 | weak | low | low | — |
@@ -234,7 +234,7 @@
 | `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 |
 | `Defalt-Meh` | [profile](https://github.com/Defalt-Meh) | no | FIRST_TIME_CONTRIBUTOR | 662d | `2026-03-15T23:26:31Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `Dev-X25874` | [profile](https://github.com/Dev-X25874) | yes | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
+| `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; 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 |
 | `Dippp10` | [profile](https://github.com/Dippp10) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-04-11T14:17:32Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
 | `divyanks` | [profile](https://github.com/divyanks) | no | NONE | 4327d | `2026-03-17T16:51:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -264,7 +264,7 @@
 | `Hyungkeun-Park-Nota` | [profile](https://github.com/Hyungkeun-Park-Nota) | no | CONTRIBUTOR | 421d | `2026-03-25T01:19:59Z` | 1 | 0 | mixed | low | low | — |
 | `i3hz` | [profile](https://github.com/i3hz) | no | CONTRIBUTOR | 961d | `2026-02-18T04:04:37Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `IgnazioDS` | [profile](https://github.com/IgnazioDS) | no | NONE | 1078d | `2026-03-30T19:13:52Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
-| `igordertigor` | [profile](https://github.com/igordertigor) | no | FIRST_TIME_CONTRIBUTOR | 5665d | `2026-05-12T19:17:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `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 |
 | `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3691d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
@@ -277,14 +277,15 @@
 | `JonusClapshaw` | [profile](https://github.com/JonusClapshaw) | no | NONE | 2428d | `2026-02-24T22:09:56Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share; no visible non-self stars |
 | `juliabush` | [profile](https://github.com/juliabush) | no | NONE | 526d | `2026-04-07T21:37:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Kabir08` | [profile](https://github.com/Kabir08) | no | NONE | 2216d | `2026-04-19T08:27:15Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `Kaisan10` | [profile](https://github.com/Kaisan10) | no | FIRST_TIME_CONTRIBUTOR | 1151d | `2026-05-02T07:35:16Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Kaisan10` | [profile](https://github.com/Kaisan10) | no | NONE | 1151d | `2026-05-02T07:35:16Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `kamalrajkannan78` | [profile](https://github.com/kamalrajkannan78) | no | CONTRIBUTOR | 814d | `2026-04-07T05:24:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
 | `kevinmalana` | [profile](https://github.com/kevinmalana) | no | NONE | 2248d | `2026-04-16T10:03:07Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `kuishou68` | [profile](https://github.com/kuishou68) | no | NONE | 2457d | `2026-05-05T02:27:41Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `kulkarni-rohan` | [profile](https://github.com/kulkarni-rohan) | no | FIRST_TIME_CONTRIBUTOR | 3161d | `2026-03-14T20:01:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `layla1824` | [profile](https://github.com/layla1824) | no | FIRST_TIMER | 2241d | `2026-03-26T16:48:53Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `lianakoleva` | [profile](https://github.com/lianakoleva) | yes | FIRST_TIME_CONTRIBUTOR | 2780d | `2026-05-13T17:04:37Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
+| `LinZiyuu` | [profile](https://github.com/LinZiyuu) | yes | FIRST_TIME_CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `lowzhao` | [profile](https://github.com/lowzhao) | no | CONTRIBUTOR | 3244d | `2026-04-06T08:41:40Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `LucasMa2025` | [profile](https://github.com/LucasMa2025) | no | FIRST_TIMER | 79d | `2026-03-14T17:13:34Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `lucaspirola` | [profile](https://github.com/lucaspirola) | no | FIRST_TIME_CONTRIBUTOR | 4682d | `2026-04-27T23:02:07Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 1 | 0 | weak | low | low | no visible non-self stars; targets high-star repos |
 | `lvliang-intel` | [profile](https://github.com/lvliang-intel) | no | CONTRIBUTOR | 1455d | `2026-04-17T14:12:41Z` | 1 | 0 | mixed | low | low | — |
@@ -320,7 +321,7 @@
 | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 1 | 0 | mixed | low | low | — |
 | `Ratwood98` | [profile](https://github.com/Ratwood98) | no | CONTRIBUTOR | 1899d | `2026-05-07T23:30:45Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `RicardoLee510520` | [profile](https://github.com/RicardoLee510520) | no | FIRST_TIMER | 168d | `2026-03-19T06:30:53Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
-| `rmotgi1227` | [profile](https://github.com/rmotgi1227) | no | FIRST_TIME_CONTRIBUTOR | 295d | `2026-05-12T21:21:10Z` | 1 | 0 | mixed | moderate | low | young account; targets high-star repos |
+| `rmotgi1227` | [profile](https://github.com/rmotgi1227) | no | NONE | 295d | `2026-05-12T21:21:10Z` | 1 | 0 | mixed | moderate | low | young account; targets high-star repos |
 | `RobTand` | [profile](https://github.com/RobTand) | no | NONE | 3405d | `2026-05-02T19:12:41Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
 | `roycho96` | [profile](https://github.com/roycho96) | no | FIRST_TIME_CONTRIBUTOR | 2160d | `2026-03-20T15:08:32Z` | 1 | 0 | mixed | moderate | low | high open PR share |
 | `rraghavkaushik` | [profile](https://github.com/rraghavkaushik) | no | CONTRIBUTOR | 1057d | `2026-05-06T10:53:47Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -419,12 +420,12 @@ 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: `2026-05-13T08:10:03Z`
+- repo last seen: `2026-05-13T17:42:55Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **77**
 - snapshot authored PRs/issues: **77 PRs / 0 issues**
-- snapshot discussion activity: **107 comments / 195 reviews / 143 review comments**
+- snapshot discussion activity: **109 comments / 195 reviews / 143 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
@@ -465,12 +466,12 @@ 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: `2026-05-13T02:19:04Z`
+- repo last seen: `2026-05-13T12:42:54Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **78**
 - snapshot authored PRs/issues: **74 PRs / 4 issues**
-- snapshot discussion activity: **61 comments / 63 reviews / 62 review comments**
+- snapshot discussion activity: **61 comments / 64 reviews / 63 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
@@ -517,11 +518,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
 - repo first seen: `2025-01-06T17:52:26Z`
-- repo last seen: `2026-05-12T17:29:05Z`
+- repo last seen: `2026-05-13T17:40:26Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **48**
-- snapshot authored PRs/issues: **47 PRs / 1 issues**
+- repo primary artifacts: **50**
+- snapshot authored PRs/issues: **49 PRs / 1 issues**
 - snapshot discussion activity: **27 comments / 132 reviews / 232 review comments**
 - account age: **2296 days**
 - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
@@ -530,9 +531,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
+- [PR #45949: [docs] new attention mask helpers](https://github.com/huggingface/transformers/pull/45949) — open
+- [PR #45947: [docs] chat template prefill](https://github.com/huggingface/transformers/pull/45947) — open
 - [PR #45900: [docs] ALMModelTest](https://github.com/huggingface/transformers/pull/45900) — open
-- [PR #45899: [docs] decode fast path](https://github.com/huggingface/transformers/pull/45899) — open
-- [PR #45851: [docs] chat template](https://github.com/huggingface/transformers/pull/45851) — open
 - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
 
 ### `SunMarc`
@@ -566,12 +567,12 @@ 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: `2026-05-13T08:27:35Z`
+- repo last seen: `2026-05-13T17:51:33Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **44**
 - snapshot authored PRs/issues: **43 PRs / 1 issues**
-- snapshot discussion activity: **525 comments / 928 reviews / 3956 review comments**
+- snapshot discussion activity: **528 comments / 935 reviews / 3964 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
@@ -590,12 +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: `2026-05-12T14:28:38Z`
+- repo last seen: `2026-05-13T13:27:53Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **42**
-- snapshot authored PRs/issues: **42 PRs / 0 issues**
-- snapshot discussion activity: **620 comments / 222 reviews / 123 review comments**
+- repo primary artifacts: **43**
+- snapshot authored PRs/issues: **43 PRs / 0 issues**
+- snapshot discussion activity: **630 comments / 224 reviews / 123 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`
@@ -603,9 +604,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #45942: Revert 45777](https://github.com/huggingface/transformers/pull/45942) — closed, merged
 - [PR #45916: Fix TAPAS tokenizer crash on pandas 3.x string-dtype tables](https://github.com/huggingface/transformers/pull/45916) — open
 - [PR #45914: Block image_start/end_token_id in generation test sampling](https://github.com/huggingface/transformers/pull/45914) — open
-- [PR #45847: Streamable chat parsing](https://github.com/huggingface/transformers/pull/45847) — open
 
 ### `harshaljanjani`
 
@@ -662,12 +663,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan)
 - repo first seen: `2025-10-03T15:26:01Z`
-- repo last seen: `2026-05-12T22:22:48Z`
+- repo last seen: `2026-05-13T14:57:18Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **28**
 - snapshot authored PRs/issues: **28 PRs / 0 issues**
-- snapshot discussion activity: **56 comments / 189 reviews / 369 review comments**
+- snapshot discussion activity: **57 comments / 191 reviews / 371 review comments**
 - account age: **1978 days**
 - recent public PR activity: **15 PRs** (11 merged / 0 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
 - public orgs: `huggingface`
@@ -775,7 +776,7 @@ Example artifacts:
 Example artifacts:
 - [PR #45670: [nit] glmasr should be in AutoModelForMultimodalLM](https://github.com/huggingface/transformers/pull/45670) — open
 - [PR #45606: [gemma4] infer from config instead of hardcoding](https://github.com/huggingface/transformers/pull/45606) — open
-- [PR #45534: 🚨 [ALM] Add base model without head](https://github.com/huggingface/transformers/pull/45534) — open, draft
+- [PR #45534: 🚨 [ALM] Add base model without head](https://github.com/huggingface/transformers/pull/45534) — open
 
 ### `tomaarsen`
 
@@ -953,12 +954,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amichaelbenayoun)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amichaelbenayoun)
 - repo first seen: `2024-10-24T15:39:49Z`
-- repo last seen: `2026-04-27T21:37:20Z`
+- repo last seen: `2026-05-13T14:13:10Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **15**
 - snapshot authored PRs/issues: **15 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 7 reviews / 7 review comments**
+- snapshot discussion activity: **3 comments / 8 reviews / 9 review comments**
 - account age: **3365 days**
 - recent public PR activity: **21 PRs** (18 merged / 0 closed-unmerged / 3 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
 - public orgs: `huggingface`
@@ -966,7 +967,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #45666: Extended n-to-1 kernel fusion via `KernelConfig` ](https://github.com/huggingface/transformers/pull/45666) — open, draft
+- [PR #45666: Extended n-to-1 kernel fusion via `KernelConfig` ](https://github.com/huggingface/transformers/pull/45666) — open
 - [PR #45363: n-to-1 kernel fusion via `KernelConfig`](https://github.com/huggingface/transformers/pull/45363) — open, draft
 - [PR #45155: Load adapter with TP](https://github.com/huggingface/transformers/pull/45155) — closed, merged
 
@@ -999,12 +1000,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
 - repo first seen: `2025-11-26T16:58:10Z`
-- repo last seen: `2026-05-13T09:12:42Z`
+- repo last seen: `2026-05-13T17:07:35Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **13**
 - snapshot authored PRs/issues: **13 PRs / 0 issues**
-- snapshot discussion activity: **25 comments / 80 reviews / 85 review comments**
+- snapshot discussion activity: **25 comments / 85 reviews / 90 review comments**
 - account age: **2625 days**
 - recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
 - public orgs: `huggingface`
@@ -1338,7 +1339,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume**
 
 Example artifacts:
-- [PR #45903: Fix M-RoPE `inv_freq` device and `meta` → `to_empty` re-init in Qwen3-VL family](https://github.com/huggingface/transformers/pull/45903) — open
+- [PR #45903: Fix M-RoPE `inv_freq` device and `meta` → `to_empty` re-init in Qwen3-VL family](https://github.com/huggingface/transformers/pull/45903) — closed
 - [PR #45861: Fix M-RoPE device mismatch in Qwen3VL family under FSDP2 CPU offload](https://github.com/huggingface/transformers/pull/45861) — open
 - [PR #45770: Unwrap `text_config` in `AutoModelFor*.from_config`](https://github.com/huggingface/transformers/pull/45770) — closed, merged
 - [Issue #45902: `Qwen3_5MoeTextRotaryEmbedding.inv_freq` reads uninitialized memory after `meta → to_empty(cuda)` materialization](https://github.com/huggingface/transformers/issues/45902) — closed
@@ -1577,6 +1578,29 @@ 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
 
+### `sergiopaniego`
+
+- profile: [github.com/sergiopaniego](https://github.com/sergiopaniego)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergiopaniego)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergiopaniego)
+- repo first seen: `2026-03-19T10:22:40Z`
+- repo last seen: `2026-05-13T13:58:21Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **3718 days**
+- recent public PR activity: **28 PRs** (19 merged / 0 closed-unmerged / 9 open; merged rate **68%**, closed-unmerged rate **0%**, open rate **32%**)
+- public orgs: `JdeRobot`, `TheRoboticsClub`, `huggingface`
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #45943: fix: restore `_attn_implementation `and fix request offset in `generate_batch()`](https://github.com/huggingface/transformers/pull/45943) — open
+- [PR #45625: Add `supports_gradient_checkpointing` to `NemotronHPreTrainedModel`](https://github.com/huggingface/transformers/pull/45625) — closed, merged
+- [PR #44873: Fix VL model rope_deltas batch size mismatch in online RL training](https://github.com/huggingface/transformers/pull/44873) — closed, merged
+
 ### `sirzechs66`
 
 - profile: [github.com/sirzechs66](https://github.com/sirzechs66)
@@ -1693,52 +1717,6 @@ 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
 
-### `saivedant169`
-
-- profile: [github.com/saivedant169](https://github.com/saivedant169)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asaivedant169)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asaivedant169)
-- repo first seen: `2026-03-14T16:47:42Z`
-- repo last seen: `2026-03-16T17:19:29Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 1 reviews / 0 review comments**
-- account age: **1712 days**
-- recent public PR activity: **63 PRs** (37 merged / 10 closed-unmerged / 16 open; merged rate **59%**, closed-unmerged rate **16%**, open rate **25%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
-- heuristic read: **high recent PR volume; very broad repo spread; targets high-star repos**
-
-Example artifacts:
-- [PR #44707: Add position_ids to MptForCausalLM forward pass](https://github.com/huggingface/transformers/pull/44707) — closed
-- [PR #44706: Add position_ids to BloomForCausalLM forward pass](https://github.com/huggingface/transformers/pull/44706) — closed
-- [PR #44705: Add position_ids to RoFormerForCausalLM forward pass](https://github.com/huggingface/transformers/pull/44705) — closed
-
-### `sergiopaniego`
-
-- profile: [github.com/sergiopaniego](https://github.com/sergiopaniego)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergiopaniego)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergiopaniego)
-- repo first seen: `2026-03-19T10:22:40Z`
-- repo last seen: `2026-04-24T08:55:34Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **3718 days**
-- recent public PR activity: **28 PRs** (19 merged / 0 closed-unmerged / 9 open; merged rate **68%**, closed-unmerged rate **0%**, open rate **32%**)
-- public orgs: `JdeRobot`, `TheRoboticsClub`, `huggingface`
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #45625: Add `supports_gradient_checkpointing` to `NemotronHPreTrainedModel`](https://github.com/huggingface/transformers/pull/45625) — closed, merged
-- [PR #44873: Fix VL model rope_deltas batch size mismatch in online RL training](https://github.com/huggingface/transformers/pull/44873) — closed, merged
-- [PR #44853: Fix Zamba2MambaMixer ignoring use_mamba_kernels=False](https://github.com/huggingface/transformers/pull/44853) — closed, merged
-
 ### `NielsRogge`
 
 - profile: [github.com/NielsRogge](https://github.com/NielsRogge)
@@ -1961,6 +1939,31 @@ Example artifacts:
 - [PR #45573: fix transformers + torchao nvfp4 serialization](https://github.com/huggingface/transformers/pull/45573) — closed, merged
 - [PR #43561: remove torchao.autoquant from transformers](https://github.com/huggingface/transformers/pull/43561) — closed, merged
 
+### `nurpax`
+
+- profile: [github.com/nurpax](https://github.com/nurpax)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anurpax)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anurpax)
+- repo first seen: `2026-04-24T14:04:02Z`
+- repo last seen: `2026-05-13T14:56:30Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **2 PRs / 3 issues**
+- snapshot discussion activity: **9 comments / 1 reviews / 1 review comments**
+- account age: **5805 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45945: Fix OLMo 3 scaled RoPE handling for sliding attention](https://github.com/huggingface/transformers/pull/45945) — open, draft
+- [PR #45686: Fix custom-module copies inheriting read-only permissions](https://github.com/huggingface/transformers/pull/45686) — closed, merged
+- [Issue #45698: from_pretrained loads wrong custom module after save_pretrained](https://github.com/huggingface/transformers/issues/45698) — open
+- [Issue #45684: save_pretrained` (with `register_for_auto_class`) propagates read-only permissions from custom-model source files](https://github.com/huggingface/transformers/issues/45684) — closed
+- [Issue #45632: `trust_remote_code` cache path collides for local models sharing a leaf directory name](https://github.com/huggingface/transformers/issues/45632) — closed
+
 ### `w4nderlust`
 
 - profile: [github.com/w4nderlust](https://github.com/w4nderlust)
@@ -2700,7 +2703,7 @@ Example artifacts:
 - repo first seen: `2026-05-08T16:06:43Z`
 - repo last seen: `2026-05-13T09:26:00Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
@@ -2711,7 +2714,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #45896: Enhance apply_chat_template to support custom field prefilling (reasoning_content, thinking, etc.)](https://github.com/huggingface/transformers/pull/45896) — open
+- [PR #45896: Enhance apply_chat_template to support custom field prefilling (reasoning_content, thinking, etc.)](https://github.com/huggingface/transformers/pull/45896) — closed, merged
 - [PR #45849: Enhance apply_chat_template to support custom field prefilling (reasoning_content, thinking, etc.)](https://github.com/huggingface/transformers/pull/45849) — closed
 
 ### `matdou`
@@ -2964,7 +2967,7 @@ Example artifacts:
 - repo first seen: `2026-03-18T05:45:40Z`
 - repo last seen: `2026-05-12T21:32:05Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **21 comments / 24 reviews / 24 review comments**
@@ -2975,7 +2978,7 @@ Example artifacts:
 - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #45034: Pass packed boundary metadata to Qwen3.5 linear-attention fast kernels from data collator](https://github.com/huggingface/transformers/pull/45034) — open
+- [PR #45034: Pass packed boundary metadata to Qwen3.5 linear-attention fast kernels from data collator](https://github.com/huggingface/transformers/pull/45034) — closed, merged
 - [PR #44867: Pass packed boundary metadata to Qwen3.5 linear-attention fast kernels](https://github.com/huggingface/transformers/pull/44867) — closed
 
 ### `sharziki`
@@ -3075,8 +3078,8 @@ Example artifacts:
 - repo last seen: `2026-03-31T14:41:18Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **24**
-- snapshot authored PRs/issues: **24 PRs / 0 issues**
+- repo primary artifacts: **25**
+- snapshot authored PRs/issues: **25 PRs / 0 issues**
 - snapshot discussion activity: **6 comments / 8 reviews / 8 review comments**
 - account age: **3697 days**
 - recent public PR activity: **202 PRs** (138 merged / 42 closed-unmerged / 22 open; merged rate **68%**, closed-unmerged rate **21%**, open rate **11%**)
@@ -3184,6 +3187,32 @@ Example artifacts:
 - [Issue #44742: [Neuron] Compilation-friendly generation loop](https://github.com/huggingface/transformers/issues/44742) — open
 - [Issue #44741: [Neuron] Improve transformers compatibility with AWS Neuron devices](https://github.com/huggingface/transformers/issues/44741) — closed
 
+### `sbucaille`
+
+- profile: [github.com/sbucaille](https://github.com/sbucaille)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asbucaille)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asbucaille)
+- repo first seen: `2025-03-21T09:38:40Z`
+- repo last seen: `2026-05-13T15:16:59Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **8**
+- snapshot authored PRs/issues: **4 PRs / 4 issues**
+- snapshot discussion activity: **12 comments / 159 reviews / 160 review comments**
+- account age: **3451 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45946: RFDetr - use correct Roboflow org for release](https://github.com/huggingface/transformers/pull/45946) — open
+- [PR #43527: fix: return labels instead of label in reduce_label method in BeitImageProcessorFast](https://github.com/huggingface/transformers/pull/43527) — closed, merged
+- [PR #42978: Add ViT NEPA](https://github.com/huggingface/transformers/pull/42978) — open
+- [Issue #44404: Bring Loss classes back to modeling file and leverage modular](https://github.com/huggingface/transformers/issues/44404) — closed
+- [Issue #43526: reduce_labels returns only one label instead of the whole array of labels in BeitImageProcessorFast](https://github.com/huggingface/transformers/issues/43526) — closed
+- [Issue #42977: Add ViT NEPA](https://github.com/huggingface/transformers/issues/42977) — open
+
 ### `JaredforReal`
 
 - profile: [github.com/JaredforReal](https://github.com/JaredforReal)
@@ -3565,30 +3594,6 @@ Example artifacts:
 - [PR #45695: Support for a new Granite-Speech-Plus model](https://github.com/huggingface/transformers/pull/45695) — closed, merged
 - [PR #44408: Add option to export  encoder hidden states for Granite-speech](https://github.com/huggingface/transformers/pull/44408) — open
 
-### `nurpax`
-
-- profile: [github.com/nurpax](https://github.com/nurpax)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anurpax)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anurpax)
-- repo first seen: `2026-04-24T14:04:02Z`
-- repo last seen: `2026-05-06T11:19:16Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **1 PRs / 3 issues**
-- snapshot discussion activity: **9 comments / 1 reviews / 1 review comments**
-- account age: **5805 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45686: Fix custom-module copies inheriting read-only permissions](https://github.com/huggingface/transformers/pull/45686) — closed, merged
-- [Issue #45698: from_pretrained loads wrong custom module after save_pretrained](https://github.com/huggingface/transformers/issues/45698) — open
-- [Issue #45684: save_pretrained` (with `register_for_auto_class`) propagates read-only permissions from custom-model source files](https://github.com/huggingface/transformers/issues/45684) — closed
-- [Issue #45632: `trust_remote_code` cache path collides for local models sharing a leaf directory name](https://github.com/huggingface/transformers/issues/45632) — closed
-
 ### `artem-spector`
 
 - profile: [github.com/artem-spector](https://github.com/artem-spector)
@@ -3870,7 +3875,7 @@ Example artifacts:
 - repo first seen: `2026-05-12T13:01:28Z`
 - repo last seen: `2026-05-13T07:23:53Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -3881,7 +3886,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #45935: Security: Add TRUST_REMOTE_CODE guard to nanochat checkpoint conversion](https://github.com/huggingface/transformers/pull/45935) — open
+- [PR #45935: Security: Add TRUST_REMOTE_CODE guard to nanochat checkpoint conversion](https://github.com/huggingface/transformers/pull/45935) — closed
 - [Issue #45915: 🚨 Security Analysis: 1. An attacker identifies the insecure-deserialization vulne](https://github.com/huggingface/transformers/issues/45915) — closed
 
 ### `BSchilperoort`
@@ -5053,12 +5058,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArkaD171717)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArkaD171717)
 - repo first seen: `2026-05-02T09:31:22Z`
-- repo last seen: `2026-05-07T15:15:26Z`
+- repo last seen: `2026-05-13T17:21:01Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
 - account age: **1206 days**
 - recent public PR activity: **7 PRs** (0 merged / 0 closed-unmerged / 7 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -5431,12 +5436,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADev-X25874)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADev-X25874)
 - repo first seen: `2026-05-13T10:45:04Z`
-- repo last seen: `2026-05-13T10:45:04Z`
-- first seen in snapshot: **yes**
+- repo last seen: `2026-05-13T15:45:32Z`
+- 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: **1 comments / 0 reviews / 0 review comments**
 - account age: **4 days**
 - recent public PR activity: **14 PRs** (1 merged / 5 closed-unmerged / 8 open; merged rate **7%**, closed-unmerged rate **36%**, open rate **57%**)
 - public orgs: none visible
@@ -5621,12 +5626,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AExile333)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AExile333)
 - repo first seen: `2026-04-30T16:23:49Z`
-- repo last seen: `2026-05-12T20:22:10Z`
+- repo last seen: `2026-05-13T14:44:51Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
 - account age: **3582 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
@@ -5831,12 +5836,12 @@ 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: `2026-05-12T18:20:58Z`
+- repo last seen: `2026-05-13T16:30:05Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - 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 / 9 reviews / 9 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`
@@ -5873,12 +5878,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharryfrzz)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharryfrzz)
 - repo first seen: `2026-05-09T15:53:39Z`
-- repo last seen: `2026-05-12T13:08:38Z`
+- repo last seen: `2026-05-13T16:50:32Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
 - account age: **735 days**
 - recent public PR activity: **6 PRs** (1 merged / 4 closed-unmerged / 1 open; merged rate **17%**, closed-unmerged rate **67%**, open rate **17%**)
 - public orgs: none visible
@@ -6064,7 +6069,7 @@ Example artifacts:
 - repo first seen: `2026-05-12T19:17:05Z`
 - repo last seen: `2026-05-12T19:17:05Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -6075,7 +6080,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #45921: BUGFIX: Support hubert models that don't have conv_pos_batch_norm configured](https://github.com/huggingface/transformers/pull/45921) — open
+- [PR #45921: BUGFIX: Support hubert models that don't have conv_pos_batch_norm configured](https://github.com/huggingface/transformers/pull/45921) — closed, merged
 
 ### `IMvision12`
 
@@ -6335,12 +6340,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKaisan10)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKaisan10)
 - repo first seen: `2026-05-02T07:35:16Z`
-- repo last seen: `2026-05-02T07:35:16Z`
+- repo last seen: `2026-05-13T13:23:52Z`
 - 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**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **1151 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
@@ -6348,7 +6353,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #45743: fix(bitsandbytes): implement reverse_op for Bnb4bitDeserialize and Bnb8bitDeserialize](https://github.com/huggingface/transformers/pull/45743) — open
+- [PR #45743: fix(bitsandbytes): implement reverse_op for Bnb4bitDeserialize and Bnb8bitDeserialize](https://github.com/huggingface/transformers/pull/45743) — closed
 
 ### `kamalrajkannan78`
 
@@ -6455,6 +6460,48 @@ Example artifacts:
 Example artifacts:
 - [PR #45025: Update configuration_Clarify rotary_pct reset behavior in GPTNeoXConfiggpt_neox.py](https://github.com/huggingface/transformers/pull/45025) — closed
 
+### `lianakoleva`
+
+- profile: [github.com/lianakoleva](https://github.com/lianakoleva)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alianakoleva)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alianakoleva)
+- repo first seen: `2026-05-13T17:04:37Z`
+- repo last seen: `2026-05-13T17:04:37Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **2780 days**
+- recent public PR activity: **4 PRs** (1 merged / 0 closed-unmerged / 3 open; merged rate **25%**, closed-unmerged rate **0%**, open rate **75%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars**
+
+Example artifacts:
+- [PR #45948: fix feature extractor error messages to mention processor_config.json](https://github.com/huggingface/transformers/pull/45948) — open
+
+### `LinZiyuu`
+
+- profile: [github.com/LinZiyuu](https://github.com/LinZiyuu)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALinZiyuu)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALinZiyuu)
+- repo first seen: `2026-05-13T14:52:41Z`
+- repo last seen: `2026-05-13T14:52:41Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **1483 days**
+- recent public PR activity: **9 PRs** (1 merged / 1 closed-unmerged / 7 open; merged rate **11%**, closed-unmerged rate **11%**, open rate **78%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #45944: [pp_formulanet] Fix polynomial ReDoS in remove_chinese_text_wrapping](https://github.com/huggingface/transformers/pull/45944) — open
+
 ### `lowzhao`
 
 - profile: [github.com/lowzhao](https://github.com/lowzhao)
@@ -6476,27 +6523,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45262: doc: fix TokenizersBackend.convert_to_native_format docstring](https://github.com/huggingface/transformers/pull/45262) — closed, merged
 
-### `LucasMa2025`
-
-- profile: [github.com/LucasMa2025](https://github.com/LucasMa2025)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALucasMa2025)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALucasMa2025)
-- repo first seen: `2026-03-14T17:13:34Z`
-- repo last seen: `2026-03-14T17:13:34Z`
-- 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: **79 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 **medium**
-- heuristic read: **very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #44708: Add Configurable Generation Scheduler and State Machine for `generate()`](https://github.com/huggingface/transformers/pull/44708) — closed, draft
-
 ### `lucaspirola`
 
 - profile: [github.com/lucaspirola](https://github.com/lucaspirola)
@@ -7240,7 +7266,7 @@ Example artifacts:
 - repo first seen: `2026-05-12T21:21:10Z`
 - repo last seen: `2026-05-12T21:21:10Z`
 - 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**
@@ -7251,7 +7277,7 @@ Example artifacts:
 - heuristic read: **young account; targets high-star repos**
 
 Example artifacts:
-- [PR #45924: Fix AutoTokenizer using wrong tokenizer class for olmo2, granite, granitemoehybrid, hyperclovax, and ernie models](https://github.com/huggingface/transformers/pull/45924) — open
+- [PR #45924: Fix AutoTokenizer using wrong tokenizer class for olmo2, granite, granitemoehybrid, hyperclovax, and ernie models](https://github.com/huggingface/transformers/pull/45924) — closed
 
 ### `RobTand`
 

new_contributors.parquet

@@ -1,3 +1,3 @@
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-size 62977
+oid sha256:24af0f0372f32020d20f99a194c3448abdc755f6b64d4ed96a03ea3d0c887f08
+size 63093

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
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-  "cluster_count": 51,
+  "snapshot_id": "20260513T180036Z",
+  "generated_at": "2026-05-13T18:02:21Z",
+  "cluster_count": 50,
   "pr_scope_clusters": [
     {
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@@ -33,7 +33,7 @@
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@@ -65,7 +65,7 @@
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@@ -209,7 +209,7 @@
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@@ -464,7 +464,7 @@
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@@ -481,7 +481,7 @@
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@@ -994,200 +994,6 @@
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@@ -1304,7 +1110,7 @@
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@@ -1455,7 +1261,7 @@
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@@ -1472,128 +1278,276 @@
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     {
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+      "cluster_id": "pr-scope-42655-4",
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+        43875,
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-      "summary": "4 open PRs share weighted file overlap around `src/transformers/processing_utils.py`, `tests/test_processing_common.py`, `tests/test_tokenization_common.py`; representative PR #44543.",
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+      "summary": "4 open PRs share weighted file overlap around `tests/utils/test_cache_utils.py`, `src/transformers/cache_utils.py`, `src/transformers/generation/utils.py`; representative PR #45846.",
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-        "tests/test_tokenization_common.py",
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+        45666
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+      "summary": "4 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 #44974.",
+      "shared_filenames": [
+        "src/transformers/core_model_loading.py",
+        "tests/utils/test_core_model_loading.py",
+        "tests/test_modeling_common.py",
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+        "src",
+        "tests/utils",
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@@ -1612,7 +1566,7 @@
         45899
       ],
       "representative_pr_number": 44550,
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+      "average_similarity": 0.36,
       "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
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       "shared_directories": [
@@ -1625,8 +1579,8 @@
         {
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@@ -1641,8 +1595,8 @@
         {
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@@ -1656,8 +1610,8 @@
         {
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-          "similarity": 0.363,
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@@ -1671,8 +1625,8 @@
         {
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-          "similarity": 0.352,
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@@ -1686,8 +1640,8 @@
         {
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-          "similarity": 0.352,
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@@ -1701,8 +1655,8 @@
         {
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@@ -1872,57 +1826,54 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-44974-3",
+      "cluster_id": "pr-scope-41606-3",
       "pr_numbers": [
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+        41606,
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-      "summary": "3 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.",
+      "representative_pr_number": 41606,
+      "average_similarity": 0.559,
+      "summary": "3 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`; representative PR #41606.",
       "shared_filenames": [
-        "src/transformers/core_model_loading.py",
-        "tests/utils/test_core_model_loading.py",
-        "tests/test_modeling_common.py"
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+        "src/transformers/processing_utils.py"
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         "src/transformers",
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-        "tests/utils"
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-            "tests/test_modeling_common.py"
+            "src/transformers/processing_utils.py",
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@@ -1931,15 +1882,16 @@
           ]
         },
         {
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+          "left_pr_number": 44543,
+          "right_pr_number": 45422,
+          "similarity": 0.487,
+          "content_similarity": 0.461,
+          "size_similarity": 0.331,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 0.802,
           "shared_filenames": [
-            "src/transformers/core_model_loading.py"
+            "src/transformers/processing_utils.py",
+            "tests/test_processing_common.py"
           ],
           "shared_directories": [
             "src/transformers",
@@ -1949,6 +1901,114 @@
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       ]
     },
+    {
+      "cluster_id": "pr-scope-44375-3",
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+        44375,
+        45829,
+        45946
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+      "average_similarity": 0.537,
+      "summary": "3 open PRs share weighted file overlap around `docs/source/en/model_doc/rf_detr.md`, `src/transformers/models/rf_detr/configuration_rf_detr.py`, `src/transformers/models/rf_detr/modeling_rf_detr.py`; representative PR #45946.",
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+        "src/transformers/models/rf_detr/configuration_rf_detr.py",
+        "src/transformers/models/rf_detr/modeling_rf_detr.py",
+        "src/transformers/models/rf_detr/modular_rf_detr.py",
+        "tests/models/rf_detr/test_modeling_rf_detr.py"
+      ],
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+        "src/transformers/models/rf_detr",
+        "docs/source/en/model_doc",
+        "docs/source/en",
+        "src/transformers/models",
+        "docs/source",
+        "src/transformers",
+        "docs",
+        "src"
+      ],
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+            "src/transformers/models/rf_detr/modeling_rf_detr.py",
+            "src/transformers/models/rf_detr/modular_rf_detr.py"
+          ],
+          "shared_directories": [
+            "docs/source/en/model_doc",
+            "src/transformers/models/rf_detr",
+            "docs/source/en",
+            "src/transformers/models",
+            "docs/source",
+            "src/transformers",
+            "docs",
+            "src"
+          ]
+        },
+        {
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+          "right_pr_number": 45946,
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+          "content_similarity": 0.571,
+          "size_similarity": 0.009,
+          "breadth_similarity": 0.31,
+          "concentration_similarity": 0.755,
+          "shared_filenames": [
+            "docs/source/en/model_doc/rf_detr.md",
+            "src/transformers/models/rf_detr/configuration_rf_detr.py",
+            "src/transformers/models/rf_detr/modeling_rf_detr.py",
+            "src/transformers/models/rf_detr/modular_rf_detr.py",
+            "tests/models/rf_detr/test_modeling_rf_detr.py"
+          ],
+          "shared_directories": [
+            "docs/source/en/model_doc",
+            "src/transformers/models/rf_detr",
+            "docs/source/en",
+            "src/transformers/models",
+            "tests/models/rf_detr",
+            "docs/source",
+            "src/transformers",
+            "tests/models",
+            "docs",
+            "src"
+          ]
+        },
+        {
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+          "right_pr_number": 45829,
+          "similarity": 0.417,
+          "content_similarity": 0.504,
+          "size_similarity": 0.004,
+          "breadth_similarity": 0.206,
+          "concentration_similarity": 0.855,
+          "shared_filenames": [
+            "docs/source/en/model_doc/rf_detr.md",
+            "src/transformers/models/rf_detr/configuration_rf_detr.py",
+            "src/transformers/models/rf_detr/modeling_rf_detr.py",
+            "src/transformers/models/rf_detr/modular_rf_detr.py"
+          ],
+          "shared_directories": [
+            "docs/source/en/model_doc",
+            "src/transformers/models/rf_detr",
+            "docs/source/en",
+            "src/transformers/models",
+            "docs/source",
+            "src/transformers",
+            "docs",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45202-3",
       "pr_numbers": [
@@ -2206,7 +2266,7 @@
         44872
       ],
       "representative_pr_number": 34667,
-      "average_similarity": 0.466,
+      "average_similarity": 0.465,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #34667.",
       "shared_filenames": [
         "src/transformers/generation/utils.py"
@@ -2220,8 +2280,8 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 39683,
-          "similarity": 0.531,
-          "content_similarity": 0.442,
+          "similarity": 0.53,
+          "content_similarity": 0.44,
           "size_similarity": 0.478,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2237,8 +2297,8 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 44872,
-          "similarity": 0.441,
-          "content_similarity": 0.357,
+          "similarity": 0.44,
+          "content_similarity": 0.356,
           "size_similarity": 0.273,
           "breadth_similarity": 1.0,
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@@ -2254,8 +2314,8 @@
         {
           "left_pr_number": 39683,
           "right_pr_number": 44872,
-          "similarity": 0.426,
-          "content_similarity": 0.366,
+          "similarity": 0.425,
+          "content_similarity": 0.365,
           "size_similarity": 0.13,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2292,7 +2352,7 @@
           "left_pr_number": 41097,
           "right_pr_number": 43549,
           "similarity": 0.548,
-          "content_similarity": 0.439,
+          "content_similarity": 0.44,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2307,7 +2367,7 @@
         {
           "left_pr_number": 43549,
           "right_pr_number": 44547,
-          "similarity": 0.436,
+          "similarity": 0.437,
           "content_similarity": 0.352,
           "size_similarity": 0.267,
           "breadth_similarity": 1.0,
@@ -2338,82 +2398,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-43911-3",
-      "pr_numbers": [
-        43911,
-        45813,
-        45924
-      ],
-      "representative_pr_number": 45813,
-      "average_similarity": 0.428,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/auto/tokenization_auto.py`; representative PR #45813.",
-      "shared_filenames": [
-        "src/transformers/models/auto/tokenization_auto.py"
-      ],
-      "shared_directories": [
-        "src/transformers/models/auto",
-        "src/transformers/models",
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
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-          "similarity": 0.547,
-          "content_similarity": 0.434,
-          "size_similarity": 0.625,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/models/auto/tokenization_auto.py"
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-          "shared_directories": [
-            "src/transformers/models/auto",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
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-        {
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-          "right_pr_number": 45813,
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-          "size_similarity": 0.125,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
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-          "shared_directories": [
-            "src/transformers/models/auto",
-            "src/transformers/models",
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-            "src"
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-        },
-        {
-          "left_pr_number": 43911,
-          "right_pr_number": 45924,
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-          "content_similarity": 0.259,
-          "size_similarity": 0.2,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/models/auto/tokenization_auto.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/auto",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
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-        }
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-    },
     {
       "cluster_id": "pr-scope-44907-3",
       "pr_numbers": [
@@ -2422,7 +2406,7 @@
         45827
       ],
       "representative_pr_number": 45783,
-      "average_similarity": 0.419,
+      "average_similarity": 0.421,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/glm46v/modeling_glm46v.py`, `src/transformers/models/paddleocr_vl/modular_paddleocr_vl.py`, `src/transformers/models/glm4v/modeling_glm4v.py`; representative PR #45783.",
       "shared_filenames": [
         "src/transformers/models/glm46v/modeling_glm46v.py",
@@ -2441,15 +2425,15 @@
         "src/transformers/models/glm4v",
         "src/transformers/models/qwen2_5_omni",
         "src/transformers/models/glm4v_moe",
-        "src/transformers/models/ernie4_5_vl_moe",
-        "src/transformers/models/qwen2_5_vl"
+        "src/transformers/models/qwen3_5_moe",
+        "src/transformers/models/ernie4_5_vl_moe"
       ],
       "pairwise": [
         {
           "left_pr_number": 44907,
           "right_pr_number": 45783,
           "similarity": 0.482,
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+          "content_similarity": 0.483,
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           "breadth_similarity": 0.836,
           "concentration_similarity": 0.986,
@@ -2481,8 +2465,8 @@
         {
           "left_pr_number": 45783,
           "right_pr_number": 45827,
-          "similarity": 0.431,
-          "content_similarity": 0.471,
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           "breadth_similarity": 0.285,
           "concentration_similarity": 0.929,
@@ -2514,8 +2498,8 @@
         {
           "left_pr_number": 44907,
           "right_pr_number": 45827,
-          "similarity": 0.346,
-          "content_similarity": 0.284,
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+          "content_similarity": 0.286,
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           "breadth_similarity": 0.345,
           "concentration_similarity": 0.915,
@@ -2549,83 +2533,15 @@
     {
       "cluster_id": "pr-scope-45548-3",
       "pr_numbers": [
-        45548,
-        45649,
-        45655
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-      "average_similarity": 0.415,
-      "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"
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-            "src/transformers",
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-            "src"
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-        }
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-    {
-      "cluster_id": "pr-scope-44606-3",
-      "pr_numbers": [
-        44606,
-        45086,
-        45317
+        45548,
+        45649,
+        45655
       ],
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-      "average_similarity": 0.413,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #45086.",
+      "representative_pr_number": 45649,
+      "average_similarity": 0.417,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
       "shared_filenames": [
-        "src/transformers/tokenization_utils_tokenizers.py"
+        "src/transformers/modeling_utils.py"
       ],
       "shared_directories": [
         "src/transformers",
@@ -2633,15 +2549,15 @@
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           "shared_filenames": [
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+            "src/transformers/modeling_utils.py"
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@@ -2649,15 +2565,15 @@
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+          "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
           "shared_filenames": [
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+            "src/transformers/modeling_utils.py"
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@@ -2665,15 +2581,15 @@
           ]
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+          "content_similarity": 0.278,
+          "size_similarity": 0.191,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 1.0,
           "shared_filenames": [
-            "src/transformers/tokenization_utils_tokenizers.py"
+            "src/transformers/modeling_utils.py"
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           "shared_directories": [
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@@ -2704,8 +2620,8 @@
         {
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2722,7 +2638,7 @@
           "left_pr_number": 44385,
           "right_pr_number": 44615,
           "similarity": 0.407,
-          "content_similarity": 0.335,
+          "content_similarity": 0.336,
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           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -2738,8 +2654,8 @@
         {
           "left_pr_number": 44385,
           "right_pr_number": 45524,
-          "similarity": 0.382,
-          "content_similarity": 0.247,
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           "size_similarity": 0.615,
           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -2762,7 +2678,7 @@
         45917
       ],
       "representative_pr_number": 44981,
-      "average_similarity": 0.36,
+      "average_similarity": 0.361,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #44981.",
       "shared_filenames": [
         "src/transformers/trainer.py"
@@ -2777,8 +2693,8 @@
         {
           "left_pr_number": 44889,
           "right_pr_number": 44981,
-          "similarity": 0.398,
-          "content_similarity": 0.156,
+          "similarity": 0.4,
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           "size_similarity": 0.991,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.812,
@@ -2795,8 +2711,8 @@
         {
           "left_pr_number": 44981,
           "right_pr_number": 45917,
-          "similarity": 0.353,
-          "content_similarity": 0.106,
+          "similarity": 0.355,
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           "size_similarity": 0.87,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.959,
@@ -2811,8 +2727,8 @@
         {
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-          "similarity": 0.329,
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           "size_similarity": 0.879,
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@@ -3046,7 +2962,7 @@
         43775
       ],
       "representative_pr_number": 43543,
-      "average_similarity": 0.819,
+      "average_similarity": 0.82,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/jetmoe/modeling_jetmoe.py`, `src/transformers/models/dbrx/modeling_dbrx.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`; representative PR #43543.",
       "shared_filenames": [
         "src/transformers/models/jetmoe/modeling_jetmoe.py",
@@ -3072,7 +2988,7 @@
         {
           "left_pr_number": 43543,
           "right_pr_number": 43775,
-          "similarity": 0.819,
+          "similarity": 0.82,
           "content_similarity": 0.914,
           "size_similarity": 0.2,
           "breadth_similarity": 1.0,
@@ -3190,6 +3106,43 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45037-2",
+      "pr_numbers": [
+        45037,
+        45949
+      ],
+      "representative_pr_number": 45037,
+      "average_similarity": 0.733,
+      "summary": "2 open PRs share weighted file overlap around `docs/source/en/attention_interface.md`; representative PR #45037.",
+      "shared_filenames": [
+        "docs/source/en/attention_interface.md"
+      ],
+      "shared_directories": [
+        "docs/source/en",
+        "docs/source",
+        "docs"
+      ],
+      "pairwise": [
+        {
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+          "right_pr_number": 45949,
+          "similarity": 0.733,
+          "content_similarity": 0.828,
+          "size_similarity": 0.021,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "docs/source/en/attention_interface.md"
+          ],
+          "shared_directories": [
+            "docs/source/en",
+            "docs/source",
+            "docs"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-41901-2",
       "pr_numbers": [
@@ -3404,7 +3357,7 @@
         45627
       ],
       "representative_pr_number": 42668,
-      "average_similarity": 0.662,
+      "average_similarity": 0.663,
       "summary": "2 open PRs share weighted file overlap around `tests/models/auto/test_processor_auto.py`, `src/transformers/processing_utils.py`; representative PR #42668.",
       "shared_filenames": [
         "tests/models/auto/test_processor_auto.py",
@@ -3421,8 +3374,8 @@
         {
           "left_pr_number": 42668,
           "right_pr_number": 45627,
-          "similarity": 0.662,
-          "content_similarity": 0.807,
+          "similarity": 0.663,
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           "breadth_similarity": 0.216,
           "concentration_similarity": 0.952,
@@ -3440,126 +3393,6 @@
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-        45513
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-      "average_similarity": 0.634,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/qwen3_next/modular_qwen3_next.py`, `tests/models/qwen3_5/test_modeling_qwen3_5.py`, `tests/models/qwen3_next/test_modeling_qwen3_next.py`; representative PR #45034.",
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-        "tests/models/qwen3_5/test_modeling_qwen3_5.py",
-        "tests/models/qwen3_next/test_modeling_qwen3_next.py",
-        "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
-        "src/transformers/models/qwen3_5/modular_qwen3_5.py",
-        "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
-        "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
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-        "src/transformers/models/qwen3_next",
-        "src/transformers/models/qwen3_5_moe",
-        "src/transformers/models/qwen3_5",
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-            "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
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-            "src/transformers/models/qwen3_next/modular_qwen3_next.py",
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+      "summary": "2 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/sew_d/modeling_sew_d.py`; representative PR #44114.",
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