Refresh transformers dataset snapshot 20260420T180040Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260420T120036Z`
+- latest snapshot: `20260420T180040Z`
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-      "account_age_days": 903,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 1,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 1.0,
-        "distinct_repos_with_authored_prs": 1,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 44154,
-            "title": "Refactored vits to match standardized output collection interface",
-            "url": "https://github.com/huggingface/transformers/pull/44154",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-02-19T12:17:56Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "aayushbaluni",
       "name": "Ayush Baluni",
@@ -18900,15 +18755,15 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKabir08",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKabir08",
       "repo_first_seen_at": "2026-04-19T08:27:15Z",
-      "repo_last_seen_at": "2026-04-19T08:31:06Z",
+      "repo_last_seen_at": "2026-04-20T15:18:14Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 2,
+      "repo_artifact_count": 3,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 1,
+      "snapshot_comment_count": 2,
       "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,
@@ -18940,7 +18795,7 @@
             "number": 45511,
             "title": "Fix NaN in Gemma3/EmbeddingGemma when batching mixed-length sequences\u2026",
             "url": "https://github.com/huggingface/transformers/pull/45511",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-04-19T08:27:15Z"
@@ -22385,63 +22240,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "samuelleecong",
-      "name": "Samuel Lee Cong",
-      "profile_url": "https://github.com/samuelleecong",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asamuelleecong",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asamuelleecong",
-      "repo_first_seen_at": "2026-02-19T16:31:44Z",
-      "repo_last_seen_at": "2026-02-19T16:31:44Z",
-      "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": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": false,
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-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 2187,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
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-        "merged_pr_count": 0,
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-        "still_open_pr_rate": 1.0,
-        "distinct_repos_with_authored_prs": 1,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 44159,
-            "title": "Add SDPA and Flash Attention support for OWL-ViT",
-            "url": "https://github.com/huggingface/transformers/pull/44159",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-02-19T16:31:44Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "sandesh-bhandari-dev",
       "name": "Sandesh Bhandari",
@@ -22856,7 +22654,7 @@
       "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,
@@ -22888,7 +22686,7 @@
             "number": 45469,
             "title": "Fix: propagate interpolate_pos_encoding through Pixio model hierarchy",
             "url": "https://github.com/huggingface/transformers/pull/45469",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-04-16T06:54:56Z"

new-contributors-report.md

@@ -1,16 +1,16 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260420T120036Z`
-- Generated: `2026-04-20T12:01:25Z`
+- Snapshot: `20260420T180040Z`
+- Generated: `2026-04-20T18:03:24Z`
 - Activity window: `60d`
-- Contributors: `359`
+- Contributors: `356`
 
 ## Summary
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
+| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 76 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 76 | 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` | 75 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 72 | 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` | 67 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 59 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -27,7 +27,7 @@
 | `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 |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 18 | 4 | strong | moderate | low | high recent PR volume |
 | `BillionClaw` | [profile](https://github.com/BillionClaw) | no | FIRST_TIME_CONTRIBUTOR | 35d | `2026-03-16T16:17:54Z` | 18 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 17 | 0 | strong | low | low | targets high-star repos |
+| `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 18 | 0 | strong | low | low | targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 16 | 1 | strong | moderate | low | targets high-star repos |
 | `weiguangli-io` | [profile](https://github.com/weiguangli-io) | no | CONTRIBUTOR | 2230d | `2026-02-09T02:10:15Z` | 16 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 15 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
@@ -38,8 +38,8 @@
 | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 14 | 0 | strong | moderate | low | 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 |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 13 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 13 | 0 | strong | moderate | low | — |
 | `LincolnBurrows2017` | [profile](https://github.com/LincolnBurrows2017) | no | FIRST_TIME_CONTRIBUTOR | 3349d | `2026-03-13T04:48:06Z` | 13 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 12 | 0 | strong | moderate | low | — |
 | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4683d | `2025-07-25T12:59:52Z` | 9 | 0 | mixed | low | low | — |
 | `danielalanbates` | [profile](https://github.com/danielalanbates) | no | NONE | 338d | `2026-02-21T04:32:30Z` | 8 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `gambletan` | [profile](https://github.com/gambletan) | no | NONE | 40d | `2026-03-13T05:22:03Z` | 8 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -56,11 +56,12 @@
 | `Krishnachaitanyakc` | [profile](https://github.com/Krishnachaitanyakc) | no | CONTRIBUTOR | 3498d | `2026-03-25T02:14:38Z` | 5 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `mvanhorn` | [profile](https://github.com/mvanhorn) | no | CONTRIBUTOR | 5652d | `2026-03-09T14:59:27Z` | 5 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
 | `sxu75374` | [profile](https://github.com/sxu75374) | no | NONE | 2026d | `2026-02-27T04:48:08Z` | 5 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 5 | 0 | mixed | moderate | low | targets high-star repos |
 | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5038d | `2026-03-13T14:45:22Z` | 4 | 6 | mixed | moderate | low | — |
 | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3839d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
 | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 4 | 0 | n/a | n/a | n/a | summary unavailable |
-| `Jah-yee` | [profile](https://github.com/Jah-yee) | no | FIRST_TIME_CONTRIBUTOR | 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 |
+| `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 |
 | `manavshrivastavagit` | [profile](https://github.com/manavshrivastavagit) | no | NONE | 4699d | `2026-02-24T20:35:18Z` | 4 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 67d | `2026-02-18T23:07:23Z` | 4 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; targets high-star repos |
 | `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 |
@@ -82,7 +83,6 @@
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1466d | `2025-12-24T11:54:53Z` | 10 | 0 | mixed | moderate | low | targets high-star repos |
 | `math-hiyoko` | [profile](https://github.com/math-hiyoko) | no | CONTRIBUTOR | 2390d | `2026-02-08T01:31:10Z` | 4 | 7 | strong | low | low | targets high-star repos |
 | `redpanda1995` | [profile](https://github.com/redpanda1995) | no | FIRST_TIME_CONTRIBUTOR | 102d | `2026-02-07T19:04:11Z` | 4 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
-| `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 4 | 0 | mixed | moderate | low | targets high-star repos |
 | `xenova` | [profile](https://github.com/xenova) | no | MEMBER | 3317d | `2025-11-18T16:26:23Z` | 3 | 3 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `gabe-l-hart` | [profile](https://github.com/gabe-l-hart) | no | CONTRIBUTOR | 5242d | `2026-02-04T17:55:19Z` | 3 | 1 | strong | high | low | broad repo spread |
 | `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 |
@@ -115,7 +115,6 @@
 | `knQzx` | [profile](https://github.com/knQzx) | no | FIRST_TIME_CONTRIBUTOR | 1956d | `2026-03-28T16:37:49Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
 | `Kokonico` | [profile](https://github.com/Kokonico) | no | NONE | 1566d | `2026-02-27T19:30:30Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `kushalkkb` | [profile](https://github.com/kushalkkb) | no | NONE | 1041d | `2026-03-06T17:24:10Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `leopold-tzafon` | [profile](https://github.com/leopold-tzafon) | no | CONTRIBUTOR | 451d | `2026-02-19T15:45:13Z` | 2 | 0 | strong | low | low | targets high-star repos |
 | `mario-sanz` | [profile](https://github.com/mario-sanz) | no | CONTRIBUTOR | 2022d | `2026-02-24T13:54:30Z` | 2 | 0 | weak | low | low | targets high-star repos |
 | `matdou` | [profile](https://github.com/matdou) | no | FIRST_TIME_CONTRIBUTOR | 1502d | `2026-03-26T23:00:35Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `maxsloef-goodfire` | [profile](https://github.com/maxsloef-goodfire) | no | CONTRIBUTOR | 315d | `2026-03-21T20:25:51Z` | 2 | 0 | mixed | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -133,13 +132,12 @@
 | `tonglei19961121` | [profile](https://github.com/tonglei19961121) | no | NONE | 2272d | `2026-02-27T11:44:01Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `tyler-romero` | [profile](https://github.com/tyler-romero) | no | CONTRIBUTOR | 3479d | `2026-02-10T18:34:03Z` | 2 | 0 | mixed | high | low | broad repo spread |
 | `umbilnm` | [profile](https://github.com/umbilnm) | no | CONTRIBUTOR | 1637d | `2026-03-08T19:38:32Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `UsamaKenway` | [profile](https://github.com/UsamaKenway) | no | FIRST_TIME_CONTRIBUTOR | 2385d | `2026-04-07T18:39:33Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `UsamaKenway` | [profile](https://github.com/UsamaKenway) | no | CONTRIBUTOR | 2385d | `2026-04-07T18:39:33Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `wilnn` | [profile](https://github.com/wilnn) | no | CONTRIBUTOR | 1758d | `2026-03-10T22:37:36Z` | 2 | 0 | strong | low | low | targets high-star repos |
 | `yunhaoli24` | [profile](https://github.com/yunhaoli24) | no | NONE | 2225d | `2026-03-12T04:46:19Z` | 2 | 0 | weak | moderate | low | targets high-star repos |
 | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 24 | 0 | mixed | moderate | low | extremely high recent PR volume |
 | `jp1924` | [profile](https://github.com/jp1924) | no | CONTRIBUTOR | 1633d | `2024-10-22T01:33:27Z` | 13 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 563d | `2025-06-12T08:51:40Z` | 6 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
-| `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2873d | `2024-06-13T14:13:17Z` | 5 | 1 | strong | low | low | targets high-star repos |
 | `mariam851` | [profile](https://github.com/mariam851) | no | CONTRIBUTOR | 1176d | `2026-02-15T08:51:26Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 977d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
 | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -149,6 +147,7 @@
 | `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 |
 | `ethanknights` | [profile](https://github.com/ethanknights) | no | CONTRIBUTOR | 3057d | `2025-06-27T22:12:42Z` | 2 | 0 | strong | low | low | 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 |
+| `leopold-tzafon` | [profile](https://github.com/leopold-tzafon) | no | CONTRIBUTOR | 451d | `2026-02-19T15:45:13Z` | 2 | 0 | strong | low | low | targets high-star repos |
 | `lmaksym` | [profile](https://github.com/lmaksym) | no | FIRST_TIME_CONTRIBUTOR | 4113d | `2026-01-19T22:09:49Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `nuxlear` | [profile](https://github.com/nuxlear) | no | CONTRIBUTOR | 3757d | `2026-01-02T07:29:46Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `pragnyanramtha` | [profile](https://github.com/pragnyanramtha) | no | FIRST_TIME_CONTRIBUTOR | 448d | `2026-02-08T09:24:35Z` | 2 | 0 | mixed | moderate | low | — |
@@ -204,7 +203,6 @@
 | `aarushisingh04` | [profile](https://github.com/aarushisingh04) | no | CONTRIBUTOR | 1351d | `2026-03-27T18:26:03Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
 | `aashay-sarvam` | [profile](https://github.com/aashay-sarvam) | no | FIRST_TIME_CONTRIBUTOR | 883d | `2026-03-10T11:55:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `aashirpersonal` | [profile](https://github.com/aashirpersonal) | no | NONE | 957d | `2026-03-15T16:52:03Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `Aatman09` | [profile](https://github.com/Aatman09) | no | FIRST_TIME_CONTRIBUTOR | 903d | `2026-02-14T03:19:57Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `aayushbaluni` | [profile](https://github.com/aayushbaluni) | no | NONE | 1999d | `2026-03-17T17:20:35Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `abidlabs` | [profile](https://github.com/abidlabs) | no | MEMBER | 5075d | `2026-04-08T22:36:08Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
 | `adil-a` | [profile](https://github.com/adil-a) | no | CONTRIBUTOR | 2637d | `2026-02-26T17:57:16Z` | 1 | 0 | strong | low | low | high recent PR volume |
@@ -277,7 +275,7 @@
 | `joshuaswanson` | [profile](https://github.com/joshuaswanson) | no | FIRST_TIME_CONTRIBUTOR | 3496d | `2026-03-12T23:47:11Z` | 1 | 0 | weak | very high | low | high recent PR volume; very broad repo spread |
 | `JoursBleu` | [profile](https://github.com/JoursBleu) | no | CONTRIBUTOR | 3493d | `2026-03-08T09:57:38Z` | 1 | 0 | mixed | moderate | low | targets high-star repos |
 | `juliabush` | [profile](https://github.com/juliabush) | no | NONE | 526d | `2026-04-07T21:37:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `Kabir08` | [profile](https://github.com/Kabir08) | no | FIRST_TIME_CONTRIBUTOR | 2216d | `2026-04-19T08:27:15Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `Kabir08` | [profile](https://github.com/Kabir08) | no | NONE | 2216d | `2026-04-19T08:27:15Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `kamalrajkannan78` | [profile](https://github.com/kamalrajkannan78) | no | CONTRIBUTOR | 814d | `2026-04-07T05:24:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
 | `kathrynle20` | [profile](https://github.com/kathrynle20) | no | CONTRIBUTOR | 2324d | `2026-02-25T22:15:15Z` | 1 | 0 | strong | low | low | — |
 | `Ker102` | [profile](https://github.com/Ker102) | no | NONE | 211d | `2026-03-13T13:13:58Z` | 1 | 0 | mixed | moderate | low | young account; high recent PR volume |
@@ -338,7 +336,6 @@
 | `sahilleth` | [profile](https://github.com/sahilleth) | no | NONE | 58d | `2026-03-19T05:50:29Z` | 1 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars |
 | `sahilmaniyar888` | [profile](https://github.com/sahilmaniyar888) | no | NONE | 826d | `2026-03-02T11:40:49Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `SamArun28` | [profile](https://github.com/SamArun28) | no | NONE | 37d | `2026-03-10T09:38:29Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `samuelleecong` | [profile](https://github.com/samuelleecong) | no | FIRST_TIME_CONTRIBUTOR | 2187d | `2026-02-19T16:31:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `sandesh-bhandari-dev` | [profile](https://github.com/sandesh-bhandari-dev) | no | NONE | 51d | `2026-03-05T01:40:47Z` | 1 | 0 | weak | moderate | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
 | `SAY-5` | [profile](https://github.com/SAY-5) | no | FIRST_TIME_CONTRIBUTOR | 172d | `2026-04-20T05:44:53Z` | 1 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
 | `shaealh` | [profile](https://github.com/shaealh) | no | FIRST_TIME_CONTRIBUTOR | 70d | `2026-03-13T05:05:01Z` | 1 | 0 | mixed | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -346,7 +343,7 @@
 | `Shikhar-S` | [profile](https://github.com/Shikhar-S) | no | FIRST_TIME_CONTRIBUTOR | 3763d | `2026-04-10T04:26:05Z` | 1 | 0 | weak | low | low | high open PR share |
 | `somAzzz` | [profile](https://github.com/somAzzz) | no | FIRST_TIMER | 3172d | `2026-02-25T22:43:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `songyuc` | [profile](https://github.com/songyuc) | no | NONE | 3292d | `2026-04-12T12:53:49Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `Spectual` | [profile](https://github.com/Spectual) | no | FIRST_TIME_CONTRIBUTOR | 1537d | `2026-04-16T06:54:56Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
+| `Spectual` | [profile](https://github.com/Spectual) | no | NONE | 1537d | `2026-04-16T06:54:56Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `stargazerwh` | [profile](https://github.com/stargazerwh) | no | NONE | 2935d | `2026-02-21T14:34:30Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Talhax55z` | [profile](https://github.com/Talhax55z) | no | NONE | 79d | `2026-04-03T16:36:25Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars |
 | `tejasae-afk` | [profile](https://github.com/tejasae-afk) | no | NONE | 408d | `2026-03-13T21:22:07Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
@@ -371,6 +368,32 @@
 
 ## Contributors
 
+### `tarekziade`
+
+- profile: [github.com/tarekziade](https://github.com/tarekziade)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
+- repo first seen: `2026-01-21T16:52:29Z`
+- repo last seen: `2026-04-20T13:37:43Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **82**
+- snapshot authored PRs/issues: **76 PRs / 6 issues**
+- snapshot discussion activity: **139 comments / 160 reviews / 150 review comments**
+- account age: **5839 days**
+- recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
+- public orgs: `AFPy`, `faitmain`, `circus-tent`
+- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
+- heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
+
+Example artifacts:
+- [PR #45531: Revert "Fix: modular image processors (#45492)"](https://github.com/huggingface/transformers/pull/45531) — closed, merged
+- [PR #45528: qa: re-run modular converter when the script itself is modified](https://github.com/huggingface/transformers/pull/45528) — closed, merged
+- [PR #45475: chore(qa): split out mlinter](https://github.com/huggingface/transformers/pull/45475) — closed, merged
+- [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — open
+- [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — open
+- [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — open
+
 ### `Cyrilvallez`
 
 - profile: [github.com/Cyrilvallez](https://github.com/Cyrilvallez)
@@ -394,32 +417,6 @@ Example artifacts:
 - [PR #45489: Align gemma3n cache sharing to gemma4](https://github.com/huggingface/transformers/pull/45489) — open
 - [PR #45448: [loading] Clean way to add/remove full parts in checkpoint names](https://github.com/huggingface/transformers/pull/45448) — closed, merged
 
-### `tarekziade`
-
-- profile: [github.com/tarekziade](https://github.com/tarekziade)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
-- repo first seen: `2026-01-21T16:52:29Z`
-- repo last seen: `2026-04-20T10:08:06Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **81**
-- snapshot authored PRs/issues: **75 PRs / 6 issues**
-- snapshot discussion activity: **139 comments / 158 reviews / 148 review comments**
-- account age: **5839 days**
-- recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
-- public orgs: `AFPy`, `faitmain`, `circus-tent`
-- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
-- heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
-
-Example artifacts:
-- [PR #45528: chore: fix consistency](https://github.com/huggingface/transformers/pull/45528) — open
-- [PR #45475: chore(qa): split out mlinter](https://github.com/huggingface/transformers/pull/45475) — closed, merged
-- [PR #45462: chore(sec): added a handful of security checks](https://github.com/huggingface/transformers/pull/45462) — open
-- [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — open
-- [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — open
-- [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — open
-
 ### `ydshieh`
 
 - profile: [github.com/ydshieh](https://github.com/ydshieh)
@@ -449,12 +446,12 @@ 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: `2026-04-20T10:14:33Z`
+- repo last seen: `2026-04-20T14:09:34Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **67**
 - snapshot authored PRs/issues: **67 PRs / 0 issues**
-- snapshot discussion activity: **443 comments / 634 reviews / 1500 review comments**
+- snapshot discussion activity: **446 comments / 638 reviews / 1504 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`
@@ -472,12 +469,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
 - repo first seen: `2025-06-20T09:58:55Z`
-- repo last seen: `2026-04-17T14:58:30Z`
+- repo last seen: `2026-04-20T13:47:27Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **63**
 - snapshot authored PRs/issues: **59 PRs / 4 issues**
-- snapshot discussion activity: **52 comments / 46 reviews / 46 review comments**
+- snapshot discussion activity: **52 comments / 47 reviews / 47 review comments**
 - account age: **3934 days**
 - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
 - public orgs: none visible
@@ -486,7 +483,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #45487: Fix model parallel issue for altclip model and ChineseClip model](https://github.com/huggingface/transformers/pull/45487) — open
-- [PR #45470: skip test_flash_attn_2_can_dispatch_composite_models tests for](https://github.com/huggingface/transformers/pull/45470) — open
+- [PR #45470: sam3_lite_text: skip flash_attn_2_can_dispatch_composite_models tests](https://github.com/huggingface/transformers/pull/45470) — open
 - [PR #45410: fix(altclip): fix failing tests](https://github.com/huggingface/transformers/pull/45410) — closed, 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
@@ -498,12 +495,12 @@ 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: `2026-04-20T09:12:14Z`
+- repo last seen: `2026-04-20T13:18:40Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **45**
 - snapshot authored PRs/issues: **43 PRs / 2 issues**
-- snapshot discussion activity: **131 comments / 448 reviews / 935 review comments**
+- snapshot discussion activity: **132 comments / 452 reviews / 939 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
@@ -523,12 +520,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
 - repo first seen: `2024-09-02T13:41:47Z`
-- repo last seen: `2026-04-17T16:39:28Z`
+- repo last seen: `2026-04-20T15:55:04Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **42**
 - snapshot authored PRs/issues: **40 PRs / 2 issues**
-- snapshot discussion activity: **159 comments / 265 reviews / 383 review comments**
+- snapshot discussion activity: **160 comments / 271 reviews / 397 review comments**
 - account age: **2360 days**
 - recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
 - public orgs: `huggingface`
@@ -536,7 +533,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #45485: [serve] Update tool call to switch to `parse_response`](https://github.com/huggingface/transformers/pull/45485) — open
+- [PR #45485: [serve] Update tool call to switch to `parse_response`](https://github.com/huggingface/transformers/pull/45485) — closed, merged
 - [PR #45480: Update quants tests ](https://github.com/huggingface/transformers/pull/45480) — open
 - [PR #45463: Fix response api support ](https://github.com/huggingface/transformers/pull/45463) — closed, merged
 - [Issue #43595: Tell Us: What Would Make Trainer Better?](https://github.com/huggingface/transformers/issues/43595) — open
@@ -548,12 +545,12 @@ 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: `2026-04-17T14:25:21Z`
+- repo last seen: `2026-04-20T16:03:48Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **37**
 - snapshot authored PRs/issues: **37 PRs / 0 issues**
-- snapshot discussion activity: **518 comments / 201 reviews / 117 review comments**
+- snapshot discussion activity: **524 comments / 202 reviews / 117 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`
@@ -571,12 +568,12 @@ 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: `2026-04-17T19:12:08Z`
+- repo last seen: `2026-04-20T13:58:57Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **37**
 - snapshot authored PRs/issues: **36 PRs / 1 issues**
-- snapshot discussion activity: **436 comments / 739 reviews / 3146 review comments**
+- snapshot discussion activity: **442 comments / 744 reviews / 3151 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
@@ -584,8 +581,8 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #45483: [`Conversion Mapping`] Small fixups](https://github.com/huggingface/transformers/pull/45483) — open
-- [PR #45420: :rotating_light: [`Kernels`] Fix kernel function registration](https://github.com/huggingface/transformers/pull/45420) — open
+- [PR #45483: [`Conversion Mapping`] Small fixups](https://github.com/huggingface/transformers/pull/45483) — closed, merged
+- [PR #45420: :rotating_light: [`Kernels`] Fix kernel function registration](https://github.com/huggingface/transformers/pull/45420) — closed, merged
 - [PR #45404: [`Tokenizers`] Move gpt sw3 tokenizer out](https://github.com/huggingface/transformers/pull/45404) — closed, merged
 - [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
 
@@ -619,12 +616,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani)
 - repo first seen: `2025-09-17T20:29:13Z`
-- repo last seen: `2026-04-20T04:11:10Z`
+- repo last seen: `2026-04-20T14:34:21Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **51**
 - snapshot authored PRs/issues: **31 PRs / 20 issues**
-- snapshot discussion activity: **96 comments / 119 reviews / 119 review comments**
+- snapshot discussion activity: **98 comments / 119 reviews / 119 review comments**
 - account age: **1961 days**
 - recent public PR activity: **18 PRs** (15 merged / 0 closed-unmerged / 3 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 - public orgs: none visible
@@ -691,12 +688,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan)
 - repo first seen: `2025-10-03T15:26:01Z`
-- repo last seen: `2026-04-15T20:22:13Z`
+- repo last seen: `2026-04-20T16:52:49Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **22**
 - snapshot authored PRs/issues: **22 PRs / 0 issues**
-- snapshot discussion activity: **41 comments / 157 reviews / 323 review comments**
+- snapshot discussion activity: **42 comments / 161 reviews / 327 review comments**
 - account age: **1978 days**
 - recent public PR activity: **15 PRs** (11 merged / 0 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
 - public orgs: `huggingface`
@@ -737,12 +734,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atomaarsen)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atomaarsen)
 - repo first seen: `2025-12-02T16:00:11Z`
-- repo last seen: `2026-04-16T12:15:13Z`
+- repo last seen: `2026-04-20T15:10:30Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **24**
 - snapshot authored PRs/issues: **18 PRs / 6 issues**
-- snapshot discussion activity: **53 comments / 155 reviews / 152 review comments**
+- snapshot discussion activity: **57 comments / 155 reviews / 152 review comments**
 - account age: **2949 days**
 - recent public PR activity: **52 PRs** (49 merged / 3 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: `nltk`, `huggingface`, `embeddings-benchmark`, `Hugging-Face-Helping-Hand`
@@ -776,7 +773,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume**
 
 Example artifacts:
-- [PR #45525: Fix CSM `TextToAudioPipeline` missing `<bos>` token](https://github.com/huggingface/transformers/pull/45525) — open
+- [PR #45525: Fix CSM `TextToAudioPipeline` missing `<bos>` token](https://github.com/huggingface/transformers/pull/45525) — closed, merged
 - [PR #45108: Fix `Wav2Vec2Config.vocab_size` type to allow `None`](https://github.com/huggingface/transformers/pull/45108) — closed, merged
 - [PR #45107: Fix `text-to-speech` pipeline crash when generation config contains `None` values](https://github.com/huggingface/transformers/pull/45107) — closed, merged
 - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
@@ -812,11 +809,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
 - repo first seen: `2025-01-20T12:27:19Z`
-- repo last seen: `2026-04-20T09:58:40Z`
+- repo last seen: `2026-04-20T15:09:17Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **17**
-- snapshot authored PRs/issues: **17 PRs / 0 issues**
+- repo primary artifacts: **18**
+- snapshot authored PRs/issues: **18 PRs / 0 issues**
 - snapshot discussion activity: **28 comments / 118 reviews / 245 review comments**
 - account age: **1607 days**
 - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
@@ -825,9 +822,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #45534: ALM base model class](https://github.com/huggingface/transformers/pull/45534) — open, draft
 - [PR #45512: [OutputRecorder] re.search on layer_name](https://github.com/huggingface/transformers/pull/45512) — open
 - [PR #45221: user friendly error when loading audio from video](https://github.com/huggingface/transformers/pull/45221) — open
-- [PR #45023: Add cohere asr](https://github.com/huggingface/transformers/pull/45023) — closed, merged
 
 ### `sywangyi`
 
@@ -895,7 +892,7 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #45443: Raise 400 on model mismatch when `transformers serve` is pinned](https://github.com/huggingface/transformers/pull/45443) — open
+- [PR #45443: Raise 400 on model mismatch when `transformers serve` is pinned](https://github.com/huggingface/transformers/pull/45443) — closed, merged
 - [PR #45422: Drop `content=None` from messages in `apply_chat_template`](https://github.com/huggingface/transformers/pull/45422) — open
 - [PR #45418: [serve] Forward `tool_calls`/`tool_call_id` in processor inputs](https://github.com/huggingface/transformers/pull/45418) — closed, merged
 - [Issue #45419: Chat template inconsistencies in tool-calling support](https://github.com/huggingface/transformers/issues/45419) — open
@@ -934,12 +931,12 @@ 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: `2026-04-20T11:49:08Z`
+- repo last seen: `2026-04-20T15:39:11Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **17**
 - snapshot authored PRs/issues: **15 PRs / 2 issues**
-- snapshot discussion activity: **31 comments / 139 reviews / 116 review comments**
+- snapshot discussion activity: **34 comments / 139 reviews / 116 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`
@@ -1053,12 +1050,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
 - repo first seen: `2025-11-26T16:58:10Z`
-- repo last seen: `2026-04-20T11:03:34Z`
+- repo last seen: `2026-04-20T13:44:54Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **13**
 - snapshot authored PRs/issues: **13 PRs / 0 issues**
-- snapshot discussion activity: **23 comments / 68 reviews / 75 review comments**
+- snapshot discussion activity: **23 comments / 69 reviews / 75 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`
@@ -1070,6 +1067,29 @@ Example artifacts:
 - [PR #45408: MoE expert parallelism + sequence parallelism](https://github.com/huggingface/transformers/pull/45408) — closed, merged
 - [PR #45028: TP refactor for FSDP + TP integration](https://github.com/huggingface/transformers/pull/45028) — open, draft
 
+### `Abdennacer-Badaoui`
+
+- profile: [github.com/Abdennacer-Badaoui](https://github.com/Abdennacer-Badaoui)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui)
+- repo first seen: `2026-01-08T18:13:10Z`
+- repo last seen: `2026-04-20T14:39:53Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **13**
+- snapshot authored PRs/issues: **13 PRs / 0 issues**
+- snapshot discussion activity: **6 comments / 33 reviews / 33 review comments**
+- account age: **1414 days**
+- recent public PR activity: **17 PRs** (16 merged / 0 closed-unmerged / 1 open; merged rate **94%**, closed-unmerged rate **0%**, open rate **6%**)
+- public orgs: `huggingface`, `bitsandbytes-foundation`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #45533: Fix AMD CI: rebuild torchvision with libjpeg + refresh expectations](https://github.com/huggingface/transformers/pull/45533) — open
+- [PR #45284: [AMD CI] Fix Qwen2 expectations](https://github.com/huggingface/transformers/pull/45284) — closed, merged
+- [PR #45282: [AMD CI] Fix torch.compile/export failures on AMD CI due to untraceable set.__contains__ ](https://github.com/huggingface/transformers/pull/45282) — closed, merged
+
 ### `LincolnBurrows2017`
 
 - profile: [github.com/LincolnBurrows2017](https://github.com/LincolnBurrows2017)
@@ -1093,41 +1113,18 @@ Example artifacts:
 - [PR #44778: fix: correct logic error in is_tiktoken_available function](https://github.com/huggingface/transformers/pull/44778) — closed
 - [PR #44769: Fix: Handle empty lists in video_utils functions](https://github.com/huggingface/transformers/pull/44769) — closed
 
-### `Abdennacer-Badaoui`
-
-- profile: [github.com/Abdennacer-Badaoui](https://github.com/Abdennacer-Badaoui)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui)
-- repo first seen: `2026-01-08T18:13:10Z`
-- repo last seen: `2026-04-08T13:44:47Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **12**
-- snapshot authored PRs/issues: **12 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 33 reviews / 33 review comments**
-- account age: **1414 days**
-- recent public PR activity: **17 PRs** (16 merged / 0 closed-unmerged / 1 open; merged rate **94%**, closed-unmerged rate **0%**, open rate **6%**)
-- public orgs: `huggingface`, `bitsandbytes-foundation`
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #45284: [AMD CI] Fix Qwen2 expectations](https://github.com/huggingface/transformers/pull/45284) — closed, merged
-- [PR #45282: [AMD CI] Fix torch.compile/export failures on AMD CI due to untraceable set.__contains__ ](https://github.com/huggingface/transformers/pull/45282) — closed, merged
-- [PR #45138: CI] Small T5 expectations updated](https://github.com/huggingface/transformers/pull/45138) — closed, merged
-
 ### `ebezzam`
 
 - profile: [github.com/ebezzam](https://github.com/ebezzam)
 - 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: `2026-04-20T09:18:05Z`
+- repo last seen: `2026-04-20T16:29:45Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **9**
 - snapshot authored PRs/issues: **9 PRs / 0 issues**
-- snapshot discussion activity: **52 comments / 193 reviews / 637 review comments**
+- snapshot discussion activity: **53 comments / 193 reviews / 637 review comments**
 - account age: **4683 days**
 - recent public PR activity: **8 PRs** (4 merged / 1 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **12%**, open rate **38%**)
 - public orgs: `LCAV`
@@ -1283,12 +1280,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acasinca)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acasinca)
 - repo first seen: `2025-12-10T12:31:18Z`
-- repo last seen: `2026-04-19T14:30:51Z`
+- repo last seen: `2026-04-20T12:41:00Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **6 PRs / 2 issues**
-- snapshot discussion activity: **8 comments / 9 reviews / 9 review comments**
+- snapshot discussion activity: **9 comments / 10 reviews / 10 review comments**
 - account age: **2626 days**
 - recent public PR activity: **22 PRs** (17 merged / 1 closed-unmerged / 4 open; merged rate **77%**, closed-unmerged rate **5%**, open rate **18%**)
 - public orgs: none visible
@@ -1491,6 +1488,29 @@ Example artifacts:
 - [PR #44354: fix: off-by-one in decode_spans causes ValueError when topk == len(scores)](https://github.com/huggingface/transformers/pull/44354) — closed
 - [PR #44347: fix: resolve composite config in PagedAttentionCache and group_layers_by_attn_type](https://github.com/huggingface/transformers/pull/44347) — closed
 
+### `zhang-prog`
+
+- profile: [github.com/zhang-prog](https://github.com/zhang-prog)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhang-prog)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhang-prog)
+- repo first seen: `2025-12-23T11:18:14Z`
+- repo last seen: `2026-04-20T12:41:39Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **37 comments / 296 reviews / 297 review comments**
+- account age: **2074 days**
+- recent public PR activity: **19 PRs** (16 merged / 2 closed-unmerged / 1 open; merged rate **84%**, closed-unmerged rate **11%**, open rate **5%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #45532: [Model] Add SLANet Model Support](https://github.com/huggingface/transformers/pull/45532) — open
+- [PR #45281: Fix resize failure caused by zero-sized masks in PP-DocLayoutV3](https://github.com/huggingface/transformers/pull/45281) — closed, merged
+- [PR #44808: [Model] Add PP-OCRv5_server_rec and  PP-OCRv5_mobile_rec models Support](https://github.com/huggingface/transformers/pull/44808) — closed, merged
+
 ### `dacorvo`
 
 - profile: [github.com/dacorvo](https://github.com/dacorvo)
@@ -1598,7 +1618,7 @@ Example artifacts:
 - repo first seen: `2026-04-16T00:55:40Z`
 - repo last seen: `2026-04-19T11:59:23Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -1609,8 +1629,8 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #45515: Fix CUDA availability check in get_device_properties()](https://github.com/huggingface/transformers/pull/45515) — open
-- [PR #45509: Fix get_device_properties crash when CUDA is installed but no GPU](https://github.com/huggingface/transformers/pull/45509) — open
+- [PR #45515: Fix CUDA availability check in get_device_properties()](https://github.com/huggingface/transformers/pull/45515) — closed
+- [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
 
 ### `manavshrivastavagit`
@@ -1747,10 +1767,10 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #45486: fix: return empty tuple from import_protobuf_decode_error when protobuf is unavailable](https://github.com/huggingface/transformers/pull/45486) — open
+- [PR #45486: fix: return empty tuple from import_protobuf_decode_error when protobuf is unavailable](https://github.com/huggingface/transformers/pull/45486) — closed, merged
 - [PR #44436: Fix continuous batching for multimodal models](https://github.com/huggingface/transformers/pull/44436) — closed, merged
 - [PR #44424: Fix `transformers serve --continuous-batching` for multimodal models](https://github.com/huggingface/transformers/pull/44424) — closed
-- [Issue #45459: `except import_protobuf_decode_error()` hides real tokenizer errors when protobuf isn't installed](https://github.com/huggingface/transformers/issues/45459) — open
+- [Issue #45459: `except import_protobuf_decode_error()` hides real tokenizer errors when protobuf isn't installed](https://github.com/huggingface/transformers/issues/45459) — closed
 - [Issue #44423: [Bug] `transformers serve --continuous-batching` crashes with multimodal models (Qwen3.5) — AttributeError: 'str' object has no attribute 'to'](https://github.com/huggingface/transformers/issues/44423) — closed
 
 ### `paulinebm`
@@ -2102,29 +2122,6 @@ Example artifacts:
 - [PR #44377: Implement Tensor Parallelism (TP) support for compressed tensors quantization](https://github.com/huggingface/transformers/pull/44377) — closed
 - [PR #43823: Add `facebook/MobileLLM-125M`](https://github.com/huggingface/transformers/pull/43823) — open
 
-### `zhang-prog`
-
-- profile: [github.com/zhang-prog](https://github.com/zhang-prog)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhang-prog)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhang-prog)
-- repo first seen: `2025-12-23T11:18:14Z`
-- repo last seen: `2026-04-08T15:09:07Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **37 comments / 296 reviews / 297 review comments**
-- account age: **2074 days**
-- recent public PR activity: **19 PRs** (16 merged / 2 closed-unmerged / 1 open; merged rate **84%**, closed-unmerged rate **11%**, open rate **5%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #45281: Fix resize failure caused by zero-sized masks in PP-DocLayoutV3](https://github.com/huggingface/transformers/pull/45281) — closed, merged
-- [PR #44808: [Model] Add PP-OCRv5_server_rec and  PP-OCRv5_mobile_rec models Support](https://github.com/huggingface/transformers/pull/44808) — closed, merged
-- [PR #43098: [Model] Add PP-DocLayoutV3 Model Support](https://github.com/huggingface/transformers/pull/43098) — closed, merged
-
 ### `xenova`
 
 - profile: [github.com/xenova](https://github.com/xenova)
@@ -2316,12 +2313,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAmineDiro)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAmineDiro)
 - repo first seen: `2026-04-14T15:35:56Z`
-- repo last seen: `2026-04-16T10:59:14Z`
+- repo last seen: `2026-04-20T12:57:06Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 2 reviews / 2 review comments**
 - account age: **3865 days**
 - recent public PR activity: **17 PRs** (8 merged / 1 closed-unmerged / 8 open; merged rate **47%**, closed-unmerged rate **6%**, open rate **47%**)
 - public orgs: `huggingface`
@@ -2330,7 +2327,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #45473: Fix EP: RouterParallel shape, tp_plan property, grouped_mm sentinels](https://github.com/huggingface/transformers/pull/45473) — open
-- [PR #45436: Add expert parallelism (EP) support for Qwen3 MoE + fix GroupedGemmParallel for 2D meshes](https://github.com/huggingface/transformers/pull/45436) — open
+- [PR #45436: Add expert parallelism (EP)  config support for Qwen3 MoE](https://github.com/huggingface/transformers/pull/45436) — open
 
 ### `asuryateja`
 
@@ -2360,12 +2357,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
 - repo first seen: `2024-10-17T11:56:32Z`
-- repo last seen: `2026-04-17T09:56:33Z`
+- repo last seen: `2026-04-20T13:41:52Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **12 comments / 4 reviews / 4 review comments**
+- snapshot discussion activity: **13 comments / 4 reviews / 4 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`
@@ -2838,28 +2835,6 @@ Example artifacts:
 - [PR #44505: Improve error handling in load_vocab for invalid vocabulary path](https://github.com/huggingface/transformers/pull/44505) — closed
 - [PR #44504: Improve error handling in load_vocab for invalid vocabulary path](https://github.com/huggingface/transformers/pull/44504) — closed
 
-### `leopold-tzafon`
-
-- profile: [github.com/leopold-tzafon](https://github.com/leopold-tzafon)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aleopold-tzafon)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aleopold-tzafon)
-- repo first seen: `2026-02-19T15:45:13Z`
-- repo last seen: `2026-03-11T20:38:14Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **10 comments / 0 reviews / 0 review comments**
-- account age: **451 days**
-- recent public PR activity: **4 PRs** (4 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 #44433: fix: raise error if mm_token_type_ids not supplied ](https://github.com/huggingface/transformers/pull/44433) — closed, merged
-- [PR #44158: fix bug with position_ids on qwen3-vl models, such that position_ids include text position](https://github.com/huggingface/transformers/pull/44158) — closed, merged
-
 ### `mario-sanz`
 
 - profile: [github.com/mario-sanz](https://github.com/mario-sanz)
@@ -2910,12 +2885,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amaxsloef-goodfire)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amaxsloef-goodfire)
 - repo first seen: `2026-03-21T20:25:51Z`
-- repo last seen: `2026-04-09T13:39:02Z`
+- repo last seen: `2026-04-20T15:13:47Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
 - account age: **315 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
@@ -3242,7 +3217,7 @@ Example artifacts:
 - repo first seen: `2026-04-07T18:39:33Z`
 - repo last seen: `2026-04-15T08:31:44Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 3 reviews / 3 review comments**
@@ -3253,7 +3228,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #45386: [GGUF] Reduce peak RAM usage by casting dequantized tensors early during load](https://github.com/huggingface/transformers/pull/45386) — open
+- [PR #45386: [GGUF] Reduce peak RAM usage by casting dequantized tensors early during load](https://github.com/huggingface/transformers/pull/45386) — closed, merged
 - [PR #45296: Add GGUF support to Gemma4 (31B & 26B-A4B) text ](https://github.com/huggingface/transformers/pull/45296) — open
 
 ### `wilnn`
@@ -3369,30 +3344,6 @@ Example artifacts:
 - [PR #43665: fix](https://github.com/huggingface/transformers/pull/43665) — open
 - [PR #43648: check](https://github.com/huggingface/transformers/pull/43648) — closed
 
-### `molbap`
-
-- profile: [github.com/molbap](https://github.com/molbap)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
-- repo first seen: `2024-06-13T14:13:17Z`
-- repo last seen: `2026-02-23T22:27:12Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **5 PRs / 1 issues**
-- snapshot discussion activity: **19 comments / 119 reviews / 433 review comments**
-- account age: **2873 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 #44160: Add model lerobot PI0 to transformers](https://github.com/huggingface/transformers/pull/44160) — closed, merged
-- [PR #43762:  Widen match condition for `_can_record_outputs`](https://github.com/huggingface/transformers/pull/43762) — closed
-- [PR #43590: Remove many output_attentions and other traced outputs on 100+ models ](https://github.com/huggingface/transformers/pull/43590) — closed, merged
-- [Issue #43979: Call to contributions: refactor output tracing in transformers](https://github.com/huggingface/transformers/issues/43979) — closed
-
 ### `mariam851`
 
 - profile: [github.com/mariam851](https://github.com/mariam851)
@@ -3582,12 +3533,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajackcook)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajackcook)
 - repo first seen: `2026-02-13T05:15:44Z`
-- repo last seen: `2026-04-11T01:47:51Z`
+- repo last seen: `2026-04-20T16:58:18Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 6 reviews / 6 review comments**
+- snapshot discussion activity: **6 comments / 6 reviews / 6 review comments**
 - account age: **4658 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: `HackMIT`, `mit-han-lab`
@@ -3598,6 +3549,28 @@ Example artifacts:
 - [PR #45367: Add dtype config options for Four Over Six](https://github.com/huggingface/transformers/pull/45367) — open
 - [PR #43970: Add Four Over Six quantization integration](https://github.com/huggingface/transformers/pull/43970) — closed, merged
 
+### `leopold-tzafon`
+
+- profile: [github.com/leopold-tzafon](https://github.com/leopold-tzafon)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aleopold-tzafon)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aleopold-tzafon)
+- repo first seen: `2026-02-19T15:45:13Z`
+- repo last seen: `2026-03-11T20:38:14Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **10 comments / 0 reviews / 0 review comments**
+- account age: **451 days**
+- recent public PR activity: **4 PRs** (4 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 #44433: fix: raise error if mm_token_type_ids not supplied ](https://github.com/huggingface/transformers/pull/44433) — closed, merged
+- [PR #44158: fix bug with position_ids on qwen3-vl models, such that position_ids include text position](https://github.com/huggingface/transformers/pull/44158) — closed, merged
+
 ### `lmaksym`
 
 - profile: [github.com/lmaksym](https://github.com/lmaksym)
@@ -4806,27 +4779,6 @@ Example artifacts:
 Example artifacts:
 - [PR #44723: Fix: propagate interpolate_pos_encoding through PixioEmbeddings and PixioModel](https://github.com/huggingface/transformers/pull/44723) — closed
 
-### `Aatman09`
-
-- profile: [github.com/Aatman09](https://github.com/Aatman09)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAatman09)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAatman09)
-- repo first seen: `2026-02-14T03:19:57Z`
-- repo last seen: `2026-02-19T12:17:56Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **903 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #44154: Refactored vits to match standardized output collection interface](https://github.com/huggingface/transformers/pull/44154) — open
-
 ### `aayushbaluni`
 
 - profile: [github.com/aayushbaluni](https://github.com/aayushbaluni)
@@ -6347,12 +6299,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKabir08)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKabir08)
 - repo first seen: `2026-04-19T08:27:15Z`
-- repo last seen: `2026-04-19T08:31:06Z`
+- repo last seen: `2026-04-20T15:18:14Z`
 - 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: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **2216 days**
 - recent public PR activity: **6 PRs** (1 merged / 0 closed-unmerged / 5 open; merged rate **17%**, closed-unmerged rate **0%**, open rate **83%**)
 - public orgs: none visible
@@ -6360,7 +6312,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #45511: Fix NaN in Gemma3/EmbeddingGemma when batching mixed-length sequences…](https://github.com/huggingface/transformers/pull/45511) — open
+- [PR #45511: Fix NaN in Gemma3/EmbeddingGemma when batching mixed-length sequences…](https://github.com/huggingface/transformers/pull/45511) — closed
 
 ### `kamalrajkannan78`
 
@@ -7622,27 +7574,6 @@ Example artifacts:
 Example artifacts:
 - [PR #44562: docs: standardize BERT model card](https://github.com/huggingface/transformers/pull/44562) — closed
 
-### `samuelleecong`
-
-- profile: [github.com/samuelleecong](https://github.com/samuelleecong)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asamuelleecong)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asamuelleecong)
-- repo first seen: `2026-02-19T16:31:44Z`
-- repo last seen: `2026-02-19T16:31:44Z`
-- 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**
-- account age: **2187 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #44159: Add SDPA and Flash Attention support for OWL-ViT](https://github.com/huggingface/transformers/pull/44159) — open
-
 ### `sandesh-bhandari-dev`
 
 - profile: [github.com/sandesh-bhandari-dev](https://github.com/sandesh-bhandari-dev)
@@ -7798,7 +7729,7 @@ Example artifacts:
 - repo first seen: `2026-04-16T06:54:56Z`
 - repo last seen: `2026-04-16T06:54:56Z`
 - 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**
@@ -7809,7 +7740,7 @@ Example artifacts:
 - heuristic read: **broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #45469: Fix: propagate interpolate_pos_encoding through Pixio model hierarchy](https://github.com/huggingface/transformers/pull/45469) — open
+- [PR #45469: Fix: propagate interpolate_pos_encoding through Pixio model hierarchy](https://github.com/huggingface/transformers/pull/45469) — closed
 
 ### `stargazerwh`
 

new_contributors.parquet

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           "right_pr_number": 45273,
-          "similarity": 0.337,
+          "similarity": 0.336,
           "content_similarity": 0.243,
           "size_similarity": 0.111,
           "breadth_similarity": 1.0,
@@ -718,7 +718,7 @@
           "left_pr_number": 44123,
           "right_pr_number": 45273,
           "similarity": 0.324,
-          "content_similarity": 0.241,
+          "content_similarity": 0.24,
           "size_similarity": 0.036,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -733,8 +733,8 @@
         {
           "left_pr_number": 43636,
           "right_pr_number": 45273,
-          "similarity": 0.32,
-          "content_similarity": 0.204,
+          "similarity": 0.319,
+          "content_similarity": 0.203,
           "size_similarity": 0.182,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -759,7 +759,7 @@
         45477
       ],
       "representative_pr_number": 45438,
-      "average_similarity": 0.423,
+      "average_similarity": 0.422,
       "summary": "6 open PRs share weighted file overlap around `src/transformers/models/gemma4/modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`, `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45438.",
       "shared_filenames": [
         "src/transformers/models/gemma4/modeling_gemma4.py",
@@ -785,8 +785,8 @@
         {
           "left_pr_number": 45294,
           "right_pr_number": 45438,
-          "similarity": 0.802,
-          "content_similarity": 0.842,
+          "similarity": 0.801,
+          "content_similarity": 0.841,
           "size_similarity": 0.42,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.989,
@@ -813,11 +813,11 @@
         {
           "left_pr_number": 45454,
           "right_pr_number": 45477,
-          "similarity": 0.57,
-          "content_similarity": 0.586,
-          "size_similarity": 0.2,
+          "similarity": 0.567,
+          "content_similarity": 0.582,
+          "size_similarity": 0.199,
           "breadth_similarity": 0.806,
-          "concentration_similarity": 0.985,
+          "concentration_similarity": 0.987,
           "shared_filenames": [
             "src/transformers/models/gemma3/modeling_gemma3.py",
             "src/transformers/models/gemma3/modular_gemma3.py",
@@ -837,7 +837,7 @@
         {
           "left_pr_number": 45202,
           "right_pr_number": 45279,
-          "similarity": 0.526,
+          "similarity": 0.525,
           "content_similarity": 0.635,
           "size_similarity": 0.049,
           "breadth_similarity": 0.367,
@@ -857,7 +857,7 @@
           "left_pr_number": 45279,
           "right_pr_number": 45294,
           "similarity": 0.484,
-          "content_similarity": 0.363,
+          "content_similarity": 0.362,
           "size_similarity": 0.675,
           "breadth_similarity": 0.875,
           "concentration_similarity": 0.832,
@@ -875,7 +875,7 @@
         {
           "left_pr_number": 45279,
           "right_pr_number": 45438,
-          "similarity": 0.481,
+          "similarity": 0.48,
           "content_similarity": 0.442,
           "size_similarity": 0.283,
           "breadth_similarity": 0.875,
@@ -894,8 +894,8 @@
         {
           "left_pr_number": 45438,
           "right_pr_number": 45454,
-          "similarity": 0.467,
-          "content_similarity": 0.391,
+          "similarity": 0.466,
+          "content_similarity": 0.39,
           "size_similarity": 0.647,
           "breadth_similarity": 0.757,
           "concentration_similarity": 0.405,
@@ -937,7 +937,7 @@
           "left_pr_number": 45294,
           "right_pr_number": 45454,
           "similarity": 0.43,
-          "content_similarity": 0.338,
+          "content_similarity": 0.337,
           "size_similarity": 0.649,
           "breadth_similarity": 0.757,
           "concentration_similarity": 0.416,
@@ -959,11 +959,11 @@
         {
           "left_pr_number": 45438,
           "right_pr_number": 45477,
-          "similarity": 0.381,
-          "content_similarity": 0.36,
-          "size_similarity": 0.309,
+          "similarity": 0.378,
+          "content_similarity": 0.357,
+          "size_similarity": 0.308,
           "breadth_similarity": 0.611,
-          "concentration_similarity": 0.42,
+          "concentration_similarity": 0.418,
           "shared_filenames": [
             "src/transformers/models/gemma4/modeling_gemma4.py",
             "src/transformers/models/gemma4/modular_gemma4.py"
@@ -978,11 +978,11 @@
         {
           "left_pr_number": 45294,
           "right_pr_number": 45477,
-          "similarity": 0.349,
-          "content_similarity": 0.353,
-          "size_similarity": 0.13,
+          "similarity": 0.347,
+          "content_similarity": 0.35,
+          "size_similarity": 0.129,
           "breadth_similarity": 0.611,
-          "concentration_similarity": 0.431,
+          "concentration_similarity": 0.429,
           "shared_filenames": [
             "src/transformers/models/gemma4/modeling_gemma4.py",
             "src/transformers/models/gemma4/modular_gemma4.py"
@@ -997,8 +997,8 @@
         {
           "left_pr_number": 45202,
           "right_pr_number": 45294,
-          "similarity": 0.345,
-          "content_similarity": 0.374,
+          "similarity": 0.344,
+          "content_similarity": 0.373,
           "size_similarity": 0.033,
           "breadth_similarity": 0.325,
           "concentration_similarity": 0.908,
@@ -1017,7 +1017,7 @@
           "left_pr_number": 45279,
           "right_pr_number": 45454,
           "similarity": 0.327,
-          "content_similarity": 0.238,
+          "content_similarity": 0.237,
           "size_similarity": 0.438,
           "breadth_similarity": 0.657,
           "concentration_similarity": 0.584,
@@ -1035,11 +1035,11 @@
         {
           "left_pr_number": 45279,
           "right_pr_number": 45477,
-          "similarity": 0.293,
-          "content_similarity": 0.281,
-          "size_similarity": 0.088,
+          "similarity": 0.291,
+          "content_similarity": 0.279,
+          "size_similarity": 0.087,
           "breadth_similarity": 0.528,
-          "concentration_similarity": 0.599,
+          "concentration_similarity": 0.597,
           "shared_filenames": [
             "src/transformers/models/gemma4/modeling_gemma4.py",
             "src/transformers/models/gemma4/modular_gemma4.py"
@@ -1054,11 +1054,11 @@
         {
           "left_pr_number": 45202,
           "right_pr_number": 45477,
-          "similarity": 0.24,
-          "content_similarity": 0.29,
+          "similarity": 0.238,
+          "content_similarity": 0.288,
           "size_similarity": 0.004,
           "breadth_similarity": 0.194,
-          "concentration_similarity": 0.339,
+          "concentration_similarity": 0.338,
           "shared_filenames": [
             "src/transformers/models/gemma4/modeling_gemma4.py",
             "src/transformers/models/gemma4/modular_gemma4.py"
@@ -1073,7 +1073,7 @@
         {
           "left_pr_number": 45202,
           "right_pr_number": 45454,
-          "similarity": 0.216,
+          "similarity": 0.215,
           "content_similarity": 0.245,
           "size_similarity": 0.022,
           "breadth_similarity": 0.243,
@@ -1100,7 +1100,7 @@
         45506
       ],
       "representative_pr_number": 44070,
-      "average_similarity": 0.664,
+      "average_similarity": 0.692,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/integrations/ggml.py`, `src/transformers/modeling_gguf_pytorch_utils.py`, `tests/quantization/ggml/test_ggml.py`; representative PR #44070.",
       "shared_filenames": [
         "src/transformers/integrations/ggml.py",
@@ -1117,8 +1117,8 @@
         {
           "left_pr_number": 44070,
           "right_pr_number": 45296,
-          "similarity": 0.877,
-          "content_similarity": 0.892,
+          "similarity": 0.878,
+          "content_similarity": 0.894,
           "size_similarity": 0.702,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.932,
@@ -1139,11 +1139,11 @@
         {
           "left_pr_number": 45283,
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-          "content_similarity": 0.668,
-          "size_similarity": 0.552,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.962,
+          "similarity": 0.714,
+          "content_similarity": 0.726,
+          "size_similarity": 0.608,
+          "breadth_similarity": 0.667,
+          "concentration_similarity": 0.961,
           "shared_filenames": [
             "src/transformers/integrations/ggml.py",
             "src/transformers/modeling_gguf_pytorch_utils.py"
@@ -1157,11 +1157,11 @@
         {
           "left_pr_number": 44070,
           "right_pr_number": 45506,
-          "similarity": 0.648,
-          "content_similarity": 0.61,
-          "size_similarity": 0.713,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 0.771,
+          "similarity": 0.695,
+          "content_similarity": 0.661,
+          "size_similarity": 0.647,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.695,
           "shared_filenames": [
             "src/transformers/integrations/ggml.py",
             "src/transformers/modeling_gguf_pytorch_utils.py",
@@ -1179,11 +1179,11 @@
         {
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           "right_pr_number": 45506,
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-          "breadth_similarity": 0.75,
-          "concentration_similarity": 0.703,
+          "similarity": 0.686,
+          "content_similarity": 0.595,
+          "size_similarity": 0.921,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.626,
           "shared_filenames": [
             "src/transformers/integrations/ggml.py",
             "src/transformers/modeling_gguf_pytorch_utils.py",
@@ -1201,8 +1201,8 @@
         {
           "left_pr_number": 44070,
           "right_pr_number": 45283,
-          "similarity": 0.629,
-          "content_similarity": 0.667,
+          "similarity": 0.633,
+          "content_similarity": 0.673,
           "size_similarity": 0.393,
           "breadth_similarity": 0.667,
           "concentration_similarity": 0.733,
@@ -1219,8 +1219,8 @@
         {
           "left_pr_number": 45283,
           "right_pr_number": 45296,
-          "similarity": 0.542,
-          "content_similarity": 0.511,
+          "similarity": 0.547,
+          "content_similarity": 0.519,
           "size_similarity": 0.56,
           "breadth_similarity": 0.667,
           "concentration_similarity": 0.665,
@@ -1245,7 +1245,7 @@
         44682
       ],
       "representative_pr_number": 43836,
-      "average_similarity": 0.554,
+      "average_similarity": 0.557,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43836.",
       "shared_filenames": [
         "src/transformers/cli/serve.py"
@@ -1257,8 +1257,8 @@
         {
           "left_pr_number": 43656,
           "right_pr_number": 43836,
-          "similarity": 0.684,
-          "content_similarity": 0.737,
+          "similarity": 0.686,
+          "content_similarity": 0.74,
           "size_similarity": 0.121,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1274,8 +1274,8 @@
         {
           "left_pr_number": 43836,
           "right_pr_number": 43842,
-          "similarity": 0.607,
-          "content_similarity": 0.647,
+          "similarity": 0.61,
+          "content_similarity": 0.651,
           "size_similarity": 0.027,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1291,8 +1291,8 @@
         {
           "left_pr_number": 43836,
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-          "similarity": 0.601,
-          "content_similarity": 0.644,
+          "similarity": 0.604,
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           "size_similarity": 0.398,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -1308,8 +1308,8 @@
         {
           "left_pr_number": 43656,
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-          "similarity": 0.591,
-          "content_similarity": 0.582,
+          "similarity": 0.593,
+          "content_similarity": 0.585,
           "size_similarity": 0.222,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1325,8 +1325,8 @@
         {
           "left_pr_number": 43656,
           "right_pr_number": 44682,
-          "similarity": 0.437,
-          "content_similarity": 0.485,
+          "similarity": 0.441,
+          "content_similarity": 0.49,
           "size_similarity": 0.048,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -1342,8 +1342,8 @@
         {
           "left_pr_number": 43842,
           "right_pr_number": 44682,
-          "similarity": 0.406,
-          "content_similarity": 0.449,
+          "similarity": 0.41,
+          "content_similarity": 0.454,
           "size_similarity": 0.011,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -1367,7 +1367,7 @@
         45396
       ],
       "representative_pr_number": 44157,
-      "average_similarity": 0.448,
+      "average_similarity": 0.455,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/models/glm_ocr/modular_glm_ocr.py`, `src/transformers/models/glm4v/modeling_glm4v.py`, `src/transformers/models/glm_ocr/modeling_glm_ocr.py`; representative PR #44157.",
       "shared_filenames": [
         "src/transformers/models/glm_ocr/modular_glm_ocr.py",
@@ -1381,23 +1381,23 @@
       ],
       "shared_directories": [
         "src/transformers/models/glm_ocr",
+        "src/transformers/models/paddleocr_vl",
         "src/transformers/models/qwen2_5_omni",
         "src/transformers/models/qwen3_5_moe",
+        "src/transformers/models/video_llama_3",
         "src/transformers/models/glm4v",
         "src/transformers/models/glm4v_moe",
-        "src/transformers/models/paddleocr_vl",
-        "src/transformers/models/qwen2_5_vl",
-        "src/transformers/models/qwen2_vl"
+        "src/transformers/models/qwen2_5_vl"
       ],
       "pairwise": [
         {
           "left_pr_number": 44157,
           "right_pr_number": 45396,
-          "similarity": 0.6,
-          "content_similarity": 0.64,
-          "size_similarity": 0.334,
-          "breadth_similarity": 0.544,
-          "concentration_similarity": 0.954,
+          "similarity": 0.626,
+          "content_similarity": 0.672,
+          "size_similarity": 0.324,
+          "breadth_similarity": 0.585,
+          "concentration_similarity": 0.959,
           "shared_filenames": [
             "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
             "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
@@ -1426,8 +1426,8 @@
         {
           "left_pr_number": 44157,
           "right_pr_number": 44973,
-          "similarity": 0.551,
-          "content_similarity": 0.587,
+          "similarity": 0.552,
+          "content_similarity": 0.589,
           "size_similarity": 0.029,
           "breadth_similarity": 0.896,
           "concentration_similarity": 0.919,
@@ -1459,11 +1459,11 @@
         {
           "left_pr_number": 41992,
           "right_pr_number": 45396,
-          "similarity": 0.523,
-          "content_similarity": 0.475,
-          "size_similarity": 0.631,
-          "breadth_similarity": 0.544,
-          "concentration_similarity": 0.831,
+          "similarity": 0.526,
+          "content_similarity": 0.481,
+          "size_similarity": 0.65,
+          "breadth_similarity": 0.508,
+          "concentration_similarity": 0.826,
           "shared_filenames": [
             "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
             "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
@@ -1492,11 +1492,11 @@
         {
           "left_pr_number": 44973,
           "right_pr_number": 45396,
-          "similarity": 0.386,
-          "content_similarity": 0.41,
-          "size_similarity": 0.01,
-          "breadth_similarity": 0.489,
-          "concentration_similarity": 0.965,
+          "similarity": 0.393,
+          "content_similarity": 0.417,
+          "size_similarity": 0.009,
+          "breadth_similarity": 0.521,
+          "concentration_similarity": 0.96,
           "shared_filenames": [
             "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
             "src/transformers/models/glm4v/modeling_glm4v.py",
@@ -1526,7 +1526,7 @@
           "left_pr_number": 41992,
           "right_pr_number": 44157,
           "similarity": 0.376,
-          "content_similarity": 0.393,
+          "content_similarity": 0.394,
           "size_similarity": 0.211,
           "breadth_similarity": 0.296,
           "concentration_similarity": 0.785,
@@ -1559,7 +1559,7 @@
           "left_pr_number": 41992,
           "right_pr_number": 44973,
           "similarity": 0.254,
-          "content_similarity": 0.262,
+          "content_similarity": 0.261,
           "size_similarity": 0.006,
           "breadth_similarity": 0.266,
           "concentration_similarity": 0.866,
@@ -1599,7 +1599,7 @@
         45389
       ],
       "representative_pr_number": 34667,
-      "average_similarity": 0.438,
+      "average_similarity": 0.437,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #34667.",
       "shared_filenames": [
         "src/transformers/generation/utils.py"
@@ -1612,7 +1612,7 @@
           "left_pr_number": 34667,
           "right_pr_number": 39683,
           "similarity": 0.553,
-          "content_similarity": 0.474,
+          "content_similarity": 0.473,
           "size_similarity": 0.478,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1645,8 +1645,8 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 44872,
-          "similarity": 0.46,
-          "content_similarity": 0.385,
+          "similarity": 0.459,
+          "content_similarity": 0.384,
           "size_similarity": 0.273,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1663,7 +1663,7 @@
           "left_pr_number": 39683,
           "right_pr_number": 44872,
           "similarity": 0.438,
-          "content_similarity": 0.384,
+          "content_similarity": 0.383,
           "size_similarity": 0.13,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1680,7 +1680,7 @@
           "left_pr_number": 39683,
           "right_pr_number": 45389,
           "similarity": 0.391,
-          "content_similarity": 0.294,
+          "content_similarity": 0.293,
           "size_similarity": 0.719,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.562,
@@ -1790,71 +1790,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-45351-3",
-      "pr_numbers": [
-        45351,
-        45509,
-        45515
-      ],
-      "representative_pr_number": 45515,
-      "average_similarity": 0.865,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/testing_utils.py`; representative PR #45515.",
-      "shared_filenames": [
-        "src/transformers/testing_utils.py"
-      ],
-      "shared_directories": [],
-      "pairwise": [
-        {
-          "left_pr_number": 45509,
-          "right_pr_number": 45515,
-          "similarity": 0.916,
-          "content_similarity": 0.987,
-          "size_similarity": 0.5,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
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-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 45351,
-          "right_pr_number": 45515,
-          "similarity": 0.859,
-          "content_similarity": 0.983,
-          "size_similarity": 0.138,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/testing_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 45351,
-          "right_pr_number": 45509,
-          "similarity": 0.819,
-          "content_similarity": 0.941,
-          "size_similarity": 0.069,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/testing_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-44015-3",
       "pr_numbers": [
@@ -1863,7 +1798,7 @@
         44676
       ],
       "representative_pr_number": 44059,
-      "average_similarity": 0.569,
+      "average_similarity": 0.568,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gpt2/modeling_gpt2.py`; representative PR #44059.",
       "shared_filenames": [
         "src/transformers/models/gpt2/modeling_gpt2.py"
@@ -1876,8 +1811,8 @@
         {
           "left_pr_number": 44059,
           "right_pr_number": 44676,
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       "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
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         "src/transformers/utils/import_utils.py"
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+      "summary": "2 open PRs share weighted file overlap around `tests/models/qwen3_5/test_modeling_qwen3_5.py`, `src/transformers/models/qwen3_5/modular_qwen3_5.py`, `src/transformers/models/qwen3_5/modeling_qwen3_5.py`; representative PR #45034.",
+      "shared_filenames": [
+        "tests/models/qwen3_5/test_modeling_qwen3_5.py",
+        "src/transformers/models/qwen3_5/modular_qwen3_5.py",
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