Refresh transformers dataset snapshot 20260513T120045Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260513T060025Z`
+- latest snapshot: `20260513T120045Z`
 - raw data only; no labels or moderation decisions
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       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMamiglia",
       "repo_first_seen_at": "2026-05-08T16:06:43Z",
-      "repo_last_seen_at": "2026-05-11T16:14:59Z",
+      "repo_last_seen_at": "2026-05-13T09:26:00Z",
       "repo_primary_artifact_count": 2,
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+      "repo_artifact_count": 5,
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       "repo_association": "FIRST_TIME_CONTRIBUTOR",
@@ -11874,6 +11874,74 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "anxovatomica",
+      "name": "Marcel Dufol",
+      "profile_url": "https://github.com/anxovatomica",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aanxovatomica",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aanxovatomica",
+      "repo_first_seen_at": "2026-05-12T13:01:28Z",
+      "repo_last_seen_at": "2026-05-13T07:23:53Z",
+      "repo_primary_artifact_count": 2,
+      "repo_artifact_count": 2,
+      "snapshot_issue_count": 1,
+      "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,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": false,
+      "report_reason": null,
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 3464,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "high",
+      "automation_risk_signal": "medium",
+      "heuristic_note": "high recent PR volume; broad repo spread; high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 33,
+        "merged_pr_count": 2,
+        "closed_unmerged_pr_count": 5,
+        "open_pr_count": 26,
+        "merged_pr_rate": 0.0606,
+        "closed_unmerged_pr_rate": 0.1515,
+        "still_open_pr_rate": 0.7879,
+        "distinct_repos_with_authored_prs": 16,
+        "distinct_repos_with_open_prs": 13
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 45935,
+            "title": "Security: Add TRUST_REMOTE_CODE guard to nanochat checkpoint conversion",
+            "url": "https://github.com/huggingface/transformers/pull/45935",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-13T07:23:53Z"
+          }
+        ],
+        "issues": [
+          {
+            "kind": "issue",
+            "number": 45915,
+            "title": "\ud83d\udea8 Security Analysis: 1. An attacker identifies the insecure-deserialization vulne",
+            "url": "https://github.com/huggingface/transformers/issues/45915",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-05-12T13:01:28Z"
+          }
+        ]
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "BSchilperoort",
       "name": "Bart Schilperoort",
@@ -16326,6 +16394,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "Dev-X25874",
+      "name": null,
+      "profile_url": "https://github.com/Dev-X25874",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADev-X25874",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADev-X25874",
+      "repo_first_seen_at": "2026-05-13T10:45:04Z",
+      "repo_last_seen_at": "2026-05-13T10:45:04Z",
+      "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": true,
+      "first_seen_in_snapshot": true,
+      "known_via_prior_merged_pr": false,
+      "report_reason": "first_seen_in_snapshot",
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 4,
+      "young_account": true,
+      "follow_through_score": "weak",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "medium",
+      "heuristic_note": "very new account; high open PR share; no visible non-self stars; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 14,
+        "merged_pr_count": 1,
+        "closed_unmerged_pr_count": 5,
+        "open_pr_count": 8,
+        "merged_pr_rate": 0.0714,
+        "closed_unmerged_pr_rate": 0.3571,
+        "still_open_pr_rate": 0.5714,
+        "distinct_repos_with_authored_prs": 9,
+        "distinct_repos_with_open_prs": 8
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 45940,
+            "title": "cache_utils: fix StaticSlidingWindowLayer.get_mask_sizes returning sliding_window size before cache is full",
+            "url": "https://github.com/huggingface/transformers/pull/45940",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-13T10:45:04Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "Dhruv908615",
       "name": "Dhruv Katiyar",
@@ -16916,7 +17041,7 @@
       "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
+      "known_via_prior_merged_pr": true,
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
@@ -21501,7 +21626,7 @@
       "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
+      "known_via_prior_merged_pr": true,
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
@@ -22501,8 +22626,8 @@
             "number": 45918,
             "title": "Add initial torch_tpu backend support",
             "url": "https://github.com/huggingface/transformers/pull/45918",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-05-12T14:58:11Z"
           }
@@ -23154,12 +23279,12 @@
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": true,
-      "first_seen_in_snapshot": true,
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
-      "report_reason": "first_seen_in_snapshot",
-      "enrichment_source": "live",
-      "live_refetch_skipped": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
       "account_age_days": 639,
       "young_account": false,
       "follow_through_score": "n/a",

new-contributors-report.md

@@ -1,16 +1,16 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260513T060025Z`
-- Generated: `2026-05-13T06:01:38Z`
+- Snapshot: `20260513T120045Z`
+- Generated: `2026-05-13T12:02:28Z`
 - Activity window: `60d`
-- Contributors: `350`
+- Contributors: `352`
 
 ## Summary
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 92 | 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` | 85 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
+| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 87 | 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` | 77 | 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` | 76 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 74 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -20,7 +20,7 @@
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 43 | 1 | mixed | low | low | targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 42 | 0 | strong | low | low | targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 32 | 20 | strong | low | low | targets high-star repos |
-| `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 29 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
+| `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 30 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-10-03T15:26:01Z` | 28 | 0 | strong | low | low | targets high-star repos |
 | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 25 | 0 | strong | low | low | targets high-star repos |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 22 | 4 | strong | moderate | low | high recent PR volume |
@@ -161,6 +161,7 @@
 | `ambroiseodt` | [profile](https://github.com/ambroiseodt) | no | CONTRIBUTOR | 2181d | `2026-04-14T13:45:51Z` | 1 | 1 | strong | low | low | targets high-star repos |
 | `andylizf` | [profile](https://github.com/andylizf) | no | FIRST_TIME_CONTRIBUTOR | 3277d | `2026-03-24T04:53:11Z` | 1 | 1 | strong | moderate | low | targets high-star repos |
 | `AnkitAhlawat7742` | [profile](https://github.com/AnkitAhlawat7742) | no | CONTRIBUTOR | 432d | `2026-04-27T13:28:53Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `anxovatomica` | [profile](https://github.com/anxovatomica) | no | FIRST_TIME_CONTRIBUTOR | 3464d | `2026-05-12T13:01:28Z` | 1 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `BSchilperoort` | [profile](https://github.com/BSchilperoort) | no | NONE | 4010d | `2026-03-18T11:08:09Z` | 1 | 1 | strong | low | low | — |
 | `Butanium` | [profile](https://github.com/Butanium) | no | CONTRIBUTOR | 2396d | `2026-03-25T01:39:23Z` | 1 | 1 | mixed | high | low | high recent PR volume; broad repo spread |
 | `caiovicentino` | [profile](https://github.com/caiovicentino) | no | NONE | 470d | `2026-04-03T01:52:14Z` | 1 | 1 | weak | low | low | — |
@@ -233,6 +234,7 @@
 | `DavidSolanas` | [profile](https://github.com/DavidSolanas) | no | FIRST_TIME_CONTRIBUTOR | 2757d | `2026-04-15T08:44:00Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `ddreeselogs` | [profile](https://github.com/ddreeselogs) | no | FIRST_TIMER | 42d | `2026-04-20T23:59:40Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `Defalt-Meh` | [profile](https://github.com/Defalt-Meh) | no | FIRST_TIME_CONTRIBUTOR | 662d | `2026-03-15T23:26:31Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `Dev-X25874` | [profile](https://github.com/Dev-X25874) | yes | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Dhruv908615` | [profile](https://github.com/Dhruv908615) | no | NONE | 300d | `2026-05-03T06:02:43Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Dippp10` | [profile](https://github.com/Dippp10) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-04-11T14:17:32Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
 | `divyanks` | [profile](https://github.com/divyanks) | no | NONE | 4327d | `2026-03-17T16:51:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -352,7 +354,7 @@
 | `xu-song` | [profile](https://github.com/xu-song) | no | CONTRIBUTOR | 3895d | `2026-04-01T14:50:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `yacinemebarki` | [profile](https://github.com/yacinemebarki) | no | CONTRIBUTOR | 482d | `2026-03-30T21:18:47Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Yanis01682` | [profile](https://github.com/Yanis01682) | no | NONE | 606d | `2026-04-14T01:47:54Z` | 1 | 0 | strong | low | low | — |
-| `Yeuvoir` | [profile](https://github.com/Yeuvoir) | yes | FIRST_TIME_CONTRIBUTOR | 639d | `2026-05-13T05:45:38Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
+| `Yeuvoir` | [profile](https://github.com/Yeuvoir) | no | FIRST_TIME_CONTRIBUTOR | 639d | `2026-05-13T05:45:38Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `yileld` | [profile](https://github.com/yileld) | no | FIRST_TIME_CONTRIBUTOR | 3958d | `2026-04-30T02:17:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `YousefZahran1` | [profile](https://github.com/YousefZahran1) | no | NONE | 870d | `2026-05-07T16:00:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `zendy199x` | [profile](https://github.com/zendy199x) | no | NONE | 2543d | `2026-03-29T15:50:04Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
@@ -368,12 +370,12 @@
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
 - repo first seen: `2025-03-19T10:58:02Z`
-- repo last seen: `2026-05-13T06:00:57Z`
+- repo last seen: `2026-05-13T06:22:31Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **92**
 - snapshot authored PRs/issues: **92 PRs / 0 issues**
-- snapshot discussion activity: **238 comments / 315 reviews / 485 review comments**
+- snapshot discussion activity: **240 comments / 317 reviews / 486 review comments**
 - account age: **2036 days**
 - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 - public orgs: `huggingface`
@@ -391,12 +393,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
 - repo first seen: `2026-01-21T16:52:29Z`
-- repo last seen: `2026-05-12T11:01:54Z`
+- repo last seen: `2026-05-13T08:11:42Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **91**
-- snapshot authored PRs/issues: **85 PRs / 6 issues**
-- snapshot discussion activity: **169 comments / 192 reviews / 183 review comments**
+- repo primary artifacts: **93**
+- snapshot authored PRs/issues: **87 PRs / 6 issues**
+- snapshot discussion activity: **169 comments / 193 reviews / 184 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`
@@ -404,9 +406,9 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
 
 Example artifacts:
+- [PR #45933: pass the otel secrets](https://github.com/huggingface/transformers/pull/45933) — closed, merged
+- [PR #45932: DO NOT MERGE testing grafana](https://github.com/huggingface/transformers/pull/45932) — open
 - [PR #45775: make sure we call check_auto in CI](https://github.com/huggingface/transformers/pull/45775) — closed, merged
-- [PR #45720: chore(mlinter): implement part of rule TRF003](https://github.com/huggingface/transformers/pull/45720) — open
-- [PR #45711: refector: renamed file glob to cache to make it clearer](https://github.com/huggingface/transformers/pull/45711) — closed, merged
 - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — closed
 - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
 - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
@@ -417,12 +419,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
 - repo first seen: `2025-03-31T13:54:54Z`
-- repo last seen: `2026-05-12T09:17:35Z`
+- repo last seen: `2026-05-13T08:10:03Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **77**
 - snapshot authored PRs/issues: **77 PRs / 0 issues**
-- snapshot discussion activity: **107 comments / 193 reviews / 142 review comments**
+- snapshot discussion activity: **107 comments / 195 reviews / 143 review comments**
 - account age: **4938 days**
 - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
 - public orgs: none visible
@@ -489,12 +491,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
 - repo first seen: `2023-02-24T14:13:29Z`
-- repo last seen: `2026-05-13T05:47:10Z`
+- repo last seen: `2026-05-13T09:20:24Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **57**
 - snapshot authored PRs/issues: **54 PRs / 3 issues**
-- snapshot discussion activity: **169 comments / 571 reviews / 1150 review comments**
+- snapshot discussion activity: **170 comments / 576 reviews / 1173 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
@@ -564,12 +566,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
-- repo last seen: `2026-05-12T12:01:12Z`
+- repo last seen: `2026-05-13T08:27:35Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **44**
 - snapshot authored PRs/issues: **43 PRs / 1 issues**
-- snapshot discussion activity: **525 comments / 927 reviews / 3954 review comments**
+- snapshot discussion activity: **525 comments / 928 reviews / 3956 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
@@ -637,12 +639,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
 - repo first seen: `2024-10-21T07:08:47Z`
-- repo last seen: `2026-05-13T03:20:43Z`
+- repo last seen: `2026-05-13T07:53:44Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **29**
-- snapshot authored PRs/issues: **29 PRs / 0 issues**
-- snapshot discussion activity: **44 comments / 49 reviews / 31 review comments**
+- repo primary artifacts: **30**
+- snapshot authored PRs/issues: **30 PRs / 0 issues**
+- snapshot discussion activity: **45 comments / 49 reviews / 31 review comments**
 - account age: **3139 days**
 - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
 - public orgs: none visible
@@ -650,9 +652,9 @@ Example artifacts:
 - heuristic read: **no visible non-self stars; targets high-star repos**
 
 Example artifacts:
+- [PR #45936: Fix models for which we don't have a dedicated tokenizer class, and the listed one is incorrect](https://github.com/huggingface/transformers/pull/45936) — open
 - [PR #45741: deepseek r1 distilled tokenizer fix for qwen2 mapping](https://github.com/huggingface/transformers/pull/45741) — closed, merged
 - [PR #45680: change got reverted](https://github.com/huggingface/transformers/pull/45680) — closed, merged
-- [PR #45435: do not index past decoded chars with special tokens](https://github.com/huggingface/transformers/pull/45435) — closed, merged
 
 ### `yonigozlan`
 
@@ -696,7 +698,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #45911: [CB] Hide activation footprint by using the CUDA graph pool](https://github.com/huggingface/transformers/pull/45911) — open
+- [PR #45911: [CB] Hide activation footprint by using the CUDA graph pool](https://github.com/huggingface/transformers/pull/45911) — closed, merged
 - [PR #45821: [CB] [Major] Add tensor paralellism](https://github.com/huggingface/transformers/pull/45821) — open
 - [PR #45733: [CB] Fixes for SDPA and CPU offloading](https://github.com/huggingface/transformers/pull/45733) — closed
 
@@ -706,12 +708,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
 - repo first seen: `2024-03-21T04:37:45Z`
-- repo last seen: `2026-05-13T01:34:04Z`
+- repo last seen: `2026-05-13T08:42:26Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **26**
 - snapshot authored PRs/issues: **22 PRs / 4 issues**
-- snapshot discussion activity: **44 comments / 33 reviews / 33 review comments**
+- snapshot discussion activity: **44 comments / 35 reviews / 35 review comments**
 - account age: **1396 days**
 - recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 - public orgs: none visible
@@ -830,12 +832,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
 - repo first seen: `2025-07-04T08:41:29Z`
-- repo last seen: `2026-05-12T14:46:34Z`
+- repo last seen: `2026-05-13T07:58:47Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **20**
 - snapshot authored PRs/issues: **17 PRs / 3 issues**
-- snapshot discussion activity: **56 comments / 222 reviews / 197 review comments**
+- snapshot discussion activity: **57 comments / 227 reviews / 202 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`
@@ -997,12 +999,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
 - repo first seen: `2025-11-26T16:58:10Z`
-- repo last seen: `2026-05-10T23:49:26Z`
+- repo last seen: `2026-05-13T09:12:42Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **13**
 - snapshot authored PRs/issues: **13 PRs / 0 issues**
-- snapshot discussion activity: **25 comments / 77 reviews / 82 review comments**
+- snapshot discussion activity: **25 comments / 80 reviews / 85 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`
@@ -1183,12 +1185,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJJJYmmm)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJJJYmmm)
 - repo first seen: `2026-01-27T10:34:17Z`
-- repo last seen: `2026-05-12T12:52:49Z`
+- repo last seen: `2026-05-13T10:21:34Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **19 comments / 34 reviews / 34 review comments**
+- snapshot discussion activity: **19 comments / 37 reviews / 37 review comments**
 - account age: **1648 days**
 - recent public PR activity: **11 PRs** (9 merged / 2 closed-unmerged / 0 open; merged rate **82%**, closed-unmerged rate **18%**, open rate **0%**)
 - public orgs: none visible
@@ -1254,12 +1256,12 @@ 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: `2026-04-30T09:57:33Z`
+- repo last seen: `2026-05-13T08:50:02Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **13 comments / 10 reviews / 10 review comments**
+- snapshot discussion activity: **15 comments / 10 reviews / 10 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`
@@ -1323,12 +1325,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajamesbraza)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajamesbraza)
 - repo first seen: `2026-04-23T00:37:54Z`
-- repo last seen: `2026-05-13T05:06:34Z`
+- repo last seen: `2026-05-13T06:29:10Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **5 PRs / 5 issues**
-- snapshot discussion activity: **6 comments / 3 reviews / 3 review comments**
+- snapshot discussion activity: **7 comments / 3 reviews / 3 review comments**
 - account age: **4221 days**
 - recent public PR activity: **36 PRs** (32 merged / 2 closed-unmerged / 2 open; merged rate **89%**, closed-unmerged rate **6%**, open rate **6%**)
 - public orgs: none visible
@@ -1339,7 +1341,7 @@ Example artifacts:
 - [PR #45903: Fix M-RoPE `inv_freq` device and `meta` → `to_empty` re-init in Qwen3-VL family](https://github.com/huggingface/transformers/pull/45903) — open
 - [PR #45861: Fix M-RoPE device mismatch in Qwen3VL family under FSDP2 CPU offload](https://github.com/huggingface/transformers/pull/45861) — open
 - [PR #45770: Unwrap `text_config` in `AutoModelFor*.from_config`](https://github.com/huggingface/transformers/pull/45770) — closed, merged
-- [Issue #45902: `Qwen3_5MoeTextRotaryEmbedding.inv_freq` reads uninitialized memory after `meta → to_empty(cuda)` materialization](https://github.com/huggingface/transformers/issues/45902) — open
+- [Issue #45902: `Qwen3_5MoeTextRotaryEmbedding.inv_freq` reads uninitialized memory after `meta → to_empty(cuda)` materialization](https://github.com/huggingface/transformers/issues/45902) — closed
 - [Issue #45859: `Qwen3_5MoeTextRotaryEmbedding.forward` is not compatible with CPU offload](https://github.com/huggingface/transformers/issues/45859) — closed
 - [Issue #45759: `AutoModelForCausalLM.from_config` does not unwrap `text_config` for composite Qwen 3.5 and 3.6 multimodal configs](https://github.com/huggingface/transformers/issues/45759) — closed
 
@@ -2696,12 +2698,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMamiglia)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMamiglia)
 - repo first seen: `2026-05-08T16:06:43Z`
-- repo last seen: `2026-05-11T16:14:59Z`
+- repo last seen: `2026-05-13T09:26:00Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
 - account age: **3093 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
@@ -3860,6 +3862,28 @@ Example artifacts:
 - [PR #45669: zero_shot_object_detection ValueError fix for python 3.13](https://github.com/huggingface/transformers/pull/45669) — closed, merged
 - [Issue #45657: ValueError in zero_shot_object_detection.md doctest on Python 3.13](https://github.com/huggingface/transformers/issues/45657) — closed
 
+### `anxovatomica`
+
+- profile: [github.com/anxovatomica](https://github.com/anxovatomica)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aanxovatomica)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aanxovatomica)
+- repo first seen: `2026-05-12T13:01:28Z`
+- repo last seen: `2026-05-13T07:23:53Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **3464 days**
+- recent public PR activity: **33 PRs** (2 merged / 5 closed-unmerged / 26 open; merged rate **6%**, closed-unmerged rate **15%**, open rate **79%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
+- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45935: Security: Add TRUST_REMOTE_CODE guard to nanochat checkpoint conversion](https://github.com/huggingface/transformers/pull/45935) — open
+- [Issue #45915: 🚨 Security Analysis: 1. An attacker identifies the insecure-deserialization vulne](https://github.com/huggingface/transformers/issues/45915) — closed
+
 ### `BSchilperoort`
 
 - profile: [github.com/BSchilperoort](https://github.com/BSchilperoort)
@@ -5401,6 +5425,27 @@ Example artifacts:
 Example artifacts:
 - [PR #44731: [Tests] Fix slow video tensor creation from list of numpy arrays in SmolVLM](https://github.com/huggingface/transformers/pull/44731) — open
 
+### `Dev-X25874`
+
+- profile: [github.com/Dev-X25874](https://github.com/Dev-X25874)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADev-X25874)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADev-X25874)
+- repo first seen: `2026-05-13T10:45:04Z`
+- repo last seen: `2026-05-13T10:45:04Z`
+- first seen in snapshot: **yes**
+- repo 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: **4 days**
+- recent public PR activity: **14 PRs** (1 merged / 5 closed-unmerged / 8 open; merged rate **7%**, closed-unmerged rate **36%**, open rate **57%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
+- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #45940: cache_utils: fix StaticSlidingWindowLayer.get_mask_sizes returning sliding_window size before cache is full](https://github.com/huggingface/transformers/pull/45940) — open
+
 ### `Dhruv908615`
 
 - profile: [github.com/Dhruv908615](https://github.com/Dhruv908615)
@@ -7668,7 +7713,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #45918: Add initial torch_tpu backend support](https://github.com/huggingface/transformers/pull/45918) — open
+- [PR #45918: Add initial torch_tpu backend support](https://github.com/huggingface/transformers/pull/45918) — closed, merged
 
 ### `tianhaocui`
 
@@ -7908,7 +7953,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYeuvoir)
 - repo first seen: `2026-05-13T05:45:38Z`
 - repo last seen: `2026-05-13T05:45:38Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**

new_contributors.parquet

@@ -1,3 +1,3 @@
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-size 62724
+oid sha256:13500f3ebe030d6e2dc83c7fc09bb1fbdb1b47b6ad9eb24eb7e35ac1361b1e87
+size 62977

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260513T060025Z",
-  "generated_at": "2026-05-13T06:01:36Z",
-  "cluster_count": 50,
+  "snapshot_id": "20260513T120045Z",
+  "generated_at": "2026-05-13T12:02:19Z",
+  "cluster_count": 51,
   "pr_scope_clusters": [
     {
       "cluster_id": "pr-scope-43636-10",
@@ -19,7 +19,7 @@
         45273
       ],
       "representative_pr_number": 45067,
-      "average_similarity": 0.419,
+      "average_similarity": 0.42,
       "summary": "10 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
       "shared_filenames": [
         "src/transformers/trainer.py"
@@ -161,7 +161,7 @@
           "left_pr_number": 44189,
           "right_pr_number": 44660,
           "similarity": 0.462,
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@@ -176,8 +176,8 @@
         {
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           "right_pr_number": 43663,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -206,11 +206,11 @@
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-          "size_similarity": 0.75,
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+          "right_pr_number": 43651,
+          "similarity": 0.44,
+          "content_similarity": 0.283,
+          "size_similarity": 0.611,
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           "concentration_similarity": 1.0,
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@@ -222,11 +222,11 @@
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-          "size_similarity": 0.611,
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+          "right_pr_number": 45055,
+          "similarity": 0.439,
+          "content_similarity": 0.252,
+          "size_similarity": 0.75,
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           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -238,11 +238,11 @@
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-          "left_pr_number": 44660,
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           "right_pr_number": 45067,
-          "similarity": 0.436,
-          "content_similarity": 0.356,
-          "size_similarity": 0.24,
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+          "content_similarity": 0.315,
+          "size_similarity": 0.44,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
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@@ -254,11 +254,11 @@
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-          "left_pr_number": 43636,
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           "right_pr_number": 45067,
-          "similarity": 0.435,
-          "content_similarity": 0.313,
-          "size_similarity": 0.44,
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+          "content_similarity": 0.357,
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           "right_pr_number": 44660,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -416,8 +416,8 @@
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           "right_pr_number": 44257,
-          "similarity": 0.397,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -430,11 +430,11 @@
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-          "left_pr_number": 43651,
-          "right_pr_number": 44257,
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-          "size_similarity": 0.333,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -446,11 +446,11 @@
           ]
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-          "left_pr_number": 43636,
-          "right_pr_number": 44189,
-          "similarity": 0.39,
-          "content_similarity": 0.265,
-          "size_similarity": 0.364,
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+          "right_pr_number": 44257,
+          "similarity": 0.392,
+          "content_similarity": 0.275,
+          "size_similarity": 0.333,
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           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -526,11 +526,11 @@
           ]
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-          "right_pr_number": 44189,
-          "similarity": 0.377,
-          "content_similarity": 0.309,
-          "size_similarity": 0.073,
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+          "right_pr_number": 44123,
+          "similarity": 0.378,
+          "content_similarity": 0.283,
+          "size_similarity": 0.2,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -542,11 +542,11 @@
           ]
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-          "left_pr_number": 43636,
-          "right_pr_number": 44123,
-          "similarity": 0.376,
-          "content_similarity": 0.281,
-          "size_similarity": 0.2,
+          "left_pr_number": 44123,
+          "right_pr_number": 44189,
+          "similarity": 0.377,
+          "content_similarity": 0.309,
+          "size_similarity": 0.073,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -640,8 +640,8 @@
         {
           "left_pr_number": 43636,
           "right_pr_number": 45055,
-          "similarity": 0.351,
-          "content_similarity": 0.229,
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           "size_similarity": 0.273,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -718,11 +718,11 @@
           ]
         },
         {
-          "left_pr_number": 44123,
+          "left_pr_number": 43636,
           "right_pr_number": 45273,
           "similarity": 0.322,
-          "content_similarity": 0.238,
-          "size_similarity": 0.036,
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+          "size_similarity": 0.182,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -734,11 +734,11 @@
           ]
         },
         {
-          "left_pr_number": 43636,
+          "left_pr_number": 44123,
           "right_pr_number": 45273,
-          "similarity": 0.32,
-          "content_similarity": 0.204,
-          "size_similarity": 0.182,
+          "similarity": 0.322,
+          "content_similarity": 0.238,
+          "size_similarity": 0.036,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -829,8 +829,8 @@
         {
           "left_pr_number": 45606,
           "right_pr_number": 45817,
-          "similarity": 0.605,
-          "content_similarity": 0.55,
+          "similarity": 0.606,
+          "content_similarity": 0.551,
           "size_similarity": 0.545,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.768,
@@ -995,400 +995,33 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-41992-5",
+      "cluster_id": "pr-scope-43875-5",
       "pr_numbers": [
-        41992,
-        44973,
-        45396,
-        45783,
-        45827
-      ],
-      "representative_pr_number": 45396,
-      "average_similarity": 0.412,
-      "summary": "5 open PRs share weighted file overlap around `src/transformers/models/glm_image/modeling_glm_image.py`, `src/transformers/models/glm_image/modular_glm_image.py`, `src/transformers/models/glm4v/modeling_glm4v.py`; representative PR #45396.",
-      "shared_filenames": [
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         {
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@@ -1616,8 +1238,8 @@
         {
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@@ -1638,8 +1260,8 @@
         {
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@@ -1660,8 +1282,8 @@
         {
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@@ -1682,8 +1304,8 @@
         {
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@@ -1858,7 +1480,7 @@
         45896
       ],
       "representative_pr_number": 44543,
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+      "average_similarity": 0.453,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/processing_utils.py`, `tests/test_processing_common.py`, `tests/test_tokenization_common.py`; representative PR #44543.",
       "shared_filenames": [
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@@ -1875,8 +1497,8 @@
         {
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@@ -1981,123 +1603,6 @@
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-      "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
-      "shared_filenames": [
-        "src/transformers/modeling_utils.py"
-      ],
-      "shared_directories": [
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-        "src"
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-        {
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     {
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@@ -2120,7 +1625,7 @@
         {
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@@ -2137,7 +1642,7 @@
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@@ -2152,7 +1657,7 @@
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@@ -2182,7 +1687,7 @@
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@@ -2197,7 +1702,7 @@
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@@ -2391,7 +1896,7 @@
         {
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@@ -2607,7 +2112,7 @@
         45077
       ],
       "representative_pr_number": 45077,
-      "average_similarity": 0.527,
+      "average_similarity": 0.525,
       "summary": "3 open PRs share weighted file overlap around `.github/workflows/build-ci-docker-images.yml`, `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`; representative PR #45077.",
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@@ -2627,8 +2132,8 @@
         {
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@@ -2652,8 +2157,8 @@
         {
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@@ -2672,8 +2177,8 @@
         {
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@@ -2701,7 +2206,7 @@
         44872
       ],
       "representative_pr_number": 34667,
-      "average_similarity": 0.465,
+      "average_similarity": 0.466,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #34667.",
       "shared_filenames": [
         "src/transformers/generation/utils.py"
@@ -2715,8 +2220,8 @@
         {
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@@ -2732,8 +2237,8 @@
         {
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@@ -2749,8 +2254,8 @@
         {
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           "breadth_similarity": 1.0,
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@@ -2808,101 +2313,301 @@
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
-            "src/transformers/modeling_flash_attention_utils.py"
+            "src/transformers/modeling_flash_attention_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 41097,
+          "right_pr_number": 44547,
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+          "content_similarity": 0.328,
+          "size_similarity": 0.16,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
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+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "pr-scope-43911-3",
+      "pr_numbers": [
+        43911,
+        45813,
+        45924
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+      "representative_pr_number": 45813,
+      "average_similarity": 0.428,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/auto/tokenization_auto.py`; representative PR #45813.",
+      "shared_filenames": [
+        "src/transformers/models/auto/tokenization_auto.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/auto",
+        "src/transformers/models",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
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+          "size_similarity": 0.625,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/models/auto/tokenization_auto.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/auto",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 43911,
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+          "similarity": 0.375,
+          "content_similarity": 0.294,
+          "size_similarity": 0.125,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/models/auto/tokenization_auto.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/auto",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
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+          "content_similarity": 0.259,
+          "size_similarity": 0.2,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/models/auto/tokenization_auto.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/auto",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
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+        }
+      ]
+    },
+    {
+      "cluster_id": "pr-scope-44907-3",
+      "pr_numbers": [
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+        45827
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+      "representative_pr_number": 45783,
+      "average_similarity": 0.419,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/glm46v/modeling_glm46v.py`, `src/transformers/models/paddleocr_vl/modular_paddleocr_vl.py`, `src/transformers/models/glm4v/modeling_glm4v.py`; representative PR #45783.",
+      "shared_filenames": [
+        "src/transformers/models/glm46v/modeling_glm46v.py",
+        "src/transformers/models/paddleocr_vl/modular_paddleocr_vl.py",
+        "src/transformers/models/glm4v/modeling_glm4v.py",
+        "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
+        "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
+        "src/transformers/models/qwen2_5_vl/modeling_qwen2_5_vl.py",
+        "src/transformers/models/qwen2_vl/modeling_qwen2_vl.py",
+        "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/glm46v",
+        "src/transformers/models/glm_ocr",
+        "src/transformers/models/paddleocr_vl",
+        "src/transformers/models/glm4v",
+        "src/transformers/models/qwen2_5_omni",
+        "src/transformers/models/glm4v_moe",
+        "src/transformers/models/ernie4_5_vl_moe",
+        "src/transformers/models/qwen2_5_vl"
+      ],
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+            "src/transformers/models/deepseek_vl/modeling_deepseek_vl.py",
+            "src/transformers/models/deepseek_vl_hybrid/modeling_deepseek_vl_hybrid.py",
+            "src/transformers/models/deepseek_vl_hybrid/modular_deepseek_vl_hybrid.py",
+            "src/transformers/models/emu3/modeling_emu3.py",
+            "src/transformers/models/emu3/modular_emu3.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/aria",
+            "src/transformers/models/aya_vision",
+            "src/transformers/models/blip_2",
+            "src/transformers/models/chameleon",
+            "src/transformers/models/cohere2_vision",
+            "src/transformers/models/deepseek_vl",
+            "src/transformers/models/deepseek_vl_hybrid",
+            "src/transformers/models/emu3",
+            "src/transformers/models/ernie4_5_vl_moe",
+            "src/transformers/models/fast_vlm"
+          ]
+        },
+        {
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+            "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
+            "src/transformers/models/exaone4_5/modeling_exaone4_5.py",
+            "src/transformers/models/glm46v/modeling_glm46v.py",
+            "src/transformers/models/glm4v/modeling_glm4v.py",
+            "src/transformers/models/glm4v/modular_glm4v.py",
+            "src/transformers/models/glm4v_moe/modeling_glm4v_moe.py",
+            "src/transformers/models/glm_image/modeling_glm_image.py",
+            "src/transformers/models/glm_image/modular_glm_image.py",
+            "src/transformers/models/glm_ocr/modeling_glm_ocr.py"
           ],
           "shared_directories": [
-            "src/transformers",
-            "src"
+            "src/transformers/models/ernie4_5_vl_moe",
+            "src/transformers/models/exaone4_5",
+            "src/transformers/models/glm46v",
+            "src/transformers/models/glm4v",
+            "src/transformers/models/glm4v_moe",
+            "src/transformers/models/glm_image",
+            "src/transformers/models/glm_ocr",
+            "src/transformers/models/paddleocr_vl",
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+            "src/transformers/models/glm46v/modeling_glm46v.py",
+            "src/transformers/models/glm4v/modeling_glm4v.py",
+            "src/transformers/models/glm4v/modular_glm4v.py",
+            "src/transformers/models/glm4v_moe/modeling_glm4v_moe.py",
+            "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
+            "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
+            "src/transformers/models/paddleocr_vl/modular_paddleocr_vl.py",
+            "src/transformers/models/qwen2_5_omni/modeling_qwen2_5_omni.py",
+            "src/transformers/models/qwen2_5_omni/modular_qwen2_5_omni.py"
           ],
           "shared_directories": [
-            "src/transformers",
-            "src"
+            "src/transformers/models/ernie4_5_vl_moe",
+            "src/transformers/models/glm46v",
+            "src/transformers/models/glm4v",
+            "src/transformers/models/glm4v_moe",
+            "src/transformers/models/glm_ocr",
+            "src/transformers/models/paddleocr_vl",
+            "src/transformers/models/qwen2_5_omni",
+            "src/transformers/models/qwen2_5_vl",
+            "src/transformers/models/qwen2_vl",
+            "src/transformers/models/qwen3_5"
           ]
         }
       ]
     },
     {
-      "cluster_id": "pr-scope-43911-3",
+      "cluster_id": "pr-scope-45548-3",
       "pr_numbers": [
-        43911,
-        45813,
-        45924
+        45548,
+        45649,
+        45655
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-      "average_similarity": 0.422,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/auto/tokenization_auto.py`; representative PR #45813.",
+      "representative_pr_number": 45649,
+      "average_similarity": 0.415,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
       "shared_filenames": [
-        "src/transformers/models/auto/tokenization_auto.py"
+        "src/transformers/modeling_utils.py"
       ],
       "shared_directories": [
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-        "src/transformers/models",
         "src/transformers",
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           "breadth_similarity": 1.0,
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           "shared_filenames": [
-            "src/transformers/models/auto/tokenization_auto.py"
+            "src/transformers/modeling_utils.py"
           ],
           "shared_directories": [
-            "src/transformers/models/auto",
-            "src/transformers/models",
             "src/transformers",
             "src"
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           "concentration_similarity": 1.0,
           "shared_filenames": [
-            "src/transformers/models/auto/tokenization_auto.py"
+            "src/transformers/modeling_utils.py"
           ],
           "shared_directories": [
-            "src/transformers/models/auto",
-            "src/transformers/models",
             "src/transformers",
             "src"
           ]
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-          "size_similarity": 0.2,
-          "breadth_similarity": 1.0,
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+          "right_pr_number": 45655,
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+          "size_similarity": 0.191,
+          "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
           "shared_filenames": [
-            "src/transformers/models/auto/tokenization_auto.py"
+            "src/transformers/modeling_utils.py"
           ],
           "shared_directories": [
-            "src/transformers/models/auto",
-            "src/transformers/models",
             "src/transformers",
             "src"
           ]
@@ -2985,7 +2690,7 @@
         45524
       ],
       "representative_pr_number": 44615,
-      "average_similarity": 0.394,
+      "average_similarity": 0.403,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
       "shared_filenames": [
         "src/transformers/utils/import_utils.py"
@@ -2999,8 +2704,8 @@
         {
           "left_pr_number": 44615,
           "right_pr_number": 45524,
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-          "content_similarity": 0.323,
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@@ -3016,8 +2721,8 @@
         {
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           "right_pr_number": 44615,
-          "similarity": 0.398,
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           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -3033,8 +2738,8 @@
         {
           "left_pr_number": 44385,
           "right_pr_number": 45524,
-          "similarity": 0.374,
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+          "similarity": 0.382,
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           "size_similarity": 0.615,
           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -3090,7 +2795,7 @@
         {
           "left_pr_number": 44981,
           "right_pr_number": 45917,
-          "similarity": 0.352,
+          "similarity": 0.353,
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@@ -3406,7 +3111,7 @@
         45734
       ],
       "representative_pr_number": 45683,
-      "average_similarity": 0.818,
+      "average_similarity": 0.817,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/quantizers/base.py`, `tests/quantization/bnb/test_4bit.py`; representative PR #45683.",
       "shared_filenames": [
         "src/transformers/quantizers/base.py",
@@ -3424,7 +3129,7 @@
         {
           "left_pr_number": 45683,
           "right_pr_number": 45734,
-          "similarity": 0.818,
+          "similarity": 0.817,
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           "size_similarity": 0.456,
           "breadth_similarity": 1.0,
@@ -3451,7 +3156,7 @@
         45645
       ],
       "representative_pr_number": 45639,
-      "average_similarity": 0.782,
+      "average_similarity": 0.783,
       "summary": "2 open PRs share weighted file overlap around `tests/utils/test_testing_utils.py`, `src/transformers/testing_utils.py`; representative PR #45639.",
       "shared_filenames": [
         "tests/utils/test_testing_utils.py",
@@ -3467,8 +3172,8 @@
         {
           "left_pr_number": 45639,
           "right_pr_number": 45645,
-          "similarity": 0.782,
-          "content_similarity": 0.844,
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           "size_similarity": 0.646,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.893,
@@ -3485,67 +3190,6 @@
         }
       ]
     },
-    {
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-      "pr_numbers": [
-        45861,
-        45903
-      ],
-      "representative_pr_number": 45861,
-      "average_similarity": 0.729,
-      "summary": "2 open PRs share weighted file overlap around `tests/models/qwen3_vl/test_modeling_qwen3_vl.py`, `src/transformers/models/qwen3_vl/modular_qwen3_vl.py`, `src/transformers/models/qwen3_vl/modeling_qwen3_vl.py`; representative PR #45861.",
-      "shared_filenames": [
-        "tests/models/qwen3_vl/test_modeling_qwen3_vl.py",
-        "src/transformers/models/qwen3_vl/modular_qwen3_vl.py",
-        "src/transformers/models/qwen3_vl/modeling_qwen3_vl.py",
-        "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
-        "src/transformers/models/qwen3_vl_moe/modeling_qwen3_vl_moe.py",
-        "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
-        "src/transformers/models/qwen3_omni_moe/modeling_qwen3_omni_moe.py"
-      ],
-      "shared_directories": [
-        "src/transformers/models/qwen3_5_moe",
-        "src/transformers/models/qwen3_vl",
-        "src/transformers/models/qwen3_vl_moe",
-        "src/transformers/models/qwen3_5",
-        "src/transformers/models/qwen3_omni_moe",
-        "tests/models/qwen3_vl",
-        "src/transformers/models",
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-            "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
-            "src/transformers/models/qwen3_omni_moe/modeling_qwen3_omni_moe.py",
-            "src/transformers/models/qwen3_vl/modeling_qwen3_vl.py",
-            "src/transformers/models/qwen3_vl/modular_qwen3_vl.py",
-            "src/transformers/models/qwen3_vl_moe/modeling_qwen3_vl_moe.py",
-            "tests/models/qwen3_vl/test_modeling_qwen3_vl.py"
-          ],
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-            "src/transformers/models/qwen3_5",
-            "src/transformers/models/qwen3_5_moe",
-            "src/transformers/models/qwen3_omni_moe",
-            "src/transformers/models/qwen3_vl",
-            "src/transformers/models/qwen3_vl_moe",
-            "src/transformers/models",
-            "tests/models/qwen3_vl",
-            "src/transformers",
-            "tests/models",
-            "src"
-          ]
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@@ -3686,7 +3330,7 @@
         45480
       ],
       "representative_pr_number": 43747,
-      "average_similarity": 0.683,
+      "average_similarity": 0.682,
       "summary": "2 open PRs share weighted file overlap around `tests/quantization/compressed_tensors_integration/test_compressed_models.py`; representative PR #43747.",
       "shared_filenames": [
         "tests/quantization/compressed_tensors_integration/test_compressed_models.py"
@@ -3700,8 +3344,8 @@
         {
           "left_pr_number": 43747,
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@@ -3803,15 +3447,15 @@
         45513
       ],
       "representative_pr_number": 45034,
-      "average_similarity": 0.635,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/qwen3_next/modular_qwen3_next.py`, `tests/models/qwen3_next/test_modeling_qwen3_next.py`, `tests/models/qwen3_5/test_modeling_qwen3_5.py`; representative PR #45034.",
+      "average_similarity": 0.634,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/qwen3_next/modular_qwen3_next.py`, `tests/models/qwen3_5/test_modeling_qwen3_5.py`, `tests/models/qwen3_next/test_modeling_qwen3_next.py`; representative PR #45034.",
       "shared_filenames": [
         "src/transformers/models/qwen3_next/modular_qwen3_next.py",
-        "tests/models/qwen3_next/test_modeling_qwen3_next.py",
         "tests/models/qwen3_5/test_modeling_qwen3_5.py",
+        "tests/models/qwen3_next/test_modeling_qwen3_next.py",
         "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
-        "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
         "src/transformers/models/qwen3_5/modular_qwen3_5.py",
+        "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
         "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
         "src/transformers/models/qwen3_5/modeling_qwen3_5.py"
       ],
@@ -3820,8 +3464,8 @@
         "src/transformers/models/qwen3_next",
         "src/transformers/models/qwen3_5_moe",
         "src/transformers/models/qwen3_5",
-        "tests/models/qwen3_next",
         "tests/models/qwen3_5",
+        "tests/models/qwen3_next",
         "src/transformers/models",
         "tests/models"
       ],
@@ -3829,8 +3473,8 @@
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           "breadth_similarity": 0.735,
           "concentration_similarity": 0.962,
@@ -3859,6 +3503,63 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45861-2",
+      "pr_numbers": [
+        45861,
+        45903
+      ],
+      "representative_pr_number": 45861,
+      "average_similarity": 0.58,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/qwen3_vl/modular_qwen3_vl.py`, `src/transformers/models/qwen3_vl/modeling_qwen3_vl.py`, `src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py`; representative PR #45861.",
+      "shared_filenames": [
+        "src/transformers/models/qwen3_vl/modular_qwen3_vl.py",
+        "src/transformers/models/qwen3_vl/modeling_qwen3_vl.py",
+        "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
+        "src/transformers/models/qwen3_vl_moe/modeling_qwen3_vl_moe.py",
+        "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
+        "src/transformers/models/qwen3_omni_moe/modeling_qwen3_omni_moe.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/qwen3_5_moe",
+        "src/transformers/models/qwen3_vl",
+        "src/transformers/models/qwen3_vl_moe",
+        "src/transformers/models/qwen3_5",
+        "src/transformers/models/qwen3_omni_moe",
+        "src/transformers/models",
+        "src/transformers",
+        "src"
+      ],
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+        {
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+          "concentration_similarity": 0.822,
+          "shared_filenames": [
+            "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
+            "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
+            "src/transformers/models/qwen3_omni_moe/modeling_qwen3_omni_moe.py",
+            "src/transformers/models/qwen3_vl/modeling_qwen3_vl.py",
+            "src/transformers/models/qwen3_vl/modular_qwen3_vl.py",
+            "src/transformers/models/qwen3_vl_moe/modeling_qwen3_vl_moe.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/qwen3_5",
+            "src/transformers/models/qwen3_5_moe",
+            "src/transformers/models/qwen3_omni_moe",
+            "src/transformers/models/qwen3_vl",
+            "src/transformers/models/qwen3_vl_moe",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44101-2",
       "pr_numbers": [
@@ -3940,7 +3641,7 @@
         43649
       ],
       "representative_pr_number": 43532,
-      "average_similarity": 0.516,
+      "average_similarity": 0.515,
       "summary": "2 open PRs share weighted file overlap around `.github/workflows/self-comment-ci.yml`, `utils/notification_service.py`, `.github/workflows/self-scheduled.yml`; representative PR #43532.",
       "shared_filenames": [
         ".github/workflows/self-comment-ci.yml",
@@ -3960,8 +3661,8 @@
         {
           "left_pr_number": 43532,
           "right_pr_number": 43649,
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           "breadth_similarity": 0.875,
           "concentration_similarity": 0.893,
@@ -3989,17 +3690,17 @@
         45720
       ],
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-      "average_similarity": 0.514,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/data2vec/modeling_data2vec_audio.py`, `src/transformers/models/unispeech/modeling_unispeech.py`, `src/transformers/models/unispeech_sat/modeling_unispeech_sat.py`; representative PR #44114.",
+      "average_similarity": 0.508,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/data2vec/modeling_data2vec_audio.py`, `src/transformers/models/sew_d/modeling_sew_d.py`, `src/transformers/models/unispeech/modeling_unispeech.py`; representative PR #44114.",
       "shared_filenames": [
         "src/transformers/models/data2vec/modeling_data2vec_audio.py",
+        "src/transformers/models/sew_d/modeling_sew_d.py",
         "src/transformers/models/unispeech/modeling_unispeech.py",
         "src/transformers/models/unispeech_sat/modeling_unispeech_sat.py",
         "src/transformers/models/wav2vec2/modeling_wav2vec2.py",
         "src/transformers/models/wav2vec2_conformer/modeling_wav2vec2_conformer.py",
         "src/transformers/models/wavlm/modeling_wavlm.py",
-        "src/transformers/models/hubert/modeling_hubert.py",
-        "src/transformers/models/sew/modeling_sew.py"
+        "src/transformers/models/hubert/modeling_hubert.py"
       ],
       "shared_directories": [
         "src/transformers/models/unispeech",
@@ -4007,16 +3708,16 @@
         "src/transformers/models/wav2vec2",
         "src/transformers/models/wav2vec2_conformer",
         "src/transformers/models/wavlm",
+        "src/transformers/models/sew_d",
         "src/transformers/models/wav2vec2_bert",
-        "src/transformers/models/hubert",
-        "src/transformers/models/sew"
+        "src/transformers/models/hubert"
       ],
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         {
           "left_pr_number": 44114,
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-          "similarity": 0.514,
-          "content_similarity": 0.441,
+          "similarity": 0.508,
+          "content_similarity": 0.432,
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           "breadth_similarity": 0.727,
           "concentration_similarity": 0.999,
@@ -4054,7 +3755,7 @@
         45128
       ],
       "representative_pr_number": 45056,
-      "average_similarity": 0.497,
+      "average_similarity": 0.498,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
       "shared_filenames": [
         "src/transformers/utils/auto_docstring.py"
@@ -4068,8 +3769,8 @@
         {
           "left_pr_number": 45056,
           "right_pr_number": 45128,
-          "similarity": 0.497,
-          "content_similarity": 0.39,
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           "breadth_similarity": 0.875,
           "concentration_similarity": 0.724,
@@ -4277,7 +3978,7 @@
         44339
       ],
       "representative_pr_number": 41356,
-      "average_similarity": 0.439,
+      "average_similarity": 0.433,
       "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/deimv2.md`, `src/transformers/models/deimv2/__init__.py`, `src/transformers/models/deimv2/configuration_deimv2.py`; representative PR #41356.",
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