Refresh transformers dataset snapshot 20260605T120123Z

README.md

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 - eval set creation
 
 Notes:
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       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aarnav-144p",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aarnav-144p",
       "repo_first_seen_at": "2026-06-02T18:52:53Z",
-      "repo_last_seen_at": "2026-06-05T05:06:57Z",
+      "repo_last_seen_at": "2026-06-05T06:08:00Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 4,
+      "repo_artifact_count": 5,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 3,
+      "snapshot_comment_count": 4,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "NONE",
@@ -16337,6 +16347,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "Bissmella",
+      "name": "Bissmella Bahaduri",
+      "profile_url": "https://github.com/Bissmella",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABissmella",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABissmella",
+      "repo_first_seen_at": "2026-05-31T07:55:52Z",
+      "repo_last_seen_at": "2026-06-05T10:25:36Z",
+      "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 6,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 5,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "CONTRIBUTOR",
+      "new_to_repo": true,
+      "first_seen_in_snapshot": true,
+      "known_via_prior_merged_pr": false,
+      "report_reason": "first_seen_in_snapshot",
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 2186,
+      "young_account": false,
+      "follow_through_score": "mixed",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 2,
+        "merged_pr_count": 1,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.5,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.5,
+        "distinct_repos_with_authored_prs": 2,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46440,
+            "title": "[Modular] Add `no_inherit_decorators` sentinel to prevent incorrect kernel decorator inheritance",
+            "url": "https://github.com/huggingface/transformers/pull/46440",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-05T10:25:36Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "Bluear7878",
       "name": "SMG",
@@ -19989,63 +20056,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "lowzhao",
-      "name": "Low, Zhi Hao",
-      "profile_url": "https://github.com/lowzhao",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alowzhao",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alowzhao",
-      "repo_first_seen_at": "2026-04-06T08:41:40Z",
-      "repo_last_seen_at": "2026-04-06T08:41:40Z",
-      "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": "CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 3244,
-      "young_account": false,
-      "follow_through_score": "strong",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 1,
-        "merged_pr_count": 1,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 0,
-        "merged_pr_rate": 1.0,
-        "closed_unmerged_pr_rate": 0.0,
-        "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": 45262,
-            "title": "doc: fix TokenizersBackend.convert_to_native_format docstring",
-            "url": "https://github.com/huggingface/transformers/pull/45262",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-06T08:41:40Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "lucaspirola",
       "name": null,
@@ -20517,7 +20527,7 @@
       "snapshot_comment_count": 0,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -20549,7 +20559,7 @@
             "number": 46425,
             "title": "Add support for RADIO models",
             "url": "https://github.com/huggingface/transformers/pull/46425",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-04T18:30:50Z"
@@ -21529,7 +21539,7 @@
             "number": 46390,
             "title": "Fix typo in mm_grounding_dino converter",
             "url": "https://github.com/huggingface/transformers/pull/46390",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-03T21:30:23Z"

new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260605T060128Z`
-- Generated: `2026-06-05T06:02:24Z`
+- Snapshot: `20260605T120123Z`
+- Generated: `2026-06-05T12:03:29Z`
 - Activity window: `60d`
 - Contributors: `356`
 
@@ -21,19 +21,19 @@
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 46 | 0 | strong | low | low | targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 39 | 1 | strong | moderate | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 34 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
+| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 34 | 0 | strong | low | low | targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 33 | 20 | strong | low | low | targets high-star repos |
-| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 33 | 0 | strong | low | low | targets high-star repos |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
 | `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` | 24 | 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 |
-| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 21 | 3 | strong | low | low | — |
+| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 21 | 4 | strong | low | low | — |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 21 | 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` | 20 | 0 | mixed | moderate | low | — |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 19 | 0 | strong | moderate | low | — |
+| `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 19 | 0 | n/a | n/a | n/a | summary unavailable |
 | `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 |
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 18 | 2 | strong | low | low | high recent PR volume; 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 |
 | `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` | 16 | 0 | strong | moderate | low | targets high-star repos |
 | `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -44,18 +44,21 @@
 | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
 | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 7 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | CONTRIBUTOR | 9d | `2026-04-22T13:14:19Z` | 6 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
+| `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 6 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `kchpp940` | [profile](https://github.com/kchpp940) | no | NONE | 375d | `2026-04-18T01:12:45Z` | 6 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `XciD` | [profile](https://github.com/XciD) | no | MEMBER | 4481d | `2026-05-14T05:53:53Z` | 6 | 0 | mixed | high | low | extremely high recent PR volume; broad repo spread |
 | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
 | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 5 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
 | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 5 | 0 | strong | low | low | — |
 | `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 |
+| `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 4 | 0 | n/a | n/a | n/a | summary unavailable |
 | `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
-| `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 4 | 0 | strong | low | low | — |
 | `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `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 |
+| `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
 | `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 |
 | `SebTardif` | [profile](https://github.com/SebTardif) | no | CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -63,7 +66,6 @@
 | `TheShreyanshiDwivedi` | [profile](https://github.com/TheShreyanshiDwivedi) | no | NONE | 87d | `2026-05-15T10:01:57Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 3 | 2 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Chao1Han` | [profile](https://github.com/Chao1Han) | no | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 3 | 0 | mixed | moderate | low | high open PR share |
-| `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 3 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `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 |
@@ -72,11 +74,11 @@
 | `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 7 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 6 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
 | `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2025-03-12T07:35:51Z` | 6 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 5 | 0 | strong | moderate | low | high recent PR volume; 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 |
 | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 5 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
 | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
+| `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 4 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 4 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3573d | `2026-04-02T19:05:35Z` | 3 | 0 | strong | low | low | targets high-star repos |
 | `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 |
@@ -109,10 +111,9 @@
 | `Jaeyo314` | [profile](https://github.com/Jaeyo314) | no | FIRST_TIMER | 289d | `2026-05-26T16:18:11Z` | 2 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `jonghwanhyeon` | [profile](https://github.com/jonghwanhyeon) | no | CONTRIBUTOR | 5135d | `2026-04-21T11:42:03Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `JulietChinenyeDuru` | [profile](https://github.com/JulietChinenyeDuru) | yes | FIRST_TIME_CONTRIBUTOR | 357d | `2026-06-05T04:17:33Z` | 2 | 0 | weak | low | low | young account; high open PR share |
+| `JulietChinenyeDuru` | [profile](https://github.com/JulietChinenyeDuru) | no | NONE | 357d | `2026-06-05T04:17:33Z` | 2 | 0 | weak | low | low | young account; high open PR share |
 | `Kaz-scr` | [profile](https://github.com/Kaz-scr) | no | FIRST_TIME_CONTRIBUTOR | 1941d | `2026-04-30T15:39:40Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `KetanP1618` | [profile](https://github.com/KetanP1618) | no | FIRST_TIME_CONTRIBUTOR | 1632d | `2026-04-06T17:41:14Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 2 | 0 | strong | moderate | low | high recent PR volume |
 | `lgeiger` | [profile](https://github.com/lgeiger) | no | CONTRIBUTOR | 3947d | `2026-04-30T12:35:42Z` | 2 | 0 | mixed | moderate | low | — |
 | `louzongzhi` | [profile](https://github.com/louzongzhi) | no | CONTRIBUTOR | 1325d | `2026-04-14T05:14:08Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `Mamiglia` | [profile](https://github.com/Mamiglia) | no | CONTRIBUTOR | 3093d | `2026-05-08T16:06:43Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -144,7 +145,6 @@
 | `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 |
 | `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 |
 | `bhargav-patel-29` | [profile](https://github.com/bhargav-patel-29) | no | FIRST_TIME_CONTRIBUTOR | 267d | `2026-02-05T02:43:45Z` | 3 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
-| `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `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 |
 | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | high open PR share |
 | `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 |
@@ -217,7 +217,7 @@
 | `anagnorisis2peripeteia` | [profile](https://github.com/anagnorisis2peripeteia) | no | FIRST_TIME_CONTRIBUTOR | 1130d | `2026-05-07T07:28:52Z` | 1 | 0 | weak | high | low | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `andreay99` | [profile](https://github.com/andreay99) | no | NONE | 1374d | `2026-05-09T02:34:44Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `andrewor14` | [profile](https://github.com/andrewor14) | no | CONTRIBUTOR | 4996d | `2026-04-08T15:42:16Z` | 1 | 0 | strong | moderate | low | — |
-| `andylin-hao` | [profile](https://github.com/andylin-hao) | no | FIRST_TIME_CONTRIBUTOR | 3162d | `2026-06-04T03:53:20Z` | 1 | 0 | strong | moderate | low | — |
+| `andylin-hao` | [profile](https://github.com/andylin-hao) | no | CONTRIBUTOR | 3162d | `2026-06-04T03:53:20Z` | 1 | 0 | strong | moderate | low | — |
 | `ansley` | [profile](https://github.com/ansley) | no | NONE | 2296d | `2026-04-09T14:31:40Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Apeksha23-hub` | [profile](https://github.com/Apeksha23-hub) | no | FIRST_TIME_CONTRIBUTOR | 79d | `2026-05-16T13:17:12Z` | 1 | 0 | mixed | low | low | very new account; no visible non-self stars; targets high-star repos |
 | `ArkaD171717` | [profile](https://github.com/ArkaD171717) | no | FIRST_TIME_CONTRIBUTOR | 1206d | `2026-05-02T09:31:22Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -229,6 +229,7 @@
 | `AzeezIsh` | [profile](https://github.com/AzeezIsh) | no | FIRST_TIME_CONTRIBUTOR | 1650d | `2026-06-04T16:46:37Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `Beichen-Ma` | [profile](https://github.com/Beichen-Ma) | no | FIRST_TIME_CONTRIBUTOR | 1684d | `2026-04-20T23:21:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `belamaran96-coder` | [profile](https://github.com/belamaran96-coder) | no | NONE | 288d | `2026-05-03T16:53:02Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
+| `Bissmella` | [profile](https://github.com/Bissmella) | yes | CONTRIBUTOR | 2186d | `2026-05-31T07:55:52Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 1 | 0 | mixed | low | low | — |
 | `blut-agent` | [profile](https://github.com/blut-agent) | no | FIRST_TIME_CONTRIBUTOR | 23d | `2026-05-16T06:31:21Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | NONE | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -293,7 +294,6 @@
 | `lalitha2410` | [profile](https://github.com/lalitha2410) | no | FIRST_TIMER | 1043d | `2026-05-17T13:42:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `lanxuejin` | [profile](https://github.com/lanxuejin) | no | FIRST_TIME_CONTRIBUTOR | 2869d | `2026-06-04T12:32:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `lianakoleva` | [profile](https://github.com/lianakoleva) | no | NONE | 2780d | `2026-05-13T17:04:37Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
-| `lowzhao` | [profile](https://github.com/lowzhao) | no | CONTRIBUTOR | 3244d | `2026-04-06T08:41:40Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `lucaspirola` | [profile](https://github.com/lucaspirola) | no | FIRST_TIME_CONTRIBUTOR | 4682d | `2026-04-27T23:02:07Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `lvliang-intel` | [profile](https://github.com/lvliang-intel) | no | CONTRIBUTOR | 1455d | `2026-04-17T14:12:41Z` | 1 | 0 | mixed | low | low | — |
 | `MaciejBalaNV` | [profile](https://github.com/MaciejBalaNV) | no | FIRST_TIME_CONTRIBUTOR | 717d | `2026-05-21T19:47:46Z` | 1 | 0 | weak | moderate | low | high open PR share |
@@ -302,7 +302,7 @@
 | `marvinzh` | [profile](https://github.com/marvinzh) | no | CONTRIBUTOR | 4429d | `2026-04-07T06:49:34Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `massimilianoviola` | [profile](https://github.com/massimilianoviola) | no | CONTRIBUTOR | 2120d | `2026-05-11T07:00:47Z` | 1 | 0 | mixed | low | low | high open PR share |
 | `mathceo` | [profile](https://github.com/mathceo) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-04-16T09:30:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `meatybobby` | [profile](https://github.com/meatybobby) | no | FIRST_TIME_CONTRIBUTOR | 4220d | `2026-06-04T18:30:50Z` | 1 | 0 | weak | low | low | high open PR share |
+| `meatybobby` | [profile](https://github.com/meatybobby) | no | NONE | 4220d | `2026-06-04T18:30:50Z` | 1 | 0 | weak | low | low | high open PR share |
 | `Melnuno` | [profile](https://github.com/Melnuno) | no | NONE | 2376d | `2026-05-05T17:30:41Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Mi-Jiazhi` | [profile](https://github.com/Mi-Jiazhi) | no | FIRST_TIME_CONTRIBUTOR | 2414d | `2026-06-04T14:08:08Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `MinuriRajapakse` | [profile](https://github.com/MinuriRajapakse) | no | FIRST_TIME_CONTRIBUTOR | 1037d | `2026-04-29T06:12:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -410,7 +410,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46420: Run repository consistency checkers in parallel](https://github.com/huggingface/transformers/pull/46420) — open
+- [PR #46420: Run repository consistency checkers in parallel](https://github.com/huggingface/transformers/pull/46420) — open, draft
 - [PR #46418: [DON'T MERGE] verify PR CI workflow comment](https://github.com/huggingface/transformers/pull/46418) — closed
 - [PR #46415: ci: mention code quality failure in CI dashboard comment](https://github.com/huggingface/transformers/pull/46415) — closed, merged
 
@@ -472,12 +472,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
 - repo first seen: `2024-09-26T09:23:39Z`
-- repo last seen: `2026-06-04T15:35:56Z`
+- repo last seen: `2026-06-05T09:52:45Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **85**
 - snapshot authored PRs/issues: **85 PRs / 0 issues**
-- snapshot discussion activity: **589 comments / 903 reviews / 1961 review comments**
+- snapshot discussion activity: **591 comments / 908 reviews / 1965 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`
@@ -571,12 +571,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
-- repo last seen: `2026-06-04T17:26:08Z`
+- repo last seen: `2026-06-05T09:45:17Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **49**
 - snapshot authored PRs/issues: **47 PRs / 2 issues**
-- snapshot discussion activity: **614 comments / 1105 reviews / 4483 review comments**
+- snapshot discussion activity: **619 comments / 1116 reviews / 4526 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
@@ -596,12 +596,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
 - repo first seen: `2023-02-27T14:00:41Z`
-- repo last seen: `2026-06-04T14:15:33Z`
+- repo last seen: `2026-06-05T11:23:00Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **46 PRs / 0 issues**
-- snapshot discussion activity: **728 comments / 250 reviews / 135 review comments**
+- snapshot discussion activity: **733 comments / 250 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`
@@ -632,7 +632,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #46367: enable deepseek v4 flash in xpu](https://github.com/huggingface/transformers/pull/46367) — open, draft
+- [PR #46367: enable deepseek v4 flash in xpu](https://github.com/huggingface/transformers/pull/46367) — closed, draft
 - [PR #46366: extend deepseek v4 test to xpu](https://github.com/huggingface/transformers/pull/46366) — open
 - [PR #46252: find pytest launch error in torch 2.13.0.dev20260526](https://github.com/huggingface/transformers/pull/46252) — closed, merged
 - [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed
@@ -660,6 +660,29 @@ Example artifacts:
 - [PR #46409: WIP: Add mimimax m2 7](https://github.com/huggingface/transformers/pull/46409) — closed
 - [PR #46341: Fix tokenizer keep_accents defaults and update integration tests](https://github.com/huggingface/transformers/pull/46341) — open
 
+### `remi-or`
+
+- profile: [github.com/remi-or](https://github.com/remi-or)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
+- repo first seen: `2026-01-13T09:15:18Z`
+- repo last seen: `2026-06-05T08:05:12Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **34**
+- snapshot authored PRs/issues: **34 PRs / 0 issues**
+- snapshot discussion activity: **52 comments / 155 reviews / 164 review comments**
+- account age: **1813 days**
+- recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #46434: [CB] Add a "max_requests_per_batch" parameter](https://github.com/huggingface/transformers/pull/46434) — open
+- [PR #46376: [CB] [Major] Add multimodal support to continous batching](https://github.com/huggingface/transformers/pull/46376) — open, draft
+- [PR #46251: [CB] Fix crashes when fork is not possible](https://github.com/huggingface/transformers/pull/46251) — closed, merged
+
 ### `harshaljanjani`
 
 - profile: [github.com/harshaljanjani](https://github.com/harshaljanjani)
@@ -686,29 +709,6 @@ Example artifacts:
 - [Issue #45072: [BUG][CI] SwitchTransformers and TimmWrapperModel dtype mismatches in bfloat16 inference](https://github.com/huggingface/transformers/issues/45072) — closed
 - [Issue #44898: [BUG] Perceiver image classification (non-default res) fails even with interpolate_pos_encoding=True](https://github.com/huggingface/transformers/issues/44898) — closed
 
-### `remi-or`
-
-- profile: [github.com/remi-or](https://github.com/remi-or)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
-- repo first seen: `2026-01-13T09:15:18Z`
-- repo last seen: `2026-06-04T12:15:47Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **33**
-- snapshot authored PRs/issues: **33 PRs / 0 issues**
-- snapshot discussion activity: **52 comments / 155 reviews / 164 review comments**
-- account age: **1813 days**
-- recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #46376: [CB] [Major] Add multimodal support to continous batching](https://github.com/huggingface/transformers/pull/46376) — open, draft
-- [PR #46251: [CB] Fix crashes when fork is not possible](https://github.com/huggingface/transformers/pull/46251) — closed, merged
-- [PR #46242: [Distributed] Reformat tensor parallel](https://github.com/huggingface/transformers/pull/46242) — open, draft
-
 ### `yonigozlan`
 
 - profile: [github.com/yonigozlan](https://github.com/yonigozlan)
@@ -813,12 +813,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
 - repo first seen: `2025-07-04T08:41:29Z`
-- repo last seen: `2026-06-04T12:14:23Z`
+- repo last seen: `2026-06-05T11:52:58Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **24**
-- snapshot authored PRs/issues: **21 PRs / 3 issues**
-- snapshot discussion activity: **61 comments / 266 reviews / 235 review comments**
+- repo primary artifacts: **25**
+- snapshot authored PRs/issues: **21 PRs / 4 issues**
+- snapshot discussion activity: **62 comments / 278 reviews / 245 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`
@@ -826,12 +826,12 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #46407: Triton finegrained fp8/fp4](https://github.com/huggingface/transformers/pull/46407) — open, draft
+- [PR #46407: Triton finegrained fp8/fp4](https://github.com/huggingface/transformers/pull/46407) — open
 - [PR #46384: DSv4 static cache](https://github.com/huggingface/transformers/pull/46384) — open, draft
 - [PR #46378: Fix dsv4 dequant + tp/ep](https://github.com/huggingface/transformers/pull/46378) — closed, merged
+- [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
 - [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
 - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
-- [Issue #43317: device_map=auto fails to load the dequantized model on gpu+cpu offload](https://github.com/huggingface/transformers/issues/43317) — closed
 
 ### `3outeille`
 
@@ -863,12 +863,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
 - repo first seen: `2025-12-24T11:54:53Z`
-- repo last seen: `2026-06-05T02:43:38Z`
+- repo last seen: `2026-06-05T07:31:19Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **20**
 - snapshot authored PRs/issues: **20 PRs / 0 issues**
-- snapshot discussion activity: **19 comments / 59 reviews / 59 review comments**
+- snapshot discussion activity: **20 comments / 59 reviews / 59 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
@@ -903,6 +903,30 @@ 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
 
+### `hf-security-analysis[bot]`
+
+- profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahf-security-analysis%5Bbot%5D)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahf-security-analysis%5Bbot%5D)
+- repo first seen: `2026-03-11T15:39:30Z`
+- repo last seen: `2026-06-05T07:29:17Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **19**
+- snapshot authored PRs/issues: **19 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 'hf-security-analysis[bot]'."}]`
+
+Example artifacts:
+- [PR #46432: chore: update ssh-runner.yml](https://github.com/huggingface/transformers/pull/46432) — open
+- [PR #46138: chore: update self-comment-ci.yml](https://github.com/huggingface/transformers/pull/46138) — open
+- [PR #45971: chore: update pr_build_doc_with_comment.yml](https://github.com/huggingface/transformers/pull/45971) — closed
+
 ### `tomaarsen`
 
 - profile: [github.com/tomaarsen](https://github.com/tomaarsen)
@@ -954,30 +978,6 @@ 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
 
-### `hf-security-analysis[bot]`
-
-- profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahf-security-analysis%5Bbot%5D)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahf-security-analysis%5Bbot%5D)
-- repo first seen: `2026-03-11T15:39:30Z`
-- repo last seen: `2026-05-21T09:57:53Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **18**
-- snapshot authored PRs/issues: **18 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 'hf-security-analysis[bot]'."}]`
-
-Example artifacts:
-- [PR #46138: chore: update self-comment-ci.yml](https://github.com/huggingface/transformers/pull/46138) — open
-- [PR #45971: chore: update pr_build_doc_with_comment.yml](https://github.com/huggingface/transformers/pull/45971) — closed
-- [PR #45970: chore: update build-ci-docker-images.yml](https://github.com/huggingface/transformers/pull/45970) — closed
-
 ### `kashif`
 
 - profile: [github.com/kashif](https://github.com/kashif)
@@ -1212,6 +1212,29 @@ Example artifacts:
 - [PR #46329: perf(feature_extraction_sequence): skip re-splitting already-batched numpy arrays in pad()](https://github.com/huggingface/transformers/pull/46329) — closed, merged
 - [PR #46313: fix(image_processing): don't warn/import on non-Fast attribute probes](https://github.com/huggingface/transformers/pull/46313) — closed
 
+### `BenjaminBossan`
+
+- profile: [github.com/BenjaminBossan](https://github.com/BenjaminBossan)
+- 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: `2026-06-05T10:55:11Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **6 PRs / 0 issues**
+- snapshot discussion activity: **29 comments / 12 reviews / 15 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`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #46442: Bump min peft 0.19.1 remove weight conversion duplicate code](https://github.com/huggingface/transformers/pull/46442) — open
+- [PR #45682: FIX Restore LoRA hotswapping functionality](https://github.com/huggingface/transformers/pull/45682) — open
+- [PR #45679: TST Run fast PEFT tests in normal CI](https://github.com/huggingface/transformers/pull/45679) — open
+
 ### `kchpp940`
 
 - profile: [github.com/kchpp940](https://github.com/kchpp940)
@@ -1330,6 +1353,29 @@ Example artifacts:
 - [PR #46356: [docs] Romanian translation of `fast_tokenizers.md`, `custom_tokenizers.md`, `tokenizer_summary.md`, `image_processors.md` and `video_processors.md`.](https://github.com/huggingface/transformers/pull/46356) — closed, merged
 - [PR #46345: [docs] Romanian translation of `contributing.md`, `modular_transformers.md`, `multimodal_processing.md`, `add_vision_processing_components.md`, `add_audio_processing_components.md`, `modeling_rules.md`, `model_output_tracing.md`, `auto_docstring.md`, `testing.md`, `pr_checks.md` and `add_new_model.md` .](https://github.com/huggingface/transformers/pull/46345) — closed, merged
 
+### `guarin`
+
+- profile: [github.com/guarin](https://github.com/guarin)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
+- repo first seen: `2026-05-12T18:20:58Z`
+- repo last seen: `2026-06-05T11:24:01Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **20 comments / 87 reviews / 100 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`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #46438: Speed up modular conversion by reusing process pool](https://github.com/huggingface/transformers/pull/46438) — open
+- [PR #46344: Fix flip_back graph break](https://github.com/huggingface/transformers/pull/46344) — closed, merged
+- [PR #46163: Return logits from semantic segmentation post-process](https://github.com/huggingface/transformers/pull/46163) — open, draft
+
 ### `sirzechs66`
 
 - profile: [github.com/sirzechs66](https://github.com/sirzechs66)
@@ -1377,6 +1423,29 @@ Example artifacts:
 - [PR #45442: Update workflow references to new commit hash](https://github.com/huggingface/transformers/pull/45442) — closed, merged
 - [Issue #45182: 🔒 Track: Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/issues/45182) — closed
 
+### `curnane-lab`
+
+- profile: [github.com/curnane-lab](https://github.com/curnane-lab)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acurnane-lab)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acurnane-lab)
+- repo first seen: `2026-04-24T15:14:11Z`
+- repo last seen: `2026-06-05T07:52:48Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- account age: **248 days**
+- recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **young account; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46433: feat(qwen3.5+trainer): MTP training loss plumbing aligned with #46229](https://github.com/huggingface/transformers/pull/46433) — closed
+- [PR #46428: Pr 46229](https://github.com/huggingface/transformers/pull/46428) — closed
+- [PR #45638: Add Multi-Token Prediction (MTP) support for Qwen3.5](https://github.com/huggingface/transformers/pull/45638) — open
+
 ### `dependabot[bot]`
 
 - profile: [github.com/dependabot[bot]](https://github.com/dependabot[bot])
@@ -1424,29 +1493,6 @@ Example artifacts:
 - [PR #46009: hf_argparser: fix TypeError when resolving Optional of generic type](https://github.com/huggingface/transformers/pull/46009) — closed
 - [PR #45952: hf_argparser: fix parse_yaml_file missing utf-8 encoding and wrong docstring](https://github.com/huggingface/transformers/pull/45952) — closed
 
-### `guarin`
-
-- profile: [github.com/guarin](https://github.com/guarin)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
-- repo first seen: `2026-05-12T18:20:58Z`
-- repo last seen: `2026-06-03T17:17:57Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **19 comments / 83 reviews / 96 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`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #46344: Fix flip_back graph break](https://github.com/huggingface/transformers/pull/46344) — open
-- [PR #46163: Return logits from semantic segmentation post-process](https://github.com/huggingface/transformers/pull/46163) — open, draft
-- [PR #46137: Update self-comment-ci](https://github.com/huggingface/transformers/pull/46137) — closed, merged
-
 ### `irfaan101`
 
 - profile: [github.com/irfaan101](https://github.com/irfaan101)
@@ -1493,6 +1539,29 @@ 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
 
+### `kpal002`
+
+- profile: [github.com/kpal002](https://github.com/kpal002)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akpal002)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akpal002)
+- repo first seen: `2026-05-30T07:56:05Z`
+- repo last seen: `2026-06-05T08:39:54Z`
+- 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 / 0 reviews / 0 review comments**
+- account age: **2595 days**
+- recent public PR activity: **44 PRs** (35 merged / 1 closed-unmerged / 8 open; merged rate **80%**, closed-unmerged rate **2%**, open rate **18%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #46437: [Modular Converter] Strip @use_kernelized_func(fn) when fn lacks @use_kernel_func_from_hub](https://github.com/huggingface/transformers/pull/46437) — open
+- [PR #46435: [Tests] Add regression tests for use_kernels=True crash on Qwen3Next and Qwen3.5](https://github.com/huggingface/transformers/pull/46435) — closed
+- [PR #46391: docs: wrap sam3-litetext inference example in torch.inference_mode()](https://github.com/huggingface/transformers/pull/46391) — open
+
 ### `rtrompier`
 
 - profile: [github.com/rtrompier](https://github.com/rtrompier)
@@ -1656,29 +1725,6 @@ Example artifacts:
 - [PR #45989: [Llama4] Adopt `@use_experts_implementation` standard interface](https://github.com/huggingface/transformers/pull/45989) — closed
 - [PR #45976: Fix `MoeTensorParalellExperts` crash for Llama4 pre-weighted MoE experts (EP support)](https://github.com/huggingface/transformers/pull/45976) — closed
 
-### `curnane-lab`
-
-- profile: [github.com/curnane-lab](https://github.com/curnane-lab)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acurnane-lab)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acurnane-lab)
-- repo first seen: `2026-04-24T15:14:11Z`
-- repo last seen: `2026-06-05T03:00:10Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **248 days**
-- recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **young account; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46428: Pr 46229](https://github.com/huggingface/transformers/pull/46428) — closed
-- [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
-
 ### `Prachi-kushwaha`
 
 - profile: [github.com/Prachi-kushwaha](https://github.com/Prachi-kushwaha)
@@ -1800,12 +1846,12 @@ Example artifacts:
 - 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: `2026-06-04T16:19:33Z`
+- repo last seen: `2026-06-05T09:57:07Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **7 PRs / 1 issues**
-- snapshot discussion activity: **33 comments / 183 reviews / 543 review comments**
+- snapshot discussion activity: **34 comments / 184 reviews / 544 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
@@ -1813,7 +1859,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46422: put output_hidden_states into filter_output_hidden_states](https://github.com/huggingface/transformers/pull/46422) — open, draft
+- [PR #46422: put output_hidden_states into filter_output_hidden_states](https://github.com/huggingface/transformers/pull/46422) — open
 - [PR #46266: 🚨 🚨Bring some dinos to modern standards](https://github.com/huggingface/transformers/pull/46266) — open
 - [PR #44160: Add model lerobot PI0 to transformers](https://github.com/huggingface/transformers/pull/44160) — closed, merged
 - [Issue #43979: Call to contributions: refactor output tracing in transformers](https://github.com/huggingface/transformers/issues/43979) — closed
@@ -1864,29 +1910,6 @@ Example artifacts:
 - [PR #45328: Update Gemma4 weight conversion script](https://github.com/huggingface/transformers/pull/45328) — closed, merged
 - [PR #45192: casually dropping the most capable open weights on the planet](https://github.com/huggingface/transformers/pull/45192) — closed, merged
 
-### `BenjaminBossan`
-
-- profile: [github.com/BenjaminBossan](https://github.com/BenjaminBossan)
-- 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: `2026-06-04T15:49:50Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **29 comments / 12 reviews / 15 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`
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #45682: FIX Restore LoRA hotswapping functionality](https://github.com/huggingface/transformers/pull/45682) — open
-- [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
-
 ### `juliendenize`
 
 - profile: [github.com/juliendenize](https://github.com/juliendenize)
@@ -1983,6 +2006,29 @@ Example artifacts:
 - [PR #43915: add PaddleOCR-VL conversion](https://github.com/huggingface/transformers/pull/43915) — closed
 - [Issue #41950: video-classification pipeline looks for image processors](https://github.com/huggingface/transformers/issues/41950) — open
 
+### `he-yufeng`
+
+- profile: [github.com/he-yufeng](https://github.com/he-yufeng)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahe-yufeng)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahe-yufeng)
+- repo first seen: `2026-03-14T18:33:53Z`
+- repo last seen: `2026-06-05T08:23:53Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **6 comments / 2 reviews / 2 review comments**
+- account age: **2909 days**
+- recent public PR activity: **326 PRs** (56 merged / 72 closed-unmerged / 198 open; merged rate **17%**, closed-unmerged rate **22%**, open rate **61%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46436: fix: honor static cache max len config](https://github.com/huggingface/transformers/pull/46436) — 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
+
 ### `sergiopaniego`
 
 - profile: [github.com/sergiopaniego](https://github.com/sergiopaniego)
@@ -2463,12 +2509,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADovis01)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADovis01)
 - repo first seen: `2026-06-02T09:04:53Z`
-- repo last seen: `2026-06-03T08:39:53Z`
+- repo last seen: `2026-06-05T08:42:18Z`
 - 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**
+- snapshot discussion activity: **0 comments / 3 reviews / 3 review comments**
 - account age: **2009 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
@@ -2707,8 +2753,8 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJulietChinenyeDuru)
 - repo first seen: `2026-06-05T04:17:33Z`
 - repo last seen: `2026-06-05T04:46:40Z`
-- first seen in snapshot: **yes**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- first seen in snapshot: **no**
+- repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
@@ -2719,8 +2765,8 @@ Example artifacts:
 - heuristic read: **young account; high open PR share**
 
 Example artifacts:
-- [PR #46430: docs: fix grammar in llm_tutorial.md (A LLM -> An LLM)](https://github.com/huggingface/transformers/pull/46430) — open
-- [PR #46429: docs: improve clarity of local build guidance in README](https://github.com/huggingface/transformers/pull/46429) — open
+- [PR #46430: docs: fix grammar in llm_tutorial.md (A LLM -> An LLM)](https://github.com/huggingface/transformers/pull/46430) — closed
+- [PR #46429: docs: improve clarity of local build guidance in README](https://github.com/huggingface/transformers/pull/46429) — closed
 
 ### `Kaz-scr`
 
@@ -2766,28 +2812,6 @@ Example artifacts:
 - [PR #45267: Add docstring to FFN.forward in DistilBERT](https://github.com/huggingface/transformers/pull/45267) — open
 - [PR #45266: Add docstrings to AlbertMLMHead and AlbertSOPHead forward methods](https://github.com/huggingface/transformers/pull/45266) — closed
 
-### `kpal002`
-
-- profile: [github.com/kpal002](https://github.com/kpal002)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akpal002)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akpal002)
-- repo first seen: `2026-05-30T07:56:05Z`
-- repo last seen: `2026-06-03T21:41:32Z`
-- 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: **2595 days**
-- recent public PR activity: **44 PRs** (35 merged / 1 closed-unmerged / 8 open; merged rate **80%**, closed-unmerged rate **2%**, open rate **18%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume**
-
-Example artifacts:
-- [PR #46391: docs: wrap sam3-litetext inference example in torch.inference_mode()](https://github.com/huggingface/transformers/pull/46391) — open
-- [PR #46296: [Qwen3VL] Fix video token placeholder: use self.video_token instead of hardcoded "<|placeholder|>"](https://github.com/huggingface/transformers/pull/46296) — closed, merged
-
 ### `lgeiger`
 
 - profile: [github.com/lgeiger](https://github.com/lgeiger)
@@ -3213,12 +3237,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
 - repo first seen: `2025-07-25T12:59:52Z`
-- repo last seen: `2026-06-04T16:33:19Z`
+- repo last seen: `2026-06-05T12:00:30Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **10 PRs / 0 issues**
-- snapshot discussion activity: **66 comments / 286 reviews / 763 review comments**
+- snapshot discussion activity: **66 comments / 292 reviews / 769 review comments**
 - account age: **4714 days**
 - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: `LCAV`
@@ -3496,29 +3520,6 @@ Example artifacts:
 - [PR #43888: Support for BharatGen's Param2MoE model architecture](https://github.com/huggingface/transformers/pull/43888) — closed
 - [PR #43752: Param2moe v4.52.3](https://github.com/huggingface/transformers/pull/43752) — closed
 
-### `he-yufeng`
-
-- profile: [github.com/he-yufeng](https://github.com/he-yufeng)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahe-yufeng)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahe-yufeng)
-- repo first seen: `2026-03-14T18:33:53Z`
-- repo last seen: `2026-05-28T08:55:23Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 2 reviews / 2 review comments**
-- account age: **2909 days**
-- recent public PR activity: **326 PRs** (56 merged / 72 closed-unmerged / 198 open; merged rate **17%**, closed-unmerged rate **22%**, open rate **61%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #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
-
 ### `khushali9`
 
 - profile: [github.com/khushali9](https://github.com/khushali9)
@@ -5104,7 +5105,7 @@ Example artifacts:
 - repo first seen: `2026-06-04T03:53:20Z`
 - repo last seen: `2026-06-04T13:26:10Z`
 - 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 / 1 reviews / 1 review comments**
@@ -5115,7 +5116,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #46393: fix: compatibility with torch<=2.7](https://github.com/huggingface/transformers/pull/46393) — open
+- [PR #46393: fix: compatibility with torch<=2.7](https://github.com/huggingface/transformers/pull/46393) — closed, merged
 
 ### `ansley`
 
@@ -5186,12 +5187,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aarnav-144p)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aarnav-144p)
 - repo first seen: `2026-06-02T18:52:53Z`
-- repo last seen: `2026-06-05T05:06:57Z`
+- repo last seen: `2026-06-05T06:08:00Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - 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: **634 days**
 - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: none visible
@@ -5348,6 +5349,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45754: Fix mps device check for moe histogram routing](https://github.com/huggingface/transformers/pull/45754) — closed
 
+### `Bissmella`
+
+- profile: [github.com/Bissmella](https://github.com/Bissmella)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABissmella)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABissmella)
+- repo first seen: `2026-05-31T07:55:52Z`
+- repo last seen: `2026-06-05T10:25:36Z`
+- first seen in snapshot: **yes**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
+- account age: **2186 days**
+- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46440: [Modular] Add `no_inherit_decorators` sentinel to prevent incorrect kernel decorator inheritance](https://github.com/huggingface/transformers/pull/46440) — open
+
 ### `Bluear7878`
 
 - profile: [github.com/Bluear7878](https://github.com/Bluear7878)
@@ -6693,27 +6715,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45948: fix feature extractor error messages to mention processor_config.json](https://github.com/huggingface/transformers/pull/45948) — closed
 
-### `lowzhao`
-
-- profile: [github.com/lowzhao](https://github.com/lowzhao)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alowzhao)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alowzhao)
-- repo first seen: `2026-04-06T08:41:40Z`
-- repo last seen: `2026-04-06T08:41:40Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3244 days**
-- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #45262: doc: fix TokenizersBackend.convert_to_native_format docstring](https://github.com/huggingface/transformers/pull/45262) — closed, merged
-
 ### `lucaspirola`
 
 - profile: [github.com/lucaspirola](https://github.com/lucaspirola)
@@ -6890,7 +6891,7 @@ Example artifacts:
 - repo first seen: `2026-06-04T18:30:50Z`
 - repo last seen: `2026-06-04T18:30:50Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -6901,7 +6902,7 @@ Example artifacts:
 - heuristic read: **high open PR share**
 
 Example artifacts:
-- [PR #46425: Add support for RADIO models](https://github.com/huggingface/transformers/pull/46425) — open
+- [PR #46425: Add support for RADIO models](https://github.com/huggingface/transformers/pull/46425) — closed
 
 ### `Melnuno`
 
@@ -7258,7 +7259,7 @@ Example artifacts:
 - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46390: Fix typo in mm_grounding_dino converter](https://github.com/huggingface/transformers/pull/46390) — open
+- [PR #46390: Fix typo in mm_grounding_dino converter](https://github.com/huggingface/transformers/pull/46390) — closed
 
 ### `Protocol-zero-0`
 

new_contributors.parquet

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         46339
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       "summary": "3 open PRs share weighted file overlap around `tests/kernels/test_kernels.py`, `src/transformers/integrations/hub_kernels.py`, `src/transformers/core_model_loading.py`; representative PR #46339.",
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       "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
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@@ -3009,7 +3009,7 @@
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+      "summary": "3 open PRs share weighted file overlap around `tests/generation/test_utils.py`, `src/transformers/generation/candidate_generator.py`, `src/transformers/generation/utils.py`; representative PR #46124.",
+      "shared_filenames": [
+        "tests/generation/test_utils.py",
+        "src/transformers/generation/candidate_generator.py",
+        "src/transformers/generation/utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers/generation",
+        "tests/generation",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46124,
+          "right_pr_number": 46436,
+          "similarity": 0.458,
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+          "size_similarity": 0.966,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.922,
+          "shared_filenames": [
+            "tests/generation/test_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "tests/generation",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 42655,
+          "right_pr_number": 46124,
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+          "content_similarity": 0.463,
+          "size_similarity": 0.038,
+          "breadth_similarity": 0.417,
+          "concentration_similarity": 0.753,
+          "shared_filenames": [
+            "src/transformers/generation/candidate_generator.py",
+            "tests/generation/test_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "tests/generation",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 42655,
+          "right_pr_number": 46436,
+          "similarity": 0.284,
+          "content_similarity": 0.29,
+          "size_similarity": 0.039,
+          "breadth_similarity": 0.417,
+          "concentration_similarity": 0.676,
+          "shared_filenames": [
+            "src/transformers/generation/utils.py",
+            "tests/generation/test_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "tests/generation",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-33686-3",
       "pr_numbers": [
@@ -3310,7 +3394,7 @@
           "left_pr_number": 33686,
           "right_pr_number": 44550,
           "similarity": 0.384,
-          "content_similarity": 0.12,
+          "content_similarity": 0.121,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3378,7 +3462,7 @@
           "left_pr_number": 44889,
           "right_pr_number": 44981,
           "similarity": 0.399,
-          "content_similarity": 0.158,
+          "content_similarity": 0.157,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.812,
@@ -3646,7 +3730,7 @@
         46267
       ],
       "representative_pr_number": 45847,
-      "average_similarity": 0.855,
+      "average_similarity": 0.854,
       "summary": "2 open PRs share weighted file overlap around `docs/source/en/chat_response_parsing.md`, `src/transformers/cli/serving/utils.py`, `src/transformers/models/gemma4/convert_gemma4_weights.py`; representative PR #45847.",
       "shared_filenames": [
         "docs/source/en/chat_response_parsing.md",
@@ -3672,7 +3756,7 @@
         {
           "left_pr_number": 45847,
           "right_pr_number": 46267,
-          "similarity": 0.855,
+          "similarity": 0.854,
           "content_similarity": 0.851,
           "size_similarity": 0.811,
           "breadth_similarity": 0.925,
@@ -3847,43 +3931,6 @@
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-      "pr_numbers": [
-        46393,
-        46413
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-      "representative_pr_number": 46393,
-      "average_similarity": 0.762,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/finegrained_fp8.py`; representative PR #46393.",
-      "shared_filenames": [
-        "src/transformers/integrations/finegrained_fp8.py"
-      ],
-      "shared_directories": [
-        "src/transformers/integrations",
-        "src/transformers",
-        "src"
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-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/integrations/finegrained_fp8.py"
-          ],
-          "shared_directories": [
-            "src/transformers/integrations",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-44794-2",
       "pr_numbers": [
@@ -4004,7 +4051,7 @@
           "left_pr_number": 41901,
           "right_pr_number": 45523,
           "similarity": 0.718,
-          "content_similarity": 0.778,
+          "content_similarity": 0.777,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4132,6 +4179,49 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45682-2",
+      "pr_numbers": [
+        45682,
+        46442
+      ],
+      "representative_pr_number": 45682,
+      "average_similarity": 0.614,
+      "summary": "2 open PRs share weighted file overlap around `tests/peft_integration/test_peft_integration.py`, `src/transformers/integrations/peft.py`; representative PR #45682.",
+      "shared_filenames": [
+        "tests/peft_integration/test_peft_integration.py",
+        "src/transformers/integrations/peft.py"
+      ],
+      "shared_directories": [
+        "src/transformers/integrations",
+        "tests/peft_integration",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45682,
+          "right_pr_number": 46442,
+          "similarity": 0.614,
+          "content_similarity": 0.685,
+          "size_similarity": 0.435,
+          "breadth_similarity": 0.31,
+          "concentration_similarity": 0.773,
+          "shared_filenames": [
+            "src/transformers/integrations/peft.py",
+            "tests/peft_integration/test_peft_integration.py"
+          ],
+          "shared_directories": [
+            "src/transformers/integrations",
+            "src/transformers",
+            "tests/peft_integration",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45932-2",
       "pr_numbers": [
@@ -4196,43 +4286,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-46362-2",
-      "pr_numbers": [
-        46362,
-        46366
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-      "representative_pr_number": 46362,
-      "average_similarity": 0.565,
-      "summary": "2 open PRs share weighted file overlap around `tests/models/deepseek_v4/test_modeling_deepseek_v4.py`; representative PR #46362.",
-      "shared_filenames": [
-        "tests/models/deepseek_v4/test_modeling_deepseek_v4.py"
-      ],
-      "shared_directories": [
-        "tests/models/deepseek_v4",
-        "tests/models",
-        "tests"
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-      "pairwise": [
-        {
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-          "size_similarity": 0.13,
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-          "shared_filenames": [
-            "tests/models/deepseek_v4/test_modeling_deepseek_v4.py"
-          ],
-          "shared_directories": [
-            "tests/models/deepseek_v4",
-            "tests/models",
-            "tests"
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-        }
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-    },
     {
       "cluster_id": "pr-scope-44101-2",
       "pr_numbers": [
@@ -4272,6 +4325,43 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46362-2",
+      "pr_numbers": [
+        46362,
+        46366
+      ],
+      "representative_pr_number": 46362,
+      "average_similarity": 0.551,
+      "summary": "2 open PRs share weighted file overlap around `tests/models/deepseek_v4/test_modeling_deepseek_v4.py`; representative PR #46362.",
+      "shared_filenames": [
+        "tests/models/deepseek_v4/test_modeling_deepseek_v4.py"
+      ],
+      "shared_directories": [
+        "tests/models/deepseek_v4",
+        "tests/models",
+        "tests"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46362,
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+          "similarity": 0.551,
+          "content_similarity": 0.545,
+          "size_similarity": 0.128,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "tests/models/deepseek_v4/test_modeling_deepseek_v4.py"
+          ],
+          "shared_directories": [
+            "tests/models/deepseek_v4",
+            "tests/models",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45332-2",
       "pr_numbers": [
@@ -4328,7 +4418,7 @@
         46207
       ],
       "representative_pr_number": 44940,
-      "average_similarity": 0.542,
+      "average_similarity": 0.543,
       "summary": "2 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44940.",
       "shared_filenames": [
         "tests/utils/test_modeling_utils.py",
@@ -4344,7 +4434,7 @@
         {
           "left_pr_number": 44940,
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@@ -4616,7 +4706,7 @@
         45868
       ],
       "representative_pr_number": 45540,
-      "average_similarity": 0.485,
+      "average_similarity": 0.486,
       "summary": "2 open PRs share weighted file overlap around `tests/models/t5gemma2/test_modeling_t5gemma2.py`, `src/transformers/models/t5gemma2/modular_t5gemma2.py`, `src/transformers/models/t5gemma2/modeling_t5gemma2.py`; representative PR #45540.",
       "shared_filenames": [
         "tests/models/t5gemma2/test_modeling_t5gemma2.py",
@@ -4636,8 +4726,8 @@
         {
           "left_pr_number": 45540,
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@@ -4665,7 +4755,7 @@
         46368
       ],
       "representative_pr_number": 45300,
-      "average_similarity": 0.482,
+      "average_similarity": 0.481,
       "summary": "2 open PRs share weighted file overlap around `tests/models/nemotron_h/test_modeling_nemotron_h.py`; representative PR #45300.",
       "shared_filenames": [
         "tests/models/nemotron_h/test_modeling_nemotron_h.py"
@@ -4679,7 +4769,7 @@
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           "breadth_similarity": 0.267,
@@ -4783,6 +4873,43 @@
         }
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+      "pr_numbers": [
+        46407,
+        46413
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+      "average_similarity": 0.457,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/finegrained_fp8.py`; representative PR #46407.",
+      "shared_filenames": [
+        "src/transformers/integrations/finegrained_fp8.py"
+      ],
+      "shared_directories": [
+        "src/transformers/integrations",
+        "src/transformers",
+        "src"
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+        {
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+          "concentration_similarity": 0.734,
+          "shared_filenames": [
+            "src/transformers/integrations/finegrained_fp8.py"
+          ],
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+            "src/transformers/integrations",
+            "src/transformers",
+            "src"
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       "pr_numbers": [
@@ -4881,49 +5008,6 @@
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-      "average_similarity": 0.424,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
-      "shared_filenames": [
-        "src/transformers/generation/logits_process.py",
-        "tests/generation/test_logits_process.py"
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-          "shared_filenames": [
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-            "src/transformers",
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@@ -4931,7 +5015,7 @@
         46372
       ],
       "representative_pr_number": 45017,
-      "average_similarity": 0.422,
+      "average_similarity": 0.432,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/glm_moe_dsa/modeling_glm_moe_dsa.py`, `src/transformers/models/glm_moe_dsa/configuration_glm_moe_dsa.py`, `src/transformers/models/glm_moe_dsa/modular_glm_moe_dsa.py`; representative PR #45017.",
       "shared_filenames": [
         "src/transformers/models/glm_moe_dsa/modeling_glm_moe_dsa.py",
@@ -4948,11 +5032,11 @@
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           "shared_filenames": [
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             "src/transformers/models/glm_moe_dsa/modeling_glm_moe_dsa.py",
@@ -4968,79 +5052,79 @@
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     {
-      "cluster_id": "pr-scope-44606-2",
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-      "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #44606.",
+      "representative_pr_number": 42112,
+      "average_similarity": 0.423,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
       "shared_filenames": [
-        "src/transformers/tokenization_utils_tokenizers.py"
+        "src/transformers/generation/logits_process.py",
+        "tests/generation/test_logits_process.py"
       ],
       "shared_directories": [
+        "src/transformers/generation",
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           "shared_directories": [
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             "src/transformers",
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       "pr_numbers": [
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-      "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/candidate_generator.py`, `tests/generation/test_utils.py`; representative PR #42655.",
+      "representative_pr_number": 44606,
+      "average_similarity": 0.418,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #44606.",
       "shared_filenames": [
-        "src/transformers/generation/candidate_generator.py",
-        "tests/generation/test_utils.py"
+        "src/transformers/tokenization_utils_tokenizers.py"
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       "shared_directories": [
-        "src/transformers/generation",
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           "shared_filenames": [
-            "src/transformers/generation/candidate_generator.py",
-            "tests/generation/test_utils.py"
+            "src/transformers/tokenization_utils_tokenizers.py"
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           "shared_directories": [
-            "src/transformers/generation",
             "src/transformers",
-            "tests/generation",
-            "src",
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@@ -5100,37 +5184,6 @@
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-        46327
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-      "summary": "2 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #45825.",
-      "shared_filenames": [],
-      "shared_directories": [
-        ".github/workflows",
-        ".github"
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-        {
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       "cluster_id": "pr-scope-44642-2",
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@@ -5208,7 +5261,7 @@
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+      "average_similarity": 0.349,
       "summary": "2 open PRs cluster in `src/transformers/utils`, `tests/utils`, `src/transformers` with similar change breadth; representative PR #45105.",
       "shared_filenames": [],
       "shared_directories": [
@@ -5222,8 +5275,8 @@
         {
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