Refresh transformers dataset snapshot 20260525T180030Z

README.md

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 - eval set creation
 
 Notes:
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+      "repo_artifact_count": 13,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 1,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
+      "snapshot_comment_count": 2,
+      "snapshot_review_count": 5,
+      "snapshot_review_comment_count": 5,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -20154,7 +20097,7 @@
             "url": "https://github.com/huggingface/transformers/pull/46146",
             "state": "open",
             "merged": false,
-            "draft": true,
+            "draft": false,
             "created_at": "2026-05-21T19:47:46Z"
           }
         ],
@@ -21313,63 +21256,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "popotest",
-      "name": null,
-      "profile_url": "https://github.com/popotest",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apopotest",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apopotest",
-      "repo_first_seen_at": "2026-03-26T15:33:19Z",
-      "repo_last_seen_at": "2026-03-26T15:33:19Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 1,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "NONE",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 78,
-      "young_account": true,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 2,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 2,
-        "open_pr_count": 0,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 1.0,
-        "still_open_pr_rate": 0.0,
-        "distinct_repos_with_authored_prs": 2,
-        "distinct_repos_with_open_prs": 0
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45022,
-            "title": "Update _config.py",
-            "url": "https://github.com/huggingface/transformers/pull/45022",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-03-26T15:33:19Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "pratapyash",
       "name": "Yash Pratap Singh",
@@ -22470,7 +22356,7 @@
       "snapshot_comment_count": 0,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -22502,8 +22388,8 @@
             "number": 46080,
             "title": "Fix wrong variable in check_model_type isinstance check",
             "url": "https://github.com/huggingface/transformers/pull/46080",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-05-19T17:17:53Z"
           }

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260525T120039Z`
-- Generated: `2026-05-25T12:02:09Z`
+- Snapshot: `20260525T180030Z`
+- Generated: `2026-05-25T18:02:37Z`
 - Activity window: `60d`
-- Contributors: `359`
+- Contributors: `357`
 
 ## Summary
 
@@ -83,7 +83,7 @@
 | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
 | `w4nderlust` | [profile](https://github.com/w4nderlust) | no | CONTRIBUTOR | 5740d | `2026-04-03T04:55:51Z` | 2 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `ionut-anghelina` | [profile](https://github.com/ionut-anghelina) | no | FIRST_TIME_CONTRIBUTOR | 556d | `2026-03-30T08:23:07Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | FIRST_TIME_CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 2 | 1 | weak | moderate | low | high open PR share |
+| `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 2 | 1 | weak | moderate | low | high open PR share |
 | `Milan-Bhimani` | [profile](https://github.com/Milan-Bhimani) | no | FIRST_TIME_CONTRIBUTOR | 823d | `2026-04-30T06:10:00Z` | 2 | 1 | mixed | low | low | many recent closed-unmerged PRs |
 | `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 2 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `Ace3Z` | [profile](https://github.com/Ace3Z) | no | FIRST_TIME_CONTRIBUTOR | 2598d | `2026-05-24T21:47:03Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -163,7 +163,7 @@
 | `zvik` | [profile](https://github.com/zvik) | no | FIRST_TIME_CONTRIBUTOR | 4383d | `2026-03-03T07:50:39Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
 | `artem-spector` | [profile](https://github.com/artem-spector) | no | CONTRIBUTOR | 4093d | `2026-04-13T13:31:01Z` | 1 | 2 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `baonudesifeizhai` | [profile](https://github.com/baonudesifeizhai) | no | FIRST_TIME_CONTRIBUTOR | 1781d | `2026-02-10T01:32:32Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
-| `ir2718` | [profile](https://github.com/ir2718) | no | FIRST_TIME_CONTRIBUTOR | 1648d | `2026-05-21T13:18:46Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
+| `ir2718` | [profile](https://github.com/ir2718) | no | CONTRIBUTOR | 1648d | `2026-05-21T13:18:46Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `kndtran` | [profile](https://github.com/kndtran) | no | CONTRIBUTOR | 3650d | `2026-05-06T18:23:26Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `oleksii-tumanov` | [profile](https://github.com/oleksii-tumanov) | no | FIRST_TIME_CONTRIBUTOR | 4519d | `2026-04-22T03:12:11Z` | 1 | 2 | mixed | moderate | low | high recent PR volume |
 | `pasta-paul` | [profile](https://github.com/pasta-paul) | no | FIRST_TIME_CONTRIBUTOR | 932d | `2026-05-20T20:41:45Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -180,7 +180,7 @@
 | `Fr0do` | [profile](https://github.com/Fr0do) | no | CONTRIBUTOR | 3916d | `2026-03-27T19:19:16Z` | 1 | 1 | mixed | low | low | — |
 | `HallerPatrick` | [profile](https://github.com/HallerPatrick) | no | CONTRIBUTOR | 3474d | `2026-03-31T14:44:05Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `HanFa` | [profile](https://github.com/HanFa) | no | CONTRIBUTOR | 3537d | `2026-03-29T04:06:21Z` | 1 | 1 | mixed | low | low | targets high-star repos |
-| `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | FIRST_TIME_CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 1 | 1 | mixed | moderate | low | no visible non-self stars |
+| `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 1 | 1 | mixed | moderate | low | no visible non-self stars |
 | `jesperschlegel` | [profile](https://github.com/jesperschlegel) | no | FIRST_TIME_CONTRIBUTOR | 3705d | `2026-04-07T17:51:38Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `karnakarreddi` | [profile](https://github.com/karnakarreddi) | no | FIRST_TIME_CONTRIBUTOR | 3847d | `2026-05-20T05:12:29Z` | 1 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share |
 | `kasakh` | [profile](https://github.com/kasakh) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-05-10T06:09:08Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -242,7 +242,7 @@
 | `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 |
 | `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 |
-| `DiwanshuG` | [profile](https://github.com/DiwanshuG) | no | FIRST_TIME_CONTRIBUTOR | 1279d | `2026-05-22T10:39:02Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `DiwanshuG` | [profile](https://github.com/DiwanshuG) | no | NONE | 1279d | `2026-05-22T10:39:02Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3526d | `2026-04-02T19:05:35Z` | 1 | 0 | mixed | low | low | targets high-star repos |
 | `duyhv-qualgo` | [profile](https://github.com/duyhv-qualgo) | no | FIRST_TIME_CONTRIBUTOR | 34d | `2026-04-20T05:20:19Z` | 1 | 0 | strong | moderate | low | very new account |
 | `EhteshamSid` | [profile](https://github.com/EhteshamSid) | no | NONE | 1668d | `2026-04-07T18:40:05Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars |
@@ -262,7 +262,7 @@
 | `guinik` | [profile](https://github.com/guinik) | no | FIRST_TIME_CONTRIBUTOR | 1302d | `2026-05-23T07:48:33Z` | 1 | 0 | strong | low | low | — |
 | `HamzaDogann` | [profile](https://github.com/HamzaDogann) | no | NONE | 1672d | `2026-05-21T15:32:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 2974d | `2026-04-10T11:59:37Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
-| `harryfrzz` | [profile](https://github.com/harryfrzz) | no | FIRST_TIME_CONTRIBUTOR | 735d | `2026-05-09T15:53:39Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `harryfrzz` | [profile](https://github.com/harryfrzz) | no | NONE | 735d | `2026-05-09T15:53:39Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `HelloAnner` | [profile](https://github.com/HelloAnner) | no | NONE | 1658d | `2026-04-11T06:22:52Z` | 1 | 0 | mixed | low | low | — |
 | `HemanthSai7` | [profile](https://github.com/HemanthSai7) | no | FIRST_TIME_CONTRIBUTOR | 2007d | `2026-03-29T20:35:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `henloworldowo` | [profile](https://github.com/henloworldowo) | no | FIRST_TIMER | 2d | `2026-05-04T05:53:33Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -273,7 +273,7 @@
 | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 1 | 0 | strong | low | low | high recent PR volume |
 | `JAE0Y2N` | [profile](https://github.com/JAE0Y2N) | no | NONE | 877d | `2026-05-20T11:02:07Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3691d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `jankipatel20` | [profile](https://github.com/jankipatel20) | yes | FIRST_TIME_CONTRIBUTOR | 1001d | `2026-05-25T08:25:28Z` | 1 | 0 | strong | low | low | — |
+| `jankipatel20` | [profile](https://github.com/jankipatel20) | no | FIRST_TIME_CONTRIBUTOR | 1001d | `2026-05-25T08:25:28Z` | 1 | 0 | strong | low | low | — |
 | `jIab-b` | [profile](https://github.com/jIab-b) | no | NONE | 580d | `2026-04-07T09:11:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `JiauZhang` | [profile](https://github.com/JiauZhang) | no | CONTRIBUTOR | 2918d | `2026-04-15T14:00:11Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `jjjamie` | [profile](https://github.com/jjjamie) | no | FIRST_TIME_CONTRIBUTOR | 4994d | `2026-04-21T15:57:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -289,7 +289,6 @@
 | `kiwigitops` | [profile](https://github.com/kiwigitops) | no | CONTRIBUTOR | 81d | `2026-05-18T23:18:34Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
 | `kuishou68` | [profile](https://github.com/kuishou68) | no | NONE | 2457d | `2026-05-05T02:27:41Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `lalitha2410` | [profile](https://github.com/lalitha2410) | no | FIRST_TIMER | 1043d | `2026-05-17T13:42:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `layla1824` | [profile](https://github.com/layla1824) | no | FIRST_TIMER | 2241d | `2026-03-26T16:48:53Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `lianakoleva` | [profile](https://github.com/lianakoleva) | no | NONE | 2780d | `2026-05-13T17:04:37Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
 | `lowzhao` | [profile](https://github.com/lowzhao) | no | CONTRIBUTOR | 3244d | `2026-04-06T08:41:40Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `lucaspirola` | [profile](https://github.com/lucaspirola) | no | FIRST_TIME_CONTRIBUTOR | 4682d | `2026-04-27T23:02:07Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -317,7 +316,6 @@
 | `partacc` | [profile](https://github.com/partacc) | no | NONE | 282d | `2026-04-07T20:07:02Z` | 1 | 0 | n/a | low | low | young account; no visible non-self stars |
 | `pdufour` | [profile](https://github.com/pdufour) | no | FIRST_TIME_CONTRIBUTOR | 5247d | `2026-04-04T00:15:04Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `PHclaw` | [profile](https://github.com/PHclaw) | no | NONE | 26d | `2026-04-29T02:08:23Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
-| `popotest` | [profile](https://github.com/popotest) | no | NONE | 78d | `2026-03-26T15:33:19Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `pratapyash` | [profile](https://github.com/pratapyash) | no | NONE | 3227d | `2026-04-24T07:14:52Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `pritishyuvraj` | [profile](https://github.com/pritishyuvraj) | no | FIRST_TIME_CONTRIBUTOR | 3913d | `2026-04-30T04:36:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Protocol-zero-0` | [profile](https://github.com/Protocol-zero-0) | no | NONE | 110d | `2026-05-16T15:42:56Z` | 1 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
@@ -337,7 +335,7 @@
 | `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 |
 | `SeaL773` | [profile](https://github.com/SeaL773) | no | FIRST_TIME_CONTRIBUTOR | 3075d | `2026-05-04T06:26:53Z` | 1 | 0 | mixed | moderate | low | — |
 | `sebastianvlad1` | [profile](https://github.com/sebastianvlad1) | no | CONTRIBUTOR | 3207d | `2026-04-30T16:48:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `SebTardif` | [profile](https://github.com/SebTardif) | no | FIRST_TIME_CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `SebTardif` | [profile](https://github.com/SebTardif) | no | CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `shadeMe` | [profile](https://github.com/shadeMe) | no | FIRST_TIME_CONTRIBUTOR | 5922d | `2026-05-20T09:24:48Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Shashank-Tripathi-07` | [profile](https://github.com/Shashank-Tripathi-07) | no | NONE | 644d | `2026-05-20T15:18:30Z` | 1 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `shhKnight30` | [profile](https://github.com/shhKnight30) | no | CONTRIBUTOR | 931d | `2026-04-04T10:29:57Z` | 1 | 0 | strong | low | low | targets high-star repos |
@@ -426,12 +424,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
 - repo first seen: `2025-06-20T09:58:55Z`
-- repo last seen: `2026-05-25T05:30:55Z`
+- repo last seen: `2026-05-25T12:30:57Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **83**
 - snapshot authored PRs/issues: **79 PRs / 4 issues**
-- snapshot discussion activity: **67 comments / 73 reviews / 72 review comments**
+- snapshot discussion activity: **68 comments / 73 reviews / 72 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
@@ -441,7 +439,7 @@ Example artifacts:
 Example artifacts:
 - [PR #46162: add XPU Expectations for florence2 and lfm2_vl model test](https://github.com/huggingface/transformers/pull/46162) — open
 - [PR #46151: Add Expectations for pipeline token classification tests](https://github.com/huggingface/transformers/pull/46151) — open
-- [PR #46111: Fix a regression in encoder-decoder generation cache initialization](https://github.com/huggingface/transformers/pull/46111) — open, draft
+- [PR #46111: Fix a regression in encoder-decoder generation cache initialization](https://github.com/huggingface/transformers/pull/46111) — open
 - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
 - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
 - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
@@ -549,12 +547,12 @@ 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: `2026-05-25T07:35:28Z`
+- repo last seen: `2026-05-25T18:02:15Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **45 PRs / 1 issues**
-- snapshot discussion activity: **551 comments / 989 reviews / 4219 review comments**
+- snapshot discussion activity: **560 comments / 1007 reviews / 4270 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
@@ -573,12 +571,12 @@ 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: `2026-05-22T10:37:42Z`
+- repo last seen: `2026-05-25T15:18:16Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **45**
 - snapshot authored PRs/issues: **45 PRs / 0 issues**
-- snapshot discussion activity: **679 comments / 236 reviews / 131 review comments**
+- snapshot discussion activity: **693 comments / 239 reviews / 132 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`
@@ -952,7 +950,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #46199: Support XPU autocast dtype fallback for FlashAttention](https://github.com/huggingface/transformers/pull/46199) — open
+- [PR #46199: Support XPU autocast dtype fallback for FlashAttention](https://github.com/huggingface/transformers/pull/46199) — closed, merged
 - [PR #46196: [SeamlessM4T/v2] Support attn_implementation=sdpa dispatch](https://github.com/huggingface/transformers/pull/46196) — open
 - [PR #46154: [T5] Support attn_implementation=sdpa dispatch](https://github.com/huggingface/transformers/pull/46154) — open
 
@@ -1078,12 +1076,12 @@ 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: `2026-05-20T20:29:05Z`
+- repo last seen: `2026-05-25T13:29:18Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **9**
 - snapshot authored PRs/issues: **9 PRs / 0 issues**
-- snapshot discussion activity: **17 comments / 10 reviews / 10 review comments**
+- snapshot discussion activity: **17 comments / 11 reviews / 11 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`
@@ -1301,7 +1299,7 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46155: Update dev version](https://github.com/huggingface/transformers/pull/46155) — open
+- [PR #46155: Update dev version](https://github.com/huggingface/transformers/pull/46155) — closed
 - [PR #45164: Fix TypeError: 'NoneType' object is not iterable in GenerationMixin.generate](https://github.com/huggingface/transformers/pull/45164) — closed, merged
 - [PR #45050: Fix NaN weights on non-rank-0 FSDP processes](https://github.com/huggingface/transformers/pull/45050) — closed, merged
 - [Issue #45137: IndexError: pop from an empty deque with DeepSpeed ZeRO3](https://github.com/huggingface/transformers/issues/45137) — closed
@@ -1432,12 +1430,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asirzechs66)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asirzechs66)
 - repo first seen: `2026-03-30T12:18:41Z`
-- repo last seen: `2026-05-20T11:48:44Z`
+- repo last seen: `2026-05-25T12:40:03Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **12 comments / 1 reviews / 1 review comments**
+- snapshot discussion activity: **13 comments / 1 reviews / 1 review comments**
 - account age: **1246 days**
 - recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
 - public orgs: none visible
@@ -1571,12 +1569,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbineshabee)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbineshabee)
 - repo first seen: `2026-04-13T08:59:27Z`
-- repo last seen: `2026-05-21T14:15:09Z`
+- repo last seen: `2026-05-25T17:30:54Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **3 PRs / 2 issues**
-- snapshot discussion activity: **19 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **20 comments / 0 reviews / 0 review comments**
 - account age: **1453 days**
 - recent public PR activity: **7 PRs** (3 merged / 3 closed-unmerged / 1 open; merged rate **43%**, closed-unmerged rate **43%**, open rate **14%**)
 - public orgs: none visible
@@ -1701,7 +1699,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46181: fix(utils): register tensorflow_text in BACKENDS_MAPPING to prevent import error](https://github.com/huggingface/transformers/pull/46181) — open
+- [PR #46181: fix(utils): register tensorflow_text in BACKENDS_MAPPING to prevent import error](https://github.com/huggingface/transformers/pull/46181) — closed
 - [PR #46027: docs: sync legacy ACL anthology URLs and update metrics across i18n READMEs](https://github.com/huggingface/transformers/pull/46027) — closed, merged
 - [PR #46001: docs: update models architecture count and sync ACL anthology URLs](https://github.com/huggingface/transformers/pull/46001) — closed, merged
 
@@ -2139,12 +2137,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALinZiyuu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALinZiyuu)
 - repo first seen: `2026-05-13T14:52:41Z`
-- repo last seen: `2026-05-25T07:02:18Z`
+- repo last seen: `2026-05-25T15:33:33Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
 - account age: **1483 days**
 - recent public PR activity: **9 PRs** (1 merged / 1 closed-unmerged / 7 open; merged rate **11%**, closed-unmerged rate **11%**, open rate **78%**)
 - public orgs: none visible
@@ -2152,7 +2150,7 @@ Example artifacts:
 - heuristic read: **high open PR share**
 
 Example artifacts:
-- [PR #46191: Fix path traversal when saving named chat templates](https://github.com/huggingface/transformers/pull/46191) — open
+- [PR #46191: Fix path traversal when saving named chat templates](https://github.com/huggingface/transformers/pull/46191) — closed, merged
 - [PR #45944: [pp_formulanet] Fix polynomial ReDoS in remove_chinese_text_wrapping](https://github.com/huggingface/transformers/pull/45944) — closed
 - [Issue #45998: Security Vulnerability](https://github.com/huggingface/transformers/issues/45998) — closed
 
@@ -3929,7 +3927,7 @@ Example artifacts:
 - repo first seen: `2026-05-21T13:18:46Z`
 - repo last seen: `2026-05-23T16:01:30Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **1 PRs / 2 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -3940,9 +3938,9 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46171: Enable passing kwargs through RoFormer models](https://github.com/huggingface/transformers/pull/46171) — open
+- [PR #46171: Enable passing kwargs through RoFormer models](https://github.com/huggingface/transformers/pull/46171) — closed, merged
 - [Issue #46144: RoFormer attention implementation does not use attention interface](https://github.com/huggingface/transformers/issues/46144) — open
-- [Issue #46143: `**kwargs` not passed through methods of RoFormer models](https://github.com/huggingface/transformers/issues/46143) — open
+- [Issue #46143: `**kwargs` not passed through methods of RoFormer models](https://github.com/huggingface/transformers/issues/46143) — closed
 
 ### `kndtran`
 
@@ -4308,7 +4306,7 @@ Example artifacts:
 - repo first seen: `2026-05-20T14:37:39Z`
 - repo last seen: `2026-05-21T18:21:07Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **5 comments / 3 reviews / 2 review comments**
@@ -4319,8 +4317,8 @@ Example artifacts:
 - heuristic read: **no visible non-self stars**
 
 Example artifacts:
-- [PR #46136: Fix is_last off-by-one in MaskGenerationPipeline for partial batches](https://github.com/huggingface/transformers/pull/46136) — open
-- [Issue #46123: MaskGenerationPipeline: is_last never True on final partial batch, silently dropping results](https://github.com/huggingface/transformers/issues/46123) — open
+- [PR #46136: Fix is_last off-by-one in MaskGenerationPipeline for partial batches](https://github.com/huggingface/transformers/pull/46136) — closed, merged
+- [Issue #46123: MaskGenerationPipeline: is_last never True on final partial batch, silently dropping results](https://github.com/huggingface/transformers/issues/46123) — closed
 
 ### `jesperschlegel`
 
@@ -5626,7 +5624,7 @@ Example artifacts:
 - repo first seen: `2026-05-22T10:39:02Z`
 - repo last seen: `2026-05-22T10:39:02Z`
 - 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**
@@ -5637,7 +5635,7 @@ Example artifacts:
 - heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46158: Add beginner-friendly RAG example](https://github.com/huggingface/transformers/pull/46158) — open
+- [PR #46158: Add beginner-friendly RAG example](https://github.com/huggingface/transformers/pull/46158) — closed
 
 ### `douglas-reid`
 
@@ -6046,7 +6044,7 @@ Example artifacts:
 - repo first seen: `2026-05-09T15:53:39Z`
 - repo last seen: `2026-05-13T16:50:32Z`
 - 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: **4 comments / 0 reviews / 0 review comments**
@@ -6057,7 +6055,7 @@ Example artifacts:
 - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
-- [PR #45863: fix: add HF_USE_MLX opt-out for MLX detection](https://github.com/huggingface/transformers/pull/45863) — open
+- [PR #45863: fix: add HF_USE_MLX opt-out for MLX detection](https://github.com/huggingface/transformers/pull/45863) — closed
 
 ### `HelloAnner`
 
@@ -6276,7 +6274,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajankipatel20)
 - repo first seen: `2026-05-25T08:25:28Z`
 - repo last seen: `2026-05-25T08:25:28Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -6605,27 +6603,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46012: fix: handle OOV token ids gracefully in convert_ids_to_tokens](https://github.com/huggingface/transformers/pull/46012) — closed
 
-### `layla1824`
-
-- profile: [github.com/layla1824](https://github.com/layla1824)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alayla1824)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alayla1824)
-- repo first seen: `2026-03-26T16:48:53Z`
-- repo last seen: `2026-03-26T16:48:53Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIMER**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2241 days**
-- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #45025: Update configuration_Clarify rotary_pct reset behavior in GPTNeoXConfiggpt_neox.py](https://github.com/huggingface/transformers/pull/45025) — closed
-
 ### `lianakoleva`
 
 - profile: [github.com/lianakoleva](https://github.com/lianakoleva)
@@ -6758,12 +6735,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMaciejBalaNV)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMaciejBalaNV)
 - repo first seen: `2026-05-21T19:47:46Z`
-- repo last seen: `2026-05-22T21:46:07Z`
+- repo last seen: `2026-05-25T15:35:33Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 5 reviews / 5 review comments**
 - account age: **717 days**
 - recent public PR activity: **6 PRs** (0 merged / 0 closed-unmerged / 6 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -6771,7 +6748,7 @@ Example artifacts:
 - heuristic read: **high open PR share**
 
 Example artifacts:
-- [PR #46146: Added cosmos3 model and bugfixed Qwen3-VL](https://github.com/huggingface/transformers/pull/46146) — open, draft
+- [PR #46146: Added cosmos3 model and bugfixed Qwen3-VL](https://github.com/huggingface/transformers/pull/46146) — open
 
 ### `madhav1k`
 
@@ -7193,27 +7170,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45697: fix(testing): check torch.cuda.is_available() before get_device_capability](https://github.com/huggingface/transformers/pull/45697) — closed
 
-### `popotest`
-
-- profile: [github.com/popotest](https://github.com/popotest)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apopotest)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apopotest)
-- repo first seen: `2026-03-26T15:33:19Z`
-- repo last seen: `2026-03-26T15:33:19Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **78 days**
-- recent public PR activity: **2 PRs** (0 merged / 2 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #45022: Update _config.py](https://github.com/huggingface/transformers/pull/45022) — closed
-
 ### `pratapyash`
 
 - profile: [github.com/pratapyash](https://github.com/pratapyash)
@@ -7621,7 +7577,7 @@ Example artifacts:
 - repo first seen: `2026-05-19T17:17:53Z`
 - repo last seen: `2026-05-19T17:17:53Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -7632,7 +7588,7 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46080: Fix wrong variable in check_model_type isinstance check](https://github.com/huggingface/transformers/pull/46080) — open
+- [PR #46080: Fix wrong variable in check_model_type isinstance check](https://github.com/huggingface/transformers/pull/46080) — closed, merged
 
 ### `shadeMe`
 

new_contributors.parquet

@@ -1,3 +1,3 @@
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pr-scope-clusters.json

@@ -1,7 +1,7 @@
 {
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+  "snapshot_id": "20260525T180030Z",
+  "generated_at": "2026-05-25T18:02:35Z",
   "cluster_count": 57,
   "pr_scope_clusters": [
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@@ -20,7 +20,7 @@
         45994
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       "representative_pr_number": 45067,
-      "average_similarity": 0.427,
+      "average_similarity": 0.426,
       "summary": "11 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
       "shared_filenames": [
         "src/transformers/trainer.py"
@@ -33,7 +33,7 @@
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           "breadth_similarity": 1.0,
@@ -98,7 +98,7 @@
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@@ -543,11 +543,11 @@
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@@ -559,11 +559,11 @@
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@@ -735,11 +735,11 @@
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@@ -751,11 +751,11 @@
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@@ -802,7 +802,7 @@
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@@ -818,7 +818,7 @@
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@@ -833,8 +833,8 @@
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@@ -865,7 +865,7 @@
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@@ -879,11 +879,11 @@
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@@ -895,11 +895,11 @@
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         46176
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@@ -1059,23 +1059,6 @@
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@@ -1095,10 +1078,27 @@
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@@ -1344,7 +1344,7 @@
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@@ -1409,7 +1409,7 @@
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@@ -1567,8 +1567,8 @@
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@@ -1607,8 +1607,8 @@
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@@ -1660,8 +1660,8 @@
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@@ -1677,8 +1677,8 @@
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@@ -1694,8 +1694,8 @@
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@@ -1712,8 +1712,8 @@
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@@ -1729,8 +1729,8 @@
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@@ -1744,15 +1744,16 @@
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@@ -1761,16 +1762,15 @@
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@@ -1827,8 +1827,8 @@
         {
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@@ -1846,8 +1846,8 @@
         {
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@@ -1865,7 +1865,7 @@
         {
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@@ -1886,7 +1886,7 @@
           "left_pr_number": 44974,
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@@ -1975,7 +1975,7 @@
           "left_pr_number": 45996,
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           "breadth_similarity": 0.708,
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@@ -2168,229 +2168,84 @@
       ]
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     {
-      "cluster_id": "pr-scope-45524-4",
+      "cluster_id": "pr-scope-43488-4",
       "pr_numbers": [
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-        45863,
-        46125,
-        46152
+        43488,
+        43665,
+        46100,
+        46114
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-      "average_similarity": 0.602,
-      "summary": "4 open PRs share weighted file overlap around `tests/utils/test_import_utils.py`, `src/transformers/utils/import_utils.py`; representative PR #45524.",
+      "representative_pr_number": 46100,
+      "average_similarity": 0.537,
+      "summary": "4 open PRs share weighted file overlap around `tests/models/vit/test_modeling_vit.py`; representative PR #46100.",
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@@ -3832,8 +3547,8 @@
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@@ -4223,6 +3938,41 @@
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+      "average_similarity": 0.738,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #44893.",
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