Refresh transformers dataset snapshot 20260528T180037Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
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@@ -16431,14 +16541,14 @@
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@@ -19783,7 +19893,7 @@
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@@ -21977,15 +22087,15 @@
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@@ -22017,8 +22127,8 @@
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             "url": "https://github.com/huggingface/transformers/pull/46112",
-            "state": "open",
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@@ -22034,21 +22144,21 @@
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@@ -22074,7 +22184,7 @@
             "number": 46253,
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@@ -23509,63 +23619,6 @@
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new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260528T120029Z`
-- Generated: `2026-05-28T12:02:46Z`
+- Snapshot: `20260528T180037Z`
+- Generated: `2026-05-28T18:03:33Z`
 - Activity window: `60d`
 - Contributors: `351`
 
@@ -11,14 +11,14 @@
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 102 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 91 | 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` | 83 | 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` | 84 | 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` | 82 | 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` | 79 | 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 |
+| `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 59 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 52 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 47 | 2 | mixed | low | low | targets high-star repos |
+| `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 45 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 45 | 0 | strong | low | low | targets high-star repos |
-| `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 44 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 37 | 1 | strong | moderate | 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 |
 | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 32 | 0 | strong | low | low | targets high-star repos |
@@ -27,12 +27,12 @@
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 25 | 4 | strong | moderate | low | high recent PR volume |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 22 | 0 | strong | low | low | targets high-star repos |
 | `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 |
+| `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 19 | 0 | strong | moderate | low | — |
 | `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 | — |
+| `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 18 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 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 |
-| `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 17 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 17 | 0 | mixed | moderate | low | — |
 | `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 |
@@ -67,6 +67,7 @@
 | `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 |
+| `SebTardif` | [profile](https://github.com/SebTardif) | no | CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 3 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 6 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `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 |
@@ -75,6 +76,7 @@
 | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
 | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 4 | 0 | strong | moderate | low | high recent PR volume; 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 |
+| `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 3 | 0 | n/a | n/a | n/a | summary unavailable |
 | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | CONTRIBUTOR | 1082d | `2026-03-28T12:13:57Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; 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 |
@@ -90,7 +92,7 @@
 | `akhilc08` | [profile](https://github.com/akhilc08) | no | NONE | 403d | `2026-04-03T17:43:21Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `akintunero` | [profile](https://github.com/akintunero) | no | CONTRIBUTOR | 3950d | `2026-03-30T13:48:47Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `albertorkive` | [profile](https://github.com/albertorkive) | no | FIRST_TIME_CONTRIBUTOR | 698d | `2026-04-12T17:02:14Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars |
-| `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | FIRST_TIME_CONTRIBUTOR | 9d | `2026-04-22T13:14:19Z` | 2 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
+| `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | NONE | 9d | `2026-04-22T13:14:19Z` | 2 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `armorbreak001` | [profile](https://github.com/armorbreak001) | no | NONE | 13d | `2026-04-22T05:24:00Z` | 2 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; no visible non-self stars |
 | `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-04-11T21:41:32Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `catwell` | [profile](https://github.com/catwell) | no | FIRST_TIME_CONTRIBUTOR | 5907d | `2026-05-14T17:00:06Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -119,14 +121,13 @@
 | `nileshpatil6` | [profile](https://github.com/nileshpatil6) | no | CONTRIBUTOR | 1148d | `2026-05-16T14:53:41Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `onwp` | [profile](https://github.com/onwp) | no | CONTRIBUTOR | 2575d | `2026-04-01T05:05:40Z` | 2 | 0 | mixed | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 160d | `2026-03-30T15:02:06Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `otjdiepluong` | [profile](https://github.com/otjdiepluong) | no | FIRST_TIME_CONTRIBUTOR | 32d | `2026-05-14T03:52:29Z` | 2 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
+| `otjdiepluong` | [profile](https://github.com/otjdiepluong) | no | NONE | 32d | `2026-05-14T03:52:29Z` | 2 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `poojansatani` | [profile](https://github.com/poojansatani) | no | FIRST_TIME_CONTRIBUTOR | 1048d | `2026-05-16T15:35:41Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `rmotgi1227` | [profile](https://github.com/rmotgi1227) | no | NONE | 295d | `2026-05-12T21:21:10Z` | 2 | 0 | mixed | moderate | low | young account; targets high-star repos |
 | `rohanbalsaraf` | [profile](https://github.com/rohanbalsaraf) | no | FIRST_TIME_CONTRIBUTOR | 1145d | `2026-05-20T11:01:54Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `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 |
-| `SebTardif` | [profile](https://github.com/SebTardif) | no | CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; 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 |
 | `tengomucho` | [profile](https://github.com/tengomucho) | no | MEMBER | 4442d | `2026-04-29T09:26:52Z` | 2 | 0 | mixed | low | low | — |
@@ -138,6 +139,7 @@
 | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 10 | 0 | mixed | low | low | high open PR share |
 | `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 |
 | `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 |
+| `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 6 | 1 | weak | low | low | high open PR share; 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 |
 | `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 |
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 5 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
@@ -150,7 +152,6 @@
 | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | high open PR share |
 | `bzantium` | [profile](https://github.com/bzantium) | no | CONTRIBUTOR | 3641d | `2025-09-24T07:07:47Z` | 2 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
 | `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 |
-| `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 |
@@ -180,7 +181,7 @@
 | `karnakarreddi` | [profile](https://github.com/karnakarreddi) | no | NONE | 3847d | `2026-05-20T05:12:29Z` | 1 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share |
 | `kasakh` | [profile](https://github.com/kasakh) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-05-10T06:09:08Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `KeitaW` | [profile](https://github.com/KeitaW) | no | CONTRIBUTOR | 4241d | `2026-04-20T02:00:45Z` | 1 | 1 | mixed | moderate | low | high open PR share |
-| `kratos0718` | [profile](https://github.com/kratos0718) | no | FIRST_TIME_CONTRIBUTOR | 427d | `2026-05-27T07:20:35Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
+| `kratos0718` | [profile](https://github.com/kratos0718) | no | NONE | 427d | `2026-05-27T07:20:35Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `LauraGPT` | [profile](https://github.com/LauraGPT) | no | FIRST_TIME_CONTRIBUTOR | 3699d | `2026-05-24T11:07:04Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `masoudpz` | [profile](https://github.com/masoudpz) | no | FIRST_TIME_CONTRIBUTOR | 4678d | `2026-04-02T00:31:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `nealwu` | [profile](https://github.com/nealwu) | no | CONTRIBUTOR | 5508d | `2026-05-12T03:11:36Z` | 1 | 1 | strong | low | low | — |
@@ -204,6 +205,7 @@
 | `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 |
 | `Aktharnvdv` | [profile](https://github.com/Aktharnvdv) | no | NONE | 1965d | `2026-05-05T15:06:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `AlexWortega` | [profile](https://github.com/AlexWortega) | yes | FIRST_TIME_CONTRIBUTOR | 3256d | `2026-05-28T12:43:05Z` | 1 | 0 | mixed | low | low | high open PR share; 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 |
 | `amanv0007` | [profile](https://github.com/amanv0007) | no | NONE | 549d | `2026-05-15T06:25:42Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -229,9 +231,8 @@
 | `Caromisc` | [profile](https://github.com/Caromisc) | no | CONTRIBUTOR | 2207d | `2026-05-07T11:04:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `chirag-gupta-07` | [profile](https://github.com/chirag-gupta-07) | no | FIRST_TIMER | 276d | `2026-05-11T05:43:53Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
-| `Danish08654` | [profile](https://github.com/Danish08654) | yes | NONE | 561d | `2026-05-28T09:15:36Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `Danish08654` | [profile](https://github.com/Danish08654) | no | NONE | 561d | `2026-05-28T09:15:36Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; 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 |
@@ -329,8 +330,8 @@
 | `SAY-5` | [profile](https://github.com/SAY-5) | no | NONE | 172d | `2026-04-20T05:44:53Z` | 1 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
 | `SeaL773` | [profile](https://github.com/SeaL773) | no | FIRST_TIME_CONTRIBUTOR | 3075d | `2026-05-04T06:26:53Z` | 1 | 0 | mixed | moderate | low | — |
 | `sebastianvlad1` | [profile](https://github.com/sebastianvlad1) | no | CONTRIBUTOR | 3207d | `2026-04-30T16:48:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `shadeMe` | [profile](https://github.com/shadeMe) | no | FIRST_TIME_CONTRIBUTOR | 5922d | `2026-05-20T09:24:48Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `Shanmuk4622` | [profile](https://github.com/Shanmuk4622) | yes | NONE | 948d | `2026-05-28T06:31:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `shadeMe` | [profile](https://github.com/shadeMe) | no | CONTRIBUTOR | 5922d | `2026-05-20T09:24:48Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Shanmuk4622` | [profile](https://github.com/Shanmuk4622) | no | FIRST_TIME_CONTRIBUTOR | 948d | `2026-05-28T06:31:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Shashank-Tripathi-07` | [profile](https://github.com/Shashank-Tripathi-07) | no | NONE | 644d | `2026-05-20T15:18:30Z` | 1 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `shhKnight30` | [profile](https://github.com/shhKnight30) | no | CONTRIBUTOR | 931d | `2026-04-04T10:29:57Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `Shikhar-S` | [profile](https://github.com/Shikhar-S) | no | FIRST_TIME_CONTRIBUTOR | 3763d | `2026-04-10T04:26:05Z` | 1 | 0 | weak | low | low | high open PR share |
@@ -356,7 +357,6 @@
 | `YousefZahran1` | [profile](https://github.com/YousefZahran1) | no | NONE | 870d | `2026-05-07T16:00:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `yuvrajsharma9981` | [profile](https://github.com/yuvrajsharma9981) | no | FIRST_TIME_CONTRIBUTOR | 3814d | `2026-05-21T22:27:49Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ZappD0S` | [profile](https://github.com/ZappD0S) | no | FIRST_TIMER | 4066d | `2026-05-19T19:36:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `zendy199x` | [profile](https://github.com/zendy199x) | no | NONE | 2543d | `2026-03-29T15:50:04Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 | `zeoses` | [profile](https://github.com/zeoses) | no | CONTRIBUTOR | 3843d | `2026-04-27T20:58:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `zFlux` | [profile](https://github.com/zFlux) | no | FIRST_TIME_CONTRIBUTOR | 4241d | `2026-04-12T03:38:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `zozo123` | [profile](https://github.com/zozo123) | no | NONE | 5577d | `2026-04-05T19:00:26Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
@@ -392,12 +392,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
 - repo first seen: `2026-01-21T16:52:29Z`
-- repo last seen: `2026-05-28T11:50:39Z`
+- repo last seen: `2026-05-28T12:15:27Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **97**
 - snapshot authored PRs/issues: **91 PRs / 6 issues**
-- snapshot discussion activity: **173 comments / 200 reviews / 188 review comments**
+- snapshot discussion activity: **177 comments / 200 reviews / 188 review comments**
 - account age: **5839 days**
 - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
 - public orgs: `AFPy`, `faitmain`, `circus-tent`
@@ -405,9 +405,9 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
 
 Example artifacts:
-- [PR #46260: Add TRF017 modeling rule](https://github.com/huggingface/transformers/pull/46260) — open
-- [PR #46259: Add TRF018 modeling rule](https://github.com/huggingface/transformers/pull/46259) — open
-- [PR #46023: chore(linter): fix for rules 16-17-18](https://github.com/huggingface/transformers/pull/46023) — open
+- [PR #46260: chore(linter): add TRF017 modeling rule](https://github.com/huggingface/transformers/pull/46260) — open
+- [PR #46259: chore(linter): add TRF018 modeling rule](https://github.com/huggingface/transformers/pull/46259) — open
+- [PR #46023: chore(linter): fix for rule 16](https://github.com/huggingface/transformers/pull/46023) — open
 - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — closed
 - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
 - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
@@ -418,12 +418,12 @@ 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: `2026-05-28T02:31:24Z`
+- repo last seen: `2026-05-28T14:22:08Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **87**
-- snapshot authored PRs/issues: **83 PRs / 4 issues**
-- snapshot discussion activity: **75 comments / 79 reviews / 78 review comments**
+- repo primary artifacts: **88**
+- snapshot authored PRs/issues: **84 PRs / 4 issues**
+- snapshot discussion activity: **75 comments / 81 reviews / 80 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
@@ -431,9 +431,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46230: Model parallel fix](https://github.com/huggingface/transformers/pull/46230) — open
+- [PR #46262: fix: convert to fp32 first when doing image resize](https://github.com/huggingface/transformers/pull/46262) — open
+- [PR #46230: Model parallel fix](https://github.com/huggingface/transformers/pull/46230) — closed, merged
 - [PR #46221: fix model parallel device mismatch issue in `create_bidirectional_mask`](https://github.com/huggingface/transformers/pull/46221) — closed, merged
-- [PR #46214: fix(hrm_text): Add XPU Expectations for tests](https://github.com/huggingface/transformers/pull/46214) — closed, merged
 - [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
@@ -467,12 +467,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
 - repo first seen: `2024-09-26T09:23:39Z`
-- repo last seen: `2026-05-28T11:54:50Z`
+- repo last seen: `2026-05-28T16:04:31Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **79**
 - snapshot authored PRs/issues: **79 PRs / 0 issues**
-- snapshot discussion activity: **559 comments / 844 reviews / 1887 review comments**
+- snapshot discussion activity: **559 comments / 855 reviews / 1908 review comments**
 - account age: **1508 days**
 - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
 - public orgs: `huggingface`, `deeppavlov`
@@ -490,12 +490,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
 - repo first seen: `2023-02-24T14:13:29Z`
-- repo last seen: `2026-05-28T11:47:15Z`
+- repo last seen: `2026-05-28T16:15:02Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **61**
-- snapshot authored PRs/issues: **58 PRs / 3 issues**
-- snapshot discussion activity: **185 comments / 621 reviews / 1230 review comments**
+- repo primary artifacts: **62**
+- snapshot authored PRs/issues: **59 PRs / 3 issues**
+- snapshot discussion activity: **187 comments / 623 reviews / 1240 review comments**
 - account age: **2590 days**
 - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
 - public orgs: none visible
@@ -503,9 +503,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46265: Fix fp8 moe reverse substring](https://github.com/huggingface/transformers/pull/46265) — open, draft
 - [PR #46198: [deepseek_v4] keep hc_head / sinks / position_bias in fp32](https://github.com/huggingface/transformers/pull/46198) — closed, merged
 - [PR #45977: GgufLinear: inference-time GGUF matmul on Apple Silicon — llama.cpp parity](https://github.com/huggingface/transformers/pull/45977) — open
-- [PR #45975: GGUF: optional Metal dequant fast path via kernels-community](https://github.com/huggingface/transformers/pull/45975) — open
 - [Issue #45882: Reduce peak memory during quantization of MoE models (follow-up to #43917)](https://github.com/huggingface/transformers/issues/45882) — open
 - [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
 - [Issue #42710: Outstanding issues / PR before we can release v5](https://github.com/huggingface/transformers/issues/42710) — closed
@@ -541,12 +541,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
-- repo last seen: `2026-05-27T16:55:42Z`
+- repo last seen: `2026-05-28T16:38:20Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **49**
 - snapshot authored PRs/issues: **47 PRs / 2 issues**
-- snapshot discussion activity: **584 comments / 1050 reviews / 4364 review comments**
+- snapshot discussion activity: **597 comments / 1063 reviews / 4384 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
@@ -560,18 +560,43 @@ Example artifacts:
 - [Issue #46245: [`Layer Types`] Split keys across MLP and Attentions](https://github.com/huggingface/transformers/issues/46245) — open
 - [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
 
+### `SunMarc`
+
+- profile: [github.com/SunMarc](https://github.com/SunMarc)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
+- repo first seen: `2024-09-02T13:41:47Z`
+- repo last seen: `2026-05-28T16:35:00Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **47**
+- snapshot authored PRs/issues: **45 PRs / 2 issues**
+- snapshot discussion activity: **185 comments / 306 reviews / 436 review comments**
+- account age: **2360 days**
+- recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #46267: Update serve chat parsing](https://github.com/huggingface/transformers/pull/46267) — open
+- [PR #46108: Fix deepspeed docker](https://github.com/huggingface/transformers/pull/46108) — open
+- [PR #45691: [serve] cb error ](https://github.com/huggingface/transformers/pull/45691) — closed, merged
+- [Issue #43595: Tell Us: What Would Make Trainer Better?](https://github.com/huggingface/transformers/issues/43595) — open
+- [Issue #33260: Community contribution: Adding GGUF support for more architectures](https://github.com/huggingface/transformers/issues/33260) — open
+
 ### `Rocketknight1`
 
 - profile: [github.com/Rocketknight1](https://github.com/Rocketknight1)
 - 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: `2026-05-26T14:27:56Z`
+- repo last seen: `2026-05-28T14:50:10Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **45**
 - snapshot authored PRs/issues: **45 PRs / 0 issues**
-- snapshot discussion activity: **703 comments / 241 reviews / 134 review comments**
+- snapshot discussion activity: **706 comments / 244 reviews / 135 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`
@@ -583,31 +608,6 @@ Example artifacts:
 - [PR #46030: Init the actual tensor, not a copy](https://github.com/huggingface/transformers/pull/46030) — closed, merged
 - [PR #45942: Revert 45777](https://github.com/huggingface/transformers/pull/45942) — closed, merged
 
-### `SunMarc`
-
-- profile: [github.com/SunMarc](https://github.com/SunMarc)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
-- repo first seen: `2024-09-02T13:41:47Z`
-- repo last seen: `2026-05-27T14:02:43Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **46**
-- snapshot authored PRs/issues: **44 PRs / 2 issues**
-- snapshot discussion activity: **183 comments / 305 reviews / 436 review comments**
-- account age: **2360 days**
-- recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #46108: Fix deepspeed docker](https://github.com/huggingface/transformers/pull/46108) — open
-- [PR #45691: [serve] cb error ](https://github.com/huggingface/transformers/pull/45691) — closed, merged
-- [PR #45690: [serve] Support for reasoning ](https://github.com/huggingface/transformers/pull/45690) — closed, merged
-- [Issue #43595: Tell Us: What Would Make Trainer Better?](https://github.com/huggingface/transformers/issues/43595) — open
-- [Issue #33260: Community contribution: Adding GGUF support for more architectures](https://github.com/huggingface/transformers/issues/33260) — open
-
 ### `sywangyi`
 
 - profile: [github.com/sywangyi](https://github.com/sywangyi)
@@ -710,12 +710,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
 - repo first seen: `2024-10-21T07:08:47Z`
-- repo last seen: `2026-05-20T07:08:04Z`
+- repo last seen: `2026-05-28T12:41:57Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **31**
 - snapshot authored PRs/issues: **31 PRs / 0 issues**
-- snapshot discussion activity: **50 comments / 51 reviews / 33 review comments**
+- snapshot discussion activity: **51 comments / 51 reviews / 33 review comments**
 - account age: **3139 days**
 - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
 - public orgs: none visible
@@ -802,6 +802,29 @@ Example artifacts:
 - [Issue #45290: `apply_chat_template(tokenize=True)` crashes on assistant messages with tool calls and no content](https://github.com/huggingface/transformers/issues/45290) — closed
 - [Issue #44514: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`](https://github.com/huggingface/transformers/issues/44514) — 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: `2026-05-28T17:14:58Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **19**
+- snapshot authored PRs/issues: **19 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 #46268: Add some AITER kernel routing for ROCm](https://github.com/huggingface/transformers/pull/46268) — open, draft
+- [PR #46213: [AMD CI] revert AMD mi325 hf-workflows ref from SHA back to @main](https://github.com/huggingface/transformers/pull/46213) — closed, merged
+- [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
+
 ### `tomaarsen`
 
 - profile: [github.com/tomaarsen](https://github.com/tomaarsen)
@@ -854,28 +877,29 @@ 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`
+### `3outeille`
 
-- 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`
+- profile: [github.com/3outeille](https://github.com/3outeille)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
+- repo first seen: `2025-11-26T16:58:10Z`
+- repo last seen: `2026-05-28T17:32:45Z`
 - 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: **—**
+- repo primary artifacts: **19**
+- snapshot authored PRs/issues: **18 PRs / 1 issues**
+- snapshot discussion activity: **31 comments / 98 reviews / 100 review comments**
+- account age: **2625 days**
+- recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46213: [AMD CI] revert AMD mi325 hf-workflows ref from SHA back to @main](https://github.com/huggingface/transformers/pull/46213) — closed, merged
-- [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 #46269: DIstributed branch base](https://github.com/huggingface/transformers/pull/46269) — open
+- [PR #46224: separate cpu ofloadding and mixed precision tests into mocking](https://github.com/huggingface/transformers/pull/46224) — open
+- [PR #46104: add inference mode for TP](https://github.com/huggingface/transformers/pull/46104) — closed
+- [Issue #46187: cohere2_moe fails training + tensor parallel tests](https://github.com/huggingface/transformers/issues/46187) — closed
 
 ### `hf-security-analysis[bot]`
 
@@ -926,30 +950,6 @@ 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
 
-### `3outeille`
-
-- profile: [github.com/3outeille](https://github.com/3outeille)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
-- repo first seen: `2025-11-26T16:58:10Z`
-- repo last seen: `2026-05-27T22:51:48Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **18**
-- snapshot authored PRs/issues: **17 PRs / 1 issues**
-- snapshot discussion activity: **31 comments / 98 reviews / 100 review comments**
-- account age: **2625 days**
-- recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46224: separate cpu ofloadding and mixed precision tests into mocking](https://github.com/huggingface/transformers/pull/46224) — open
-- [PR #46104: add inference mode for TP](https://github.com/huggingface/transformers/pull/46104) — closed
-- [PR #46102: init FSDP through from_pretrained](https://github.com/huggingface/transformers/pull/46102) — closed, merged
-- [Issue #46187: cohere2_moe fails training + tensor parallel tests](https://github.com/huggingface/transformers/issues/46187) — closed
-
 ### `YangKai0616`
 
 - profile: [github.com/YangKai0616](https://github.com/YangKai0616)
@@ -1376,12 +1376,12 @@ Example artifacts:
 - 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: `2026-05-28T07:01:25Z`
+- repo last seen: `2026-05-28T15:53:03Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **4 PRs / 1 issues**
-- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **8 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
@@ -1633,12 +1633,12 @@ 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: `2026-05-28T10:56:35Z`
+- repo last seen: `2026-05-28T17:07:47Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **7 comments / 46 reviews / 49 review comments**
+- snapshot discussion activity: **8 comments / 52 reviews / 55 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`
@@ -1742,6 +1742,29 @@ 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
 
+### `SebTardif`
+
+- profile: [github.com/SebTardif](https://github.com/SebTardif)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASebTardif)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASebTardif)
+- repo first seen: `2026-05-19T17:17:53Z`
+- repo last seen: `2026-05-28T14:40:30Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **5216 days**
+- recent public PR activity: **206 PRs** (55 merged / 59 closed-unmerged / 92 open; merged rate **27%**, closed-unmerged rate **29%**, open rate **45%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46263: Replace assert with raise ImportError for optuna/ray dependency checks](https://github.com/huggingface/transformers/pull/46263) — open
+- [PR #46227: Fix inverted assertion in remove_handler](https://github.com/huggingface/transformers/pull/46227) — closed, merged
+- [PR #46080: Fix wrong variable in check_model_type isinstance check](https://github.com/huggingface/transformers/pull/46080) — closed, merged
+
 ### `albertvillanova`
 
 - profile: [github.com/albertvillanova](https://github.com/albertvillanova)
@@ -1898,12 +1921,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
 - repo first seen: `2024-10-17T11:56:32Z`
-- repo last seen: `2026-05-26T12:44:14Z`
+- repo last seen: `2026-05-28T16:15:22Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **25 comments / 10 reviews / 14 review comments**
+- snapshot discussion activity: **26 comments / 10 reviews / 14 review comments**
 - account age: **4501 days**
 - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
 - public orgs: `huggingface`
@@ -1938,6 +1961,30 @@ 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
 
+### `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: `2026-05-28T15:22:51Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **1 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 #46264: Bump the actions group across 1 directory with 20 updates](https://github.com/huggingface/transformers/pull/46264) — open
+- [PR #46212: Bump the actions group with 19 updates](https://github.com/huggingface/transformers/pull/46212) — closed
+- [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
+
 ### `joaquinhuigomez`
 
 - profile: [github.com/joaquinhuigomez](https://github.com/joaquinhuigomez)
@@ -2145,7 +2192,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46257: Update deepseek v4 snippet: model id, quant config](https://github.com/huggingface/transformers/pull/46257) — open
-- [PR #46255: Rename liger_kernels -> liger-kernels](https://github.com/huggingface/transformers/pull/46255) — open
+- [PR #46255: Rename liger_kernels -> liger-kernels](https://github.com/huggingface/transformers/pull/46255) — closed
 - [Issue #30430: Remove `mps` workaround for `isin()`](https://github.com/huggingface/transformers/issues/30430) — closed
 
 ### `qflen`
@@ -2177,12 +2224,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAce3Z)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAce3Z)
 - repo first seen: `2026-05-24T21:47:03Z`
-- repo last seen: `2026-05-27T16:48:02Z`
+- repo last seen: `2026-05-28T12:18:19Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
 - account age: **2598 days**
 - recent public PR activity: **9 PRs** (0 merged / 0 closed-unmerged / 9 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -2289,7 +2336,7 @@ Example artifacts:
 - repo first seen: `2026-04-22T13:14:19Z`
 - repo last seen: `2026-05-28T01:51:00Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -2300,7 +2347,7 @@ Example artifacts:
 - heuristic read: **very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46249: Export is_falcon_mamba_ssm_available alias to restore Falcon-Mamba fast path (#46234)](https://github.com/huggingface/transformers/pull/46249) — open
+- [PR #46249: Export is_falcon_mamba_ssm_available alias to restore Falcon-Mamba fast path (#46234)](https://github.com/huggingface/transformers/pull/46249) — closed
 - [PR #45576: docs(pipeline): fix num_workers docstring default from 8 to 0](https://github.com/huggingface/transformers/pull/45576) — closed
 
 ### `armorbreak001`
@@ -2928,7 +2975,7 @@ Example artifacts:
 - repo first seen: `2026-05-14T03:52:29Z`
 - repo last seen: `2026-05-27T07:44:22Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -2939,7 +2986,7 @@ Example artifacts:
 - heuristic read: **very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46233: tests: fix duplicated "for" in test_video_utils FIXME comment](https://github.com/huggingface/transformers/pull/46233) — open
+- [PR #46233: tests: fix duplicated "for" in test_video_utils FIXME comment](https://github.com/huggingface/transformers/pull/46233) — closed
 - [PR #45954: tests: fix duplicated "for" in test_video_utils FIXME comment](https://github.com/huggingface/transformers/pull/45954) — closed
 
 ### `poojansatani`
@@ -3074,28 +3121,6 @@ Example artifacts:
 - [PR #45402: Fix ZeRO-3 from_pretrained: load registered buffers in _load_state_dict_into_zero3_model](https://github.com/huggingface/transformers/pull/45402) — closed, merged
 - [PR #45191: Add edge case tests for out-of-range token id decoding in Qwen2 tokenizer](https://github.com/huggingface/transformers/pull/45191) — closed
 
-### `SebTardif`
-
-- profile: [github.com/SebTardif](https://github.com/SebTardif)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASebTardif)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASebTardif)
-- repo first seen: `2026-05-19T17:17:53Z`
-- repo last seen: `2026-05-27T03:07:03Z`
-- 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: **5216 days**
-- recent public PR activity: **206 PRs** (55 merged / 59 closed-unmerged / 92 open; merged rate **27%**, closed-unmerged rate **29%**, open rate **45%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46227: Fix inverted assertion in remove_handler](https://github.com/huggingface/transformers/pull/46227) — open
-- [PR #46080: Fix wrong variable in check_model_type isinstance check](https://github.com/huggingface/transformers/pull/46080) — closed, merged
-
 ### `sharziki`
 
 - profile: [github.com/sharziki](https://github.com/sharziki)
@@ -3159,7 +3184,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #46235: Fix `StaticCache` building an empty layer list when `num_kv_shared_layers == 0`](https://github.com/huggingface/transformers/pull/46235) — open
+- [PR #46235: Fix `StaticCache` building an empty layer list when `num_kv_shared_layers == 0`](https://github.com/huggingface/transformers/pull/46235) — closed, merged
 - [PR #45918: Add initial torch_tpu backend support](https://github.com/huggingface/transformers/pull/45918) — closed, merged
 
 ### `UsamaKenway`
@@ -3347,6 +3372,30 @@ Example artifacts:
 - [PR #44529: test merge queue 1](https://github.com/huggingface/transformers/pull/44529) — closed, merged
 - [PR #43665: fix](https://github.com/huggingface/transformers/pull/43665) — open
 
+### `molbap`
+
+- profile: [github.com/molbap](https://github.com/molbap)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
+- repo first seen: `2024-06-13T14:13:17Z`
+- repo last seen: `2026-05-28T16:28:27Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **7**
+- snapshot authored PRs/issues: **6 PRs / 1 issues**
+- snapshot discussion activity: **28 comments / 154 reviews / 502 review comments**
+- account age: **2914 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46266: Improve dinos](https://github.com/huggingface/transformers/pull/46266) — open, draft
+- [PR #44160: Add model lerobot PI0 to transformers](https://github.com/huggingface/transformers/pull/44160) — closed, merged
+- [PR #43762:  Widen match condition for `_can_record_outputs`](https://github.com/huggingface/transformers/pull/43762) — closed
+- [Issue #43979: Call to contributions: refactor output tracing in transformers](https://github.com/huggingface/transformers/issues/43979) — closed
+
 ### `CodersAcademy006`
 
 - profile: [github.com/CodersAcademy006](https://github.com/CodersAcademy006)
@@ -3532,7 +3581,7 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46248: fix: handle anchored FP8 weight source patterns](https://github.com/huggingface/transformers/pull/46248) — open
+- [PR #46248: fix: handle anchored FP8 weight source patterns](https://github.com/huggingface/transformers/pull/46248) — closed
 - [PR #44892: Fix AutoImageProcessor.from_pretrained failing on URL input](https://github.com/huggingface/transformers/pull/44892) — closed
 - [PR #44710: Fix AutoProcessor.from_pretrained silently dropping hub kwargs](https://github.com/huggingface/transformers/pull/44710) — closed, merged
 
@@ -3628,29 +3677,6 @@ Example artifacts:
 - [PR #45365: Refactor GPT-J output tracing to use standardized decorators](https://github.com/huggingface/transformers/pull/45365) — closed
 - [PR #44411: Update agentic contributions guidelines in AGENTS.md to force yielding.](https://github.com/huggingface/transformers/pull/44411) — closed, merged
 
-### `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)
@@ -3985,7 +4011,7 @@ Example artifacts:
 Example artifacts:
 - [PR #45683: Exclude audio modules from conversion process](https://github.com/huggingface/transformers/pull/45683) — open
 - [Issue #45674: [BitsAndBytesConfig] Providing llm_int8_skip_modules clears the default lm_head exclusion, causing AssertionError in 4-bit inference](https://github.com/huggingface/transformers/issues/45674) — open
-- [Issue #45672: [Gemma4] torch.finfo() TypeError on uint8 weights in audio modules during 4-bit (NF4) inference](https://github.com/huggingface/transformers/issues/45672) — open
+- [Issue #45672: [Gemma4] torch.finfo() TypeError on uint8 weights in audio modules during 4-bit (NF4) inference](https://github.com/huggingface/transformers/issues/45672) — closed
 
 ### `ambroiseodt`
 
@@ -4303,7 +4329,7 @@ Example artifacts:
 - repo first seen: `2026-05-27T07:20:35Z`
 - repo last seen: `2026-05-27T07:22:34Z`
 - 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**
@@ -4314,8 +4340,8 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46232: DOC: fix incorrect parameter name in set_training docstring (Fixes #46231)](https://github.com/huggingface/transformers/pull/46232) — open
-- [Issue #46231: DOC: set_training() documents parameter as `num_train_epochs` but actual parameter name is `num_epochs`](https://github.com/huggingface/transformers/issues/46231) — open
+- [PR #46232: DOC: fix incorrect parameter name in set_training docstring (Fixes #46231)](https://github.com/huggingface/transformers/pull/46232) — closed
+- [Issue #46231: DOC: set_training() documents parameter as `num_train_epochs` but actual parameter name is `num_epochs`](https://github.com/huggingface/transformers/issues/46231) — closed
 
 ### `LauraGPT`
 
@@ -4323,12 +4349,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALauraGPT)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALauraGPT)
 - repo first seen: `2026-05-24T11:07:04Z`
-- repo last seen: `2026-05-27T17:20:10Z`
+- repo last seen: `2026-05-28T16:44:52Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
 - account age: **3699 days**
 - recent public PR activity: **9 PRs** (2 merged / 0 closed-unmerged / 7 open; merged rate **22%**, closed-unmerged rate **0%**, open rate **78%**)
 - public orgs: `FunAudioLLM`
@@ -4810,6 +4836,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45789: docstring](https://github.com/huggingface/transformers/pull/45789) — closed
 
+### `AlexWortega`
+
+- profile: [github.com/AlexWortega](https://github.com/AlexWortega)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAlexWortega)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAlexWortega)
+- repo first seen: `2026-05-28T12:43:05Z`
+- repo last seen: `2026-05-28T16:05:20Z`
+- 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: **7 comments / 0 reviews / 0 review comments**
+- account age: **3256 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: `russianhackteam`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46261: feat(distributed): Ulysses Context Parallelism for attention](https://github.com/huggingface/transformers/pull/46261) — open
+
 ### `aliyevaladddin`
 
 - profile: [github.com/aliyevaladddin](https://github.com/aliyevaladddin)
@@ -5335,27 +5382,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45460: fix(tokenization): re-raise ImportError to allow RuntimeError/OSError fallback (#45459)](https://github.com/huggingface/transformers/pull/45460) — closed
 
-### `code-runner77`
-
-- profile: [github.com/code-runner77](https://github.com/code-runner77)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acode-runner77)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acode-runner77)
-- repo first seen: `2026-03-29T17:28:59Z`
-- repo last seen: `2026-03-29T17:28:59Z`
-- 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: **194 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: **young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #45100: Update accelerator_selection.md](https://github.com/huggingface/transformers/pull/45100) — closed
-
 ### `damodharg6`
 
 - profile: [github.com/damodharg6](https://github.com/damodharg6)
@@ -5384,7 +5410,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADanish08654)
 - repo first seen: `2026-05-28T09:15:36Z`
 - repo last seen: `2026-05-28T09:15:36Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -5404,12 +5430,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adanyalahmed1995)
 - 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: `2026-05-28T03:37:34Z`
+- repo last seen: `2026-05-28T13:23:45Z`
 - 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 / 8 reviews / 8 review comments**
+- snapshot discussion activity: **1 comments / 9 reviews / 9 review comments**
 - account age: **2355 days**
 - recent public PR activity: **43 PRs** (12 merged / 5 closed-unmerged / 26 open; merged rate **28%**, closed-unmerged rate **12%**, open rate **60%**)
 - public orgs: none visible
@@ -6623,12 +6649,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMaciejBalaNV)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMaciejBalaNV)
 - repo first seen: `2026-05-21T19:47:46Z`
-- repo last seen: `2026-05-27T13:01:32Z`
+- repo last seen: `2026-05-28T15:22:15Z`
 - 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: **2 comments / 7 reviews / 7 review comments**
+- snapshot discussion activity: **2 comments / 21 reviews / 21 review comments**
 - account age: **717 days**
 - recent public PR activity: **6 PRs** (0 merged / 0 closed-unmerged / 6 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -6636,7 +6662,7 @@ Example artifacts:
 - heuristic read: **high open PR share**
 
 Example artifacts:
-- [PR #46146: Added cosmos3 model and bugfixed Qwen3-VL](https://github.com/huggingface/transformers/pull/46146) — open
+- [PR #46146: Added cosmos3 model](https://github.com/huggingface/transformers/pull/46146) — open
 
 ### `madhav1k`
 
@@ -7442,12 +7468,12 @@ 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: `2026-05-27T09:34:57Z`
+- repo last seen: `2026-05-28T16:38:08Z`
 - 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: **1 comments / 4 reviews / 4 review comments**
+- snapshot discussion activity: **2 comments / 4 reviews / 4 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
@@ -7455,7 +7481,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46112: feat: Add support for JetBrains' `Mellum` v2 code generation model](https://github.com/huggingface/transformers/pull/46112) — open
+- [PR #46112: feat: Add support for JetBrains' `Mellum` v2 code generation model](https://github.com/huggingface/transformers/pull/46112) — closed, merged
 
 ### `Shanmuk4622`
 
@@ -7463,12 +7489,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AShanmuk4622)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShanmuk4622)
 - repo first seen: `2026-05-28T06:31:56Z`
-- repo last seen: `2026-05-28T10:57:59Z`
-- first seen in snapshot: **yes**
-- repo association: **NONE**
+- repo last seen: `2026-05-28T13:22:43Z`
+- 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: **948 days**
 - recent public PR activity: **2 PRs** (0 merged / 2 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
 - public orgs: none visible
@@ -7476,7 +7502,7 @@ Example artifacts:
 - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
-- [PR #46253: Optimize Parakeet feature extraction on GPU](https://github.com/huggingface/transformers/pull/46253) — closed
+- [PR #46253: Optimize Parakeet feature extraction on GPU](https://github.com/huggingface/transformers/pull/46253) — open
 
 ### `Shashank-Tripathi-07`
 
@@ -8003,27 +8029,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46083: test](https://github.com/huggingface/transformers/pull/46083) — closed
 
-### `zendy199x`
-
-- profile: [github.com/zendy199x](https://github.com/zendy199x)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azendy199x)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azendy199x)
-- repo first seen: `2026-03-29T15:50:04Z`
-- repo last seen: `2026-03-29T15:50:04Z`
-- first seen in snapshot: **no**
-- 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**
-- account age: **2543 days**
-- recent public PR activity: **41 PRs** (3 merged / 28 closed-unmerged / 10 open; merged rate **7%**, closed-unmerged rate **68%**, open rate **24%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
-- heuristic read: **high recent PR volume; very broad repo spread; many recent closed-unmerged PRs**
-
-Example artifacts:
-- [PR #45098: fix: incomplete string literal causes syntax error in config docstring checker](https://github.com/huggingface/transformers/pull/45098) — closed
-
 ### `zeoses`
 
 - profile: [github.com/zeoses](https://github.com/zeoses)

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   "manifest_path": "manifest.json",
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 }