Refresh transformers dataset snapshot 20260525T120039Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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+      "young_account": false,
+      "follow_through_score": "strong",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "\u2014",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 6,
+        "merged_pr_count": 5,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.8333,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.1667,
+        "distinct_repos_with_authored_prs": 3,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46194,
+            "title": "[docs] Add beginner-friendly \"Transformers in Your First 15 Minutes\" guide",
+            "url": "https://github.com/huggingface/transformers/pull/46194",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-25T08:25:28Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "jIab-b",
       "name": null,
@@ -21381,63 +21313,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "pnehete23",
-      "name": "Prathamesh Nehete",
-      "profile_url": "https://github.com/pnehete23",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apnehete23",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apnehete23",
-      "repo_first_seen_at": "2026-03-26T08:52:10Z",
-      "repo_last_seen_at": "2026-03-26T08:52:10Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 1,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "NONE",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 867,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 1,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 1,
-        "open_pr_count": 0,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 1.0,
-        "still_open_pr_rate": 0.0,
-        "distinct_repos_with_authored_prs": 1,
-        "distinct_repos_with_open_prs": 0
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45015,
-            "title": "fix: guard sys.modules access in _can_set_attn/experts_implementation",
-            "url": "https://github.com/huggingface/transformers/pull/45015",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-03-26T08:52:10Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "popotest",
       "name": null,

new-contributors-report.md

@@ -1,20 +1,20 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260525T060031Z`
-- Generated: `2026-05-25T06:01:48Z`
+- Snapshot: `20260525T120039Z`
+- Generated: `2026-05-25T12:02:09Z`
 - Activity window: `60d`
-- Contributors: `361`
+- Contributors: `359`
 
 ## Summary
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
-| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 99 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 101 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 89 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 79 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 79 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 78 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 57 | 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` | 58 | 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` | 45 | 1 | mixed | low | low | 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 |
@@ -32,10 +32,10 @@
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 18 | 0 | n/a | n/a | n/a | summary unavailable |
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 17 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 17 | 0 | strong | moderate | low | — |
+| `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 17 | 0 | mixed | moderate | low | — |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 16 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 16 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 15 | 0 | strong | moderate | low | targets high-star repos |
-| `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 15 | 0 | mixed | moderate | low | — |
 | `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Sai-Suraj-27` | [profile](https://github.com/Sai-Suraj-27) | no | CONTRIBUTOR | 1745d | `2026-01-23T17:10:04Z` | 14 | 0 | strong | low | low | targets high-star repos |
 | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
@@ -56,7 +56,6 @@
 | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 4 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 736d | `2026-04-16T00:55:40Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `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 |
 | `TheShreyanshiDwivedi` | [profile](https://github.com/TheShreyanshiDwivedi) | no | NONE | 87d | `2026-05-15T10:01:57Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -77,14 +76,17 @@
 | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
 | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3839d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
 | `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 |
+| `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 4 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 4 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `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 |
+| `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | FIRST_TIME_CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 2 | 1 | weak | moderate | low | high open PR share |
 | `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 |
 | `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 2 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
+| `Ace3Z` | [profile](https://github.com/Ace3Z) | no | FIRST_TIME_CONTRIBUTOR | 2598d | `2026-05-24T21:47:03Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Aftabbs` | [profile](https://github.com/Aftabbs) | no | NONE | 1318d | `2026-04-12T08:48:26Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `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 |
@@ -94,7 +96,6 @@
 | `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 |
 | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
-| `dagecko` | [profile](https://github.com/dagecko) | no | FIRST_TIME_CONTRIBUTOR | 4479d | `2026-03-26T06:19:29Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `DatLe203` | [profile](https://github.com/DatLe203) | no | NONE | 766d | `2026-04-07T14:30:38Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `dhruv7477` | [profile](https://github.com/dhruv7477) | no | FIRST_TIME_CONTRIBUTOR | 1579d | `2026-04-29T09:34:56Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `eladsegal` | [profile](https://github.com/eladsegal) | no | CONTRIBUTOR | 3919d | `2026-04-09T05:56:31Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -142,7 +143,6 @@
 | `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 |
 | `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 |
 | `ghost` | [profile](https://github.com/ghost) | no | NONE | 6553d | `2024-05-09T10:45:25Z` | 4 | 2 | weak | low | low | high open PR share; no visible non-self stars |
-| `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 | — |
 | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4226d | `2025-11-26T16:41:09Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -150,6 +150,7 @@
 | `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 |
 | `thisisiron` | [profile](https://github.com/thisisiron) | no | CONTRIBUTOR | 3447d | `2025-08-20T15:17:54Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `burtenshaw` | [profile](https://github.com/burtenshaw) | no | MEMBER | 3611d | `2026-03-03T11:35:13Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
+| `dagecko` | [profile](https://github.com/dagecko) | no | FIRST_TIME_CONTRIBUTOR | 4479d | `2026-03-26T06:19:29Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `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 |
@@ -179,14 +180,12 @@
 | `Fr0do` | [profile](https://github.com/Fr0do) | no | CONTRIBUTOR | 3916d | `2026-03-27T19:19:16Z` | 1 | 1 | mixed | low | low | — |
 | `HallerPatrick` | [profile](https://github.com/HallerPatrick) | no | CONTRIBUTOR | 3474d | `2026-03-31T14:44:05Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `HanFa` | [profile](https://github.com/HanFa) | no | CONTRIBUTOR | 3537d | `2026-03-29T04:06:21Z` | 1 | 1 | mixed | low | low | targets high-star repos |
-| `inisis` | [profile](https://github.com/inisis) | no | CONTRIBUTOR | 2670d | `2026-03-24T02:42:32Z` | 1 | 1 | strong | low | low | — |
 | `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | FIRST_TIME_CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 1 | 1 | mixed | moderate | low | no visible non-self stars |
 | `jesperschlegel` | [profile](https://github.com/jesperschlegel) | no | FIRST_TIME_CONTRIBUTOR | 3705d | `2026-04-07T17:51:38Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `karnakarreddi` | [profile](https://github.com/karnakarreddi) | no | FIRST_TIME_CONTRIBUTOR | 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 |
 | `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 |
-| `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | NONE | 1483d | `2026-05-13T14:52:41Z` | 1 | 1 | weak | moderate | low | high open PR share |
 | `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 | — |
 | `nunq` | [profile](https://github.com/nunq) | no | FIRST_TIME_CONTRIBUTOR | 2694d | `2026-05-08T00:29:00Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -204,7 +203,6 @@
 | `Abdeltoto` | [profile](https://github.com/Abdeltoto) | no | NONE | 265d | `2026-04-22T02:56:43Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share |
 | `abhiprd200` | [profile](https://github.com/abhiprd200) | no | FIRST_TIMER | 42d | `2026-04-24T18:01:06Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `abidlabs` | [profile](https://github.com/abidlabs) | no | MEMBER | 5075d | `2026-01-13T19:16:29Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
-| `Ace3Z` | [profile](https://github.com/Ace3Z) | no | NONE | 2598d | `2026-05-24T21:47:03Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Aditya-ad48` | [profile](https://github.com/Aditya-ad48) | no | FIRST_TIME_CONTRIBUTOR | 705d | `2026-05-24T09:20:39Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `adityachoksi2512` | [profile](https://github.com/adityachoksi2512) | no | FIRST_TIMER | 1471d | `2026-05-01T03:03:13Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `adityasingh2400` | [profile](https://github.com/adityasingh2400) | no | NONE | 2313d | `2026-05-21T11:23:35Z` | 1 | 0 | weak | high | medium | extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
@@ -275,6 +273,7 @@
 | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 1 | 0 | strong | low | low | high recent PR volume |
 | `JAE0Y2N` | [profile](https://github.com/JAE0Y2N) | no | NONE | 877d | `2026-05-20T11:02:07Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3691d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `jankipatel20` | [profile](https://github.com/jankipatel20) | yes | FIRST_TIME_CONTRIBUTOR | 1001d | `2026-05-25T08:25:28Z` | 1 | 0 | strong | low | low | — |
 | `jIab-b` | [profile](https://github.com/jIab-b) | no | NONE | 580d | `2026-04-07T09:11:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `JiauZhang` | [profile](https://github.com/JiauZhang) | no | CONTRIBUTOR | 2918d | `2026-04-15T14:00:11Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `jjjamie` | [profile](https://github.com/jjjamie) | no | FIRST_TIME_CONTRIBUTOR | 4994d | `2026-04-21T15:57:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -318,7 +317,6 @@
 | `partacc` | [profile](https://github.com/partacc) | no | NONE | 282d | `2026-04-07T20:07:02Z` | 1 | 0 | n/a | low | low | young account; no visible non-self stars |
 | `pdufour` | [profile](https://github.com/pdufour) | no | FIRST_TIME_CONTRIBUTOR | 5247d | `2026-04-04T00:15:04Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `PHclaw` | [profile](https://github.com/PHclaw) | no | NONE | 26d | `2026-04-29T02:08:23Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
-| `pnehete23` | [profile](https://github.com/pnehete23) | no | NONE | 867d | `2026-03-26T08:52:10Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `popotest` | [profile](https://github.com/popotest) | no | NONE | 78d | `2026-03-26T15:33:19Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `pratapyash` | [profile](https://github.com/pratapyash) | no | NONE | 3227d | `2026-04-24T07:14:52Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `pritishyuvraj` | [profile](https://github.com/pritishyuvraj) | no | FIRST_TIME_CONTRIBUTOR | 3913d | `2026-04-30T04:36:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -379,12 +377,12 @@
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
 - repo first seen: `2025-03-19T10:58:02Z`
-- repo last seen: `2026-05-25T03:00:34Z`
+- repo last seen: `2026-05-25T10:47:37Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **99**
-- snapshot authored PRs/issues: **99 PRs / 0 issues**
-- snapshot discussion activity: **245 comments / 326 reviews / 502 review comments**
+- repo primary artifacts: **101**
+- snapshot authored PRs/issues: **101 PRs / 0 issues**
+- snapshot discussion activity: **246 comments / 330 reviews / 505 review comments**
 - account age: **2036 days**
 - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 - public orgs: `huggingface`
@@ -392,9 +390,9 @@
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46189: Update cohere2_moe tp_plan](https://github.com/huggingface/transformers/pull/46189) — open
-- [PR #46188: Bump dev version](https://github.com/huggingface/transformers/pull/46188) — closed, merged
-- [PR #46115: Add new cohere2_moe model](https://github.com/huggingface/transformers/pull/46115) — closed, merged
+- [PR #46197: Fix loading with only 1 device or distributed config](https://github.com/huggingface/transformers/pull/46197) — open
+- [PR #46193: Update release tool](https://github.com/huggingface/transformers/pull/46193) — closed, merged
+- [PR #46189: Update cohere2_moe tp_plan](https://github.com/huggingface/transformers/pull/46189) — closed, merged
 
 ### `tarekziade`
 
@@ -441,9 +439,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46162: add XPU Expectations for florence2 and lfm2_vl model test](https://github.com/huggingface/transformers/pull/46162) — open, draft
+- [PR #46162: add XPU Expectations for florence2 and lfm2_vl model test](https://github.com/huggingface/transformers/pull/46162) — open
 - [PR #46151: Add Expectations for pipeline token classification tests](https://github.com/huggingface/transformers/pull/46151) — open
-- [PR #46111: Fix a regression in encoder-decoder generation cache initialization](https://github.com/huggingface/transformers/pull/46111) — open
+- [PR #46111: Fix a regression in encoder-decoder generation cache initialization](https://github.com/huggingface/transformers/pull/46111) — open, draft
 - [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
@@ -500,12 +498,12 @@ 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: `2026-05-25T05:36:38Z`
+- repo last seen: `2026-05-25T11:28:31Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **60**
-- snapshot authored PRs/issues: **57 PRs / 3 issues**
-- snapshot discussion activity: **177 comments / 611 reviews / 1212 review comments**
+- repo primary artifacts: **61**
+- snapshot authored PRs/issues: **58 PRs / 3 issues**
+- snapshot discussion activity: **182 comments / 616 reviews / 1221 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
@@ -513,9 +511,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46198: [deepseek_v4] keep hc_head / sinks / position_bias in fp32](https://github.com/huggingface/transformers/pull/46198) — open
 - [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
-- [PR #45974: Enable kernels-community/metal-flash-sdpa on MPS](https://github.com/huggingface/transformers/pull/45974) — 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
@@ -551,12 +549,12 @@ 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: `2026-05-20T07:42:57Z`
+- repo last seen: `2026-05-25T07:35:28Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **45 PRs / 1 issues**
-- snapshot discussion activity: **551 comments / 988 reviews / 4219 review comments**
+- snapshot discussion activity: **551 comments / 989 reviews / 4219 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
@@ -843,12 +841,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
 - repo first seen: `2025-07-04T08:41:29Z`
-- repo last seen: `2026-05-21T01:18:42Z`
+- repo last seen: `2026-05-25T11:32:43Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **21**
 - snapshot authored PRs/issues: **18 PRs / 3 issues**
-- snapshot discussion activity: **60 comments / 229 reviews / 203 review comments**
+- snapshot discussion activity: **61 comments / 229 reviews / 203 review comments**
 - account age: **2354 days**
 - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
 - public orgs: `huggingface`, `Chouafa`
@@ -935,18 +933,41 @@ Example artifacts:
 - [PR #45913: [CI] AMD docker: bump to ROCm 7.2.2 / PyTorch 2.10 + prebuilt FA wheel](https://github.com/huggingface/transformers/pull/45913) — closed, merged
 - [PR #45675: Fix UnboundLocalError in shard_and_distribute_module for replicated parameters](https://github.com/huggingface/transformers/pull/45675) — closed, merged
 
+### `YangKai0616`
+
+- profile: [github.com/YangKai0616](https://github.com/YangKai0616)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
+- repo first seen: `2025-12-24T11:54:53Z`
+- repo last seen: `2026-05-25T10:25:30Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **17**
+- snapshot authored PRs/issues: **17 PRs / 0 issues**
+- snapshot discussion activity: **14 comments / 26 reviews / 26 review comments**
+- account age: **1497 days**
+- recent public PR activity: **17 PRs** (8 merged / 3 closed-unmerged / 6 open; merged rate **47%**, closed-unmerged rate **18%**, open rate **35%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #46199: Support XPU autocast dtype fallback for FlashAttention](https://github.com/huggingface/transformers/pull/46199) — open
+- [PR #46196: [SeamlessM4T/v2] Support attn_implementation=sdpa dispatch](https://github.com/huggingface/transformers/pull/46196) — open
+- [PR #46154: [T5] Support attn_implementation=sdpa dispatch](https://github.com/huggingface/transformers/pull/46154) — 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: `2026-05-25T02:45:57Z`
+- repo last seen: `2026-05-25T06:32:28Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **17**
 - snapshot authored PRs/issues: **16 PRs / 1 issues**
-- snapshot discussion activity: **28 comments / 92 reviews / 96 review comments**
+- snapshot discussion activity: **29 comments / 93 reviews / 96 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`
@@ -1005,29 +1026,6 @@ Example artifacts:
 - [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
 
-### `YangKai0616`
-
-- profile: [github.com/YangKai0616](https://github.com/YangKai0616)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
-- repo first seen: `2025-12-24T11:54:53Z`
-- repo last seen: `2026-05-22T09:36:48Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **15**
-- snapshot authored PRs/issues: **15 PRs / 0 issues**
-- snapshot discussion activity: **11 comments / 26 reviews / 26 review comments**
-- account age: **1497 days**
-- recent public PR activity: **17 PRs** (8 merged / 3 closed-unmerged / 6 open; merged rate **47%**, closed-unmerged rate **18%**, open rate **35%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #46154: [T5] Support attn_implementation=sdpa dispatch](https://github.com/huggingface/transformers/pull/46154) — open
-- [PR #46135: [Test][Kosmos2.5] Add XPU expectations for integration tests](https://github.com/huggingface/transformers/pull/46135) — open
-- [PR #46073: [CTRL] Support attn_implementation="sdpa" dispatch](https://github.com/huggingface/transformers/pull/46073) — open
-
 ### `AI-Safeter`
 
 - profile: [github.com/AI-Safeter](https://github.com/AI-Safeter)
@@ -1220,12 +1218,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACharly21r)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACharly21r)
 - repo first seen: `2026-03-13T09:00:25Z`
-- repo last seen: `2026-05-21T13:17:26Z`
+- repo last seen: `2026-05-25T07:45:00Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **7 PRs / 1 issues**
-- snapshot discussion activity: **15 comments / 8 reviews / 8 review comments**
+- snapshot discussion activity: **15 comments / 9 reviews / 9 review comments**
 - account age: **359 days**
 - recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
 - public orgs: none visible
@@ -1498,29 +1496,6 @@ Example artifacts:
 - [PR #45509: Fix get_device_properties crash when CUDA is installed but no GPU](https://github.com/huggingface/transformers/pull/45509) — closed
 - [PR #45467: Fix MPS SDPA output shape when value head dim differs from query head dim](https://github.com/huggingface/transformers/pull/45467) — closed
 
-### `javierdejesusda`
-
-- profile: [github.com/javierdejesusda](https://github.com/javierdejesusda)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajavierdejesusda)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajavierdejesusda)
-- repo first seen: `2026-03-22T17:27:20Z`
-- repo last seen: `2026-04-24T10:27:17Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
-- account age: **508 days**
-- recent public PR activity: **46 PRs** (30 merged / 5 closed-unmerged / 11 open; merged rate **65%**, closed-unmerged rate **11%**, open rate **24%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
-- heuristic read: **high recent PR volume; broad repo spread**
-
-Example artifacts:
-- [PR #45627: Processing Utils: honor pre-built sub-processor kwargs in from_pretrained](https://github.com/huggingface/transformers/pull/45627) — open
-- [PR #45079: Fix resized LM head weights being overwritten by post_init](https://github.com/huggingface/transformers/pull/45079) — closed, merged
-- [PR #45019: Fix GraniteConfig type hints to accept int for multiplier fields](https://github.com/huggingface/transformers/pull/45019) — closed, merged
-
 ### `rtrompier`
 
 - profile: [github.com/rtrompier](https://github.com/rtrompier)
@@ -1690,12 +1665,12 @@ 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: `2026-05-22T16:59:32Z`
+- repo last seen: `2026-05-25T08:48:02Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 27 reviews / 27 review comments**
+- snapshot discussion activity: **5 comments / 28 reviews / 28 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`
@@ -1994,6 +1969,29 @@ Example artifacts:
 - [PR #45679: TST Run fast PEFT tests in normal CI](https://github.com/huggingface/transformers/pull/45679) — open
 - [PR #44592: FIX Multiple PEFT errors after v5 transition](https://github.com/huggingface/transformers/pull/44592) — closed, merged
 
+### `javierdejesusda`
+
+- profile: [github.com/javierdejesusda](https://github.com/javierdejesusda)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajavierdejesusda)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajavierdejesusda)
+- repo first seen: `2026-03-22T17:27:20Z`
+- repo last seen: `2026-04-24T10:27:17Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
+- account age: **508 days**
+- recent public PR activity: **46 PRs** (30 merged / 5 closed-unmerged / 11 open; merged rate **65%**, closed-unmerged rate **11%**, open rate **24%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
+- heuristic read: **high recent PR volume; broad repo spread**
+
+Example artifacts:
+- [PR #45627: Processing Utils: honor pre-built sub-processor kwargs in from_pretrained](https://github.com/huggingface/transformers/pull/45627) — open
+- [PR #45079: Fix resized LM head weights being overwritten by post_init](https://github.com/huggingface/transformers/pull/45079) — closed, merged
+- [PR #45019: Fix GraniteConfig type hints to accept int for multiplier fields](https://github.com/huggingface/transformers/pull/45019) — closed, merged
+
 ### `sergiopaniego`
 
 - profile: [github.com/sergiopaniego](https://github.com/sergiopaniego)
@@ -2135,6 +2133,29 @@ Example artifacts:
 - [PR #45111: Fix double softmax in MoE router load-balancing loss](https://github.com/huggingface/transformers/pull/45111) — closed
 - [Issue #45120: Double softmax in MoE router load-balancing loss (mixtral, qwen2_moe, qwen3_vl_moe families)](https://github.com/huggingface/transformers/issues/45120) — closed
 
+### `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: `2026-05-25T07:02:18Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **2 PRs / 1 issues**
+- snapshot discussion activity: **3 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 #46191: Fix path traversal when saving named chat templates](https://github.com/huggingface/transformers/pull/46191) — open
+- [PR #45944: [pp_formulanet] Fix polynomial ReDoS in remove_chinese_text_wrapping](https://github.com/huggingface/transformers/pull/45944) — closed
+- [Issue #45998: Security Vulnerability](https://github.com/huggingface/transformers/issues/45998) — closed
+
 ### `Milan-Bhimani`
 
 - profile: [github.com/Milan-Bhimani](https://github.com/Milan-Bhimani)
@@ -2181,6 +2202,28 @@ Example artifacts:
 - [PR #45822: Fix added-token prefix space in SentencePiece fast tokenizers](https://github.com/huggingface/transformers/pull/45822) — open
 - [Issue #45644: mps: test_eager_matches_sdpa_inference tests fail with PyTorch MPS backend](https://github.com/huggingface/transformers/issues/45644) — closed
 
+### `Ace3Z`
+
+- profile: [github.com/Ace3Z](https://github.com/Ace3Z)
+- 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: `2026-05-25T08:48:59Z`
+- 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: **1 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
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46195: Fall back to flat kwarg when modality dict is passed without it](https://github.com/huggingface/transformers/pull/46195) — open
+- [PR #46183: Guard torch.distributed.tensor.device_mesh import in continuous_batching](https://github.com/huggingface/transformers/pull/46183) — closed
+
 ### `Aftabbs`
 
 - profile: [github.com/Aftabbs](https://github.com/Aftabbs)
@@ -2379,28 +2422,6 @@ Example artifacts:
 - [PR #45638: Add Multi-Token Prediction (MTP) support for Qwen3.5](https://github.com/huggingface/transformers/pull/45638) — open
 - [PR #45637: Add Multi-Token Prediction (MTP) support for Qwen3.5](https://github.com/huggingface/transformers/pull/45637) — closed
 
-### `dagecko`
-
-- profile: [github.com/dagecko](https://github.com/dagecko)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adagecko)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adagecko)
-- repo first seen: `2026-03-26T06:19:29Z`
-- repo last seen: `2026-03-27T22:20:57Z`
-- 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: **2 comments / 0 reviews / 0 review comments**
-- account age: **4479 days**
-- recent public PR activity: **301 PRs** (33 merged / 186 closed-unmerged / 82 open; merged rate **11%**, closed-unmerged rate **62%**, open rate **27%**)
-- 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; many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #45077: fix: pin 50 unpinned actions to commit SHA, extract 1 secret to env var](https://github.com/huggingface/transformers/pull/45077) — open
-- [PR #45010: fix: pin 69 unpinned action(s),extract 2 unsafe expression(s) to env vars](https://github.com/huggingface/transformers/pull/45010) — closed
-
 ### `DatLe203`
 
 - profile: [github.com/DatLe203](https://github.com/DatLe203)
@@ -3451,29 +3472,6 @@ Example artifacts:
 - [Issue #35905: Convert RT-DETR model to coreml](https://github.com/huggingface/transformers/issues/35905) — closed
 - [Issue #30725: Support for Multiple Datasets and Domain-Specific Loss Calculation in Trainer](https://github.com/huggingface/transformers/issues/30725) — open
 
-### `JaredforReal`
-
-- profile: [github.com/JaredforReal](https://github.com/JaredforReal)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJaredforReal)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJaredforReal)
-- repo first seen: `2026-01-19T05:05:55Z`
-- repo last seen: `2026-03-26T10:03:21Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **9 comments / 31 reviews / 31 review comments**
-- account age: **977 days**
-- recent public PR activity: **29 PRs** (26 merged / 1 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **3%**, open rate **7%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume**
-
-Example artifacts:
-- [PR #45017: [WIP][Fix] GLM 5 set `apply_rotary_pos_emb` to `is_neox_style=False` && remove `F.relu()`](https://github.com/huggingface/transformers/pull/45017) — open
-- [PR #43912: [fix][wip] GlmMoeDsa: try implement DSA](https://github.com/huggingface/transformers/pull/43912) — closed, merged
-- [PR #43894: [fix] GlmMoeDsa model](https://github.com/huggingface/transformers/pull/43894) — closed
-
 ### `SangbumChoi`
 
 - profile: [github.com/SangbumChoi](https://github.com/SangbumChoi)
@@ -3635,6 +3633,28 @@ 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
 
+### `dagecko`
+
+- profile: [github.com/dagecko](https://github.com/dagecko)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adagecko)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adagecko)
+- repo first seen: `2026-03-26T06:19:29Z`
+- repo last seen: `2026-03-27T22:20:57Z`
+- 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: **2 comments / 0 reviews / 0 review comments**
+- account age: **4479 days**
+- recent public PR activity: **301 PRs** (33 merged / 186 closed-unmerged / 82 open; merged rate **11%**, closed-unmerged rate **62%**, open rate **27%**)
+- 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; many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #45077: fix: pin 50 unpinned actions to commit SHA, extract 1 secret to env var](https://github.com/huggingface/transformers/pull/45077) — open
+- [PR #45010: fix: pin 69 unpinned action(s),extract 2 unsafe expression(s) to env vars](https://github.com/huggingface/transformers/pull/45010) — closed
+
 ### `excepshenal`
 
 - profile: [github.com/excepshenal](https://github.com/excepshenal)
@@ -3817,12 +3837,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AzRzRzRzRzRzRzR)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AzRzRzRzRzRzRzR)
 - repo first seen: `2026-01-21T13:37:27Z`
-- repo last seen: `2026-05-25T02:04:29Z`
+- repo last seen: `2026-05-25T08:30:08Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 1 reviews / 1 review comments**
+- snapshot discussion activity: **4 comments / 2 reviews / 2 review comments**
 - account age: **1671 days**
 - recent public PR activity: **20 PRs** (18 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
 - public orgs: `THUDM`, `MetaGLM`, `zai-org`
@@ -4280,28 +4300,6 @@ Example artifacts:
 - [PR #45094: fix: prefer registered config over remote code in AutoConfig.from_pretrained](https://github.com/huggingface/transformers/pull/45094) — closed, merged
 - [Issue #45093: AutoConfig.register() ignored when trust_remote_code=True and auto_map is present](https://github.com/huggingface/transformers/issues/45093) — closed
 
-### `inisis`
-
-- profile: [github.com/inisis](https://github.com/inisis)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ainisis)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ainisis)
-- repo first seen: `2026-03-24T02:42:32Z`
-- repo last seen: `2026-04-23T11:31:55Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
-- account age: **2670 days**
-- recent public PR activity: **14 PRs** (11 merged / 1 closed-unmerged / 2 open; merged rate **79%**, closed-unmerged rate **7%**, open rate **14%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #45016: fix: glm5 inference bug](https://github.com/huggingface/transformers/pull/45016) — closed
-- [Issue #44960: GLM5](https://github.com/huggingface/transformers/issues/44960) — closed
-
 ### `J3r3myPerera`
 
 - profile: [github.com/J3r3myPerera](https://github.com/J3r3myPerera)
@@ -4434,28 +4432,6 @@ Example artifacts:
 - [PR #46180: Add Fun-ASR-Nano model](https://github.com/huggingface/transformers/pull/46180) — open, draft
 - [Issue #46179: [New model] Add Fun-ASR-Nano (FunAudioLLM/Fun-ASR-Nano-2512)](https://github.com/huggingface/transformers/issues/46179) — 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: `2026-05-19T02:42:39Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **3 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) — closed
-- [Issue #45998: Security Vulnerability](https://github.com/huggingface/transformers/issues/45998) — closed
-
 ### `masoudpz`
 
 - profile: [github.com/masoudpz](https://github.com/masoudpz)
@@ -4822,39 +4798,18 @@ Example artifacts:
 Example artifacts:
 - [PR #45329: Update `trackio` integration to use Buckets and "freeze" Space after training](https://github.com/huggingface/transformers/pull/45329) — closed, merged
 
-### `Ace3Z`
-
-- profile: [github.com/Ace3Z](https://github.com/Ace3Z)
-- 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: `2026-05-24T22:15:32Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **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
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46183: Guard torch.distributed.tensor.device_mesh import in continuous_batching](https://github.com/huggingface/transformers/pull/46183) — closed
-
 ### `Aditya-ad48`
 
 - profile: [github.com/Aditya-ad48](https://github.com/Aditya-ad48)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAditya-ad48)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAditya-ad48)
 - repo first seen: `2026-05-24T09:20:39Z`
-- repo last seen: `2026-05-24T09:20:39Z`
+- repo last seen: `2026-05-25T07:12:15Z`
 - 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: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **705 days**
 - recent public PR activity: **19 PRs** (5 merged / 3 closed-unmerged / 11 open; merged rate **26%**, closed-unmerged rate **16%**, open rate **58%**)
 - public orgs: none visible
@@ -5185,12 +5140,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArjunSrivastava1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArjunSrivastava1)
 - repo first seen: `2026-05-07T18:36:08Z`
-- repo last seen: `2026-05-23T18:35:54Z`
+- repo last seen: `2026-05-25T10:18:26Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **35 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **37 comments / 0 reviews / 0 review comments**
 - account age: **430 days**
 - recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
 - public orgs: none visible
@@ -5795,12 +5750,12 @@ 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: `2026-05-20T13:23:35Z`
+- repo last seen: `2026-05-25T09:41:52Z`
 - 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: **5 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **5 comments / 1 reviews / 1 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
@@ -6314,6 +6269,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45302: fix(security): prevent untrusted users from triggering TRL CI dispatch](https://github.com/huggingface/transformers/pull/45302) — closed, merged
 
+### `jankipatel20`
+
+- profile: [github.com/jankipatel20](https://github.com/jankipatel20)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajankipatel20)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajankipatel20)
+- repo first seen: `2026-05-25T08:25:28Z`
+- repo last seen: `2026-05-25T08:25:28Z`
+- 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: **1001 days**
+- recent public PR activity: **6 PRs** (5 merged / 0 closed-unmerged / 1 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #46194: [docs] Add beginner-friendly "Transformers in Your First 15 Minutes" guide](https://github.com/huggingface/transformers/pull/46194) — open
+
 ### `jIab-b`
 
 - profile: [github.com/jIab-b](https://github.com/jIab-b)
@@ -7217,27 +7193,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45697: fix(testing): check torch.cuda.is_available() before get_device_capability](https://github.com/huggingface/transformers/pull/45697) — closed
 
-### `pnehete23`
-
-- profile: [github.com/pnehete23](https://github.com/pnehete23)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apnehete23)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apnehete23)
-- repo first seen: `2026-03-26T08:52:10Z`
-- repo last seen: `2026-03-26T08:52:10Z`
-- 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: **867 days**
-- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #45015: fix: guard sys.modules access in _can_set_attn/experts_implementation](https://github.com/huggingface/transformers/pull/45015) — closed
-
 ### `popotest`
 
 - profile: [github.com/popotest](https://github.com/popotest)

new_contributors.parquet

@@ -1,3 +1,3 @@
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-oid sha256:c31299e70595b9246ff5deb2f9eb4510d01d2ffd315179572ca8e6cab0592f81
-size 64005
+oid sha256:23fcc85b6696ab39e6205787d6218f59fcfb0137c5899c74695d3e9ab69fe8b6
+size 63854

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
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-  "snapshot_id": "20260525T060031Z",
-  "generated_at": "2026-05-25T06:01:41Z",
-  "cluster_count": 56,
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+  "generated_at": "2026-05-25T12:02:03Z",
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   "pr_scope_clusters": [
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@@ -20,7 +20,7 @@
         45994
       ],
       "representative_pr_number": 45067,
-      "average_similarity": 0.426,
+      "average_similarity": 0.427,
       "summary": "11 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
       "shared_filenames": [
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@@ -33,7 +33,7 @@
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@@ -98,7 +98,7 @@
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@@ -114,7 +114,7 @@
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@@ -129,7 +129,7 @@
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@@ -304,10 +304,10 @@
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@@ -1763,8 +1763,8 @@
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-      "summary": "5 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`, `src/transformers/integrations/accelerate.py`; representative PR #45635.",
+      "representative_pr_number": 44974,
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+      "summary": "5 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`, `src/transformers/modeling_utils.py`; representative PR #44974.",
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@@ -1945,263 +1883,125 @@
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         {
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+          "content_similarity": 0.287,
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+          "breadth_similarity": 0.633,
+          "concentration_similarity": 0.838,
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           "shared_directories": [
-            "src/transformers/generation",
             "src/transformers",
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+          "breadth_similarity": 0.708,
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           "shared_filenames": [
-            "src/transformers/generation/utils.py"
+            "src/transformers/core_model_loading.py"
           ],
           "shared_directories": [
-            "src/transformers/generation",
+            "src/transformers/integrations",
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@@ -2453,7 +2253,7 @@
         {
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@@ -2494,7 +2294,7 @@
           "left_pr_number": 45863,
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@@ -2552,8 +2352,8 @@
         {
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-          "similarity": 0.593,
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           "breadth_similarity": 0.5,
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@@ -2569,8 +2369,8 @@
         {
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.556,
@@ -2587,7 +2387,7 @@
           "left_pr_number": 43488,
           "right_pr_number": 43665,
           "similarity": 0.38,
-          "content_similarity": 0.201,
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@@ -2674,8 +2474,8 @@
         {
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-          "similarity": 0.538,
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@@ -2706,7 +2506,7 @@
         {
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@@ -2739,7 +2539,7 @@
           "left_pr_number": 41097,
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@@ -2753,6 +2553,130 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-34667-4",
+      "pr_numbers": [
+        34667,
+        39683,
+        44872,
+        45985
+      ],
+      "representative_pr_number": 45985,
+      "average_similarity": 0.52,
+      "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
+      "shared_filenames": [
+        "src/transformers/generation/utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers/generation",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
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+          "right_pr_number": 45985,
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+          "size_similarity": 0.733,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
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+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
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+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
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+        },
+        {
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+          "concentration_similarity": 1.0,
+          "shared_filenames": [
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+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
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+          "right_pr_number": 45985,
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+          "size_similarity": 0.2,
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+          "shared_filenames": [
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+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
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+          "shared_filenames": [
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+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 39683,
+          "right_pr_number": 44872,
+          "similarity": 0.431,
+          "content_similarity": 0.373,
+          "size_similarity": 0.13,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
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+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45548-4",
       "pr_numbers": [
@@ -2762,7 +2686,7 @@
         46116
       ],
       "representative_pr_number": 45649,
-      "average_similarity": 0.42,
+      "average_similarity": 0.49,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
       "shared_filenames": [
         "src/transformers/modeling_utils.py"
@@ -2774,10 +2698,10 @@
       "pairwise": [
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-          "content_similarity": 0.329,
-          "size_similarity": 0.778,
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@@ -2789,12 +2713,12 @@
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-          "breadth_similarity": 1.0,
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+          "similarity": 0.505,
+          "content_similarity": 0.511,
+          "size_similarity": 0.149,
+          "breadth_similarity": 0.75,
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           "shared_filenames": [
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@@ -2805,11 +2729,11 @@
           ]
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         {
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-          "content_similarity": 0.308,
-          "size_similarity": 0.391,
+          "left_pr_number": 45649,
+          "right_pr_number": 45655,
+          "similarity": 0.495,
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@@ -2821,12 +2745,12 @@
           ]
         },
         {
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-          "similarity": 0.416,
-          "content_similarity": 0.311,
-          "size_similarity": 0.489,
-          "breadth_similarity": 0.75,
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           "concentration_similarity": 1.0,
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@@ -2838,10 +2762,10 @@
         },
         {
           "left_pr_number": 45548,
-          "right_pr_number": 45649,
-          "similarity": 0.38,
-          "content_similarity": 0.332,
-          "size_similarity": 0.149,
+          "right_pr_number": 46116,
+          "similarity": 0.42,
+          "content_similarity": 0.317,
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           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -2855,8 +2779,8 @@
         {
           "left_pr_number": 45548,
           "right_pr_number": 45655,
-          "similarity": 0.339,
-          "content_similarity": 0.265,
+          "similarity": 0.338,
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           "size_similarity": 0.191,
           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -2963,7 +2887,7 @@
           "left_pr_number": 46104,
           "right_pr_number": 46113,
           "similarity": 0.229,
-          "content_similarity": 0.138,
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@@ -3044,8 +2968,8 @@
         {
           "left_pr_number": 44550,
           "right_pr_number": 46106,
-          "similarity": 0.357,
-          "content_similarity": 0.149,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3060,7 +2984,7 @@
           "left_pr_number": 33686,
           "right_pr_number": 44407,
           "similarity": 0.35,
-          "content_similarity": 0.081,
+          "content_similarity": 0.08,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3334,74 +3258,6 @@
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     },
-    {
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-        44893,
-        46173
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-      "average_similarity": 0.524,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #44893.",
-      "shared_filenames": [
-        "src/transformers/cache_utils.py"
-      ],
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@@ -3410,7 +3266,7 @@
         45077
       ],
       "representative_pr_number": 45077,
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