Refresh transformers dataset snapshot 20260529T180028Z

README.md

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 - eval set creation
 
 Notes:
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@@ -16289,7 +16221,7 @@
       "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,
@@ -16457,7 +16389,7 @@
       "snapshot_comment_count": 0,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -16489,7 +16421,7 @@
             "number": 46272,
             "title": "fix(hub): guard get_checkpoint_shard_files against path-traversal in weight_map",
             "url": "https://github.com/huggingface/transformers/pull/46272",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-05-28T21:52:17Z"
@@ -17029,7 +16961,7 @@
       "snapshot_comment_count": 1,
       "snapshot_review_count": 2,
       "snapshot_review_comment_count": 1,
-      "repo_association": "FIRST_TIMER",
+      "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -17061,8 +16993,8 @@
             "number": 46166,
             "title": "Romanian translation of README.md, index.md, installation.md, _config.py and quicktour.md.",
             "url": "https://github.com/huggingface/transformers/pull/46166",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-05-22T20:20:49Z"
           }
@@ -20851,12 +20783,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apvelayudhan",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apvelayudhan",
       "repo_first_seen_at": "2026-05-27T14:26:06Z",
-      "repo_last_seen_at": "2026-05-27T14:26:06Z",
+      "repo_last_seen_at": "2026-05-29T17:51:38Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 1,
+      "repo_artifact_count": 3,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
+      "snapshot_comment_count": 2,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
@@ -22155,6 +22087,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "snehasuman019",
+      "name": "Sneha Suman",
+      "profile_url": "https://github.com/snehasuman019",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asnehasuman019",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asnehasuman019",
+      "repo_first_seen_at": "2026-05-29T16:36:41Z",
+      "repo_last_seen_at": "2026-05-29T16:44:27Z",
+      "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 2,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 1,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "NONE",
+      "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": 474,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 1,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 1,
+        "open_pr_count": 0,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 1.0,
+        "still_open_pr_rate": 0.0,
+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 0
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46289,
+            "title": "Just improving documentation",
+            "url": "https://github.com/huggingface/transformers/pull/46289",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-29T16:36:41Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "songyuc",
       "name": "Song Yucheng",
@@ -23082,7 +23071,7 @@
       "snapshot_comment_count": 1,
       "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,
@@ -23114,8 +23103,8 @@
             "number": 46145,
             "title": "Fix load_adapter OOM caused by full-model warmup sizing",
             "url": "https://github.com/huggingface/transformers/pull/46145",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-05-21T15:59:30Z"
           }

new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260529T120035Z`
-- Generated: `2026-05-29T12:02:42Z`
+- Snapshot: `20260529T180028Z`
+- Generated: `2026-05-29T18:02:18Z`
 - Activity window: `60d`
 - Contributors: `347`
 
@@ -17,7 +17,7 @@
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 59 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 52 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 47 | 2 | mixed | low | low | targets high-star repos |
-| `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 45 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
+| `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 46 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 45 | 0 | strong | low | low | targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 37 | 1 | strong | moderate | 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 |
@@ -57,6 +57,7 @@
 | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 736d | `2026-04-16T00:55:40Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 4 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
 | `RudrenduPaul` | [profile](https://github.com/RudrenduPaul) | no | CONTRIBUTOR | 2913d | `2026-04-09T09:34:42Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `SebTardif` | [profile](https://github.com/SebTardif) | no | CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 4 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `TheShreyanshiDwivedi` | [profile](https://github.com/TheShreyanshiDwivedi) | no | NONE | 87d | `2026-05-15T10:01:57Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 3 | 2 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -67,7 +68,6 @@
 | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 3 | 0 | mixed | low | low | — |
 | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 3 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `SebTardif` | [profile](https://github.com/SebTardif) | no | CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 3 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 6 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3177d | `2021-08-30T15:40:15Z` | 6 | 2 | mixed | low | low | targets high-star repos |
 | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 5 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -86,10 +86,9 @@
 | `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 |
 | `pcuenca` | [profile](https://github.com/pcuenca) | no | MEMBER | 5316d | `2024-04-23T13:23:10Z` | 2 | 1 | mixed | high | low | high recent PR volume; broad repo spread |
 | `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 |
+| `Ace3Z` | [profile](https://github.com/Ace3Z) | no | CONTRIBUTOR | 2598d | `2026-05-24T21:47:03Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Aftabbs` | [profile](https://github.com/Aftabbs) | no | NONE | 1318d | `2026-04-12T08:48:26Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `akhilc08` | [profile](https://github.com/akhilc08) | no | NONE | 403d | `2026-04-03T17:43:21Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
-| `akintunero` | [profile](https://github.com/akintunero) | no | CONTRIBUTOR | 3950d | `2026-03-30T13:48:47Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `albertorkive` | [profile](https://github.com/albertorkive) | no | FIRST_TIME_CONTRIBUTOR | 698d | `2026-04-12T17:02:14Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars |
 | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | NONE | 9d | `2026-04-22T13:14:19Z` | 2 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `armorbreak001` | [profile](https://github.com/armorbreak001) | no | NONE | 13d | `2026-04-22T05:24:00Z` | 2 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; no visible non-self stars |
@@ -120,7 +119,6 @@
 | `moonbogi` | [profile](https://github.com/moonbogi) | no | CONTRIBUTOR | 3943d | `2026-04-27T22:45:13Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `nileshpatil6` | [profile](https://github.com/nileshpatil6) | no | CONTRIBUTOR | 1148d | `2026-05-16T14:53:41Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `onwp` | [profile](https://github.com/onwp) | no | CONTRIBUTOR | 2575d | `2026-04-01T05:05:40Z` | 2 | 0 | mixed | high | low | broad repo spread; high open PR share; targets high-star repos |
-| `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 160d | `2026-03-30T15:02:06Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `otjdiepluong` | [profile](https://github.com/otjdiepluong) | no | NONE | 32d | `2026-05-14T03:52:29Z` | 2 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `poojansatani` | [profile](https://github.com/poojansatani) | no | FIRST_TIME_CONTRIBUTOR | 1048d | `2026-05-16T15:35:41Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `rmotgi1227` | [profile](https://github.com/rmotgi1227) | no | NONE | 295d | `2026-05-12T21:21:10Z` | 2 | 0 | mixed | moderate | low | young account; targets high-star repos |
@@ -149,6 +147,7 @@
 | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | high open PR share |
 | `bzantium` | [profile](https://github.com/bzantium) | no | CONTRIBUTOR | 3641d | `2025-09-24T07:07:47Z` | 2 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
 | `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 |
+| `akintunero` | [profile](https://github.com/akintunero) | no | CONTRIBUTOR | 3950d | `2026-03-30T13:48:47Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `burtenshaw` | [profile](https://github.com/burtenshaw) | no | MEMBER | 3611d | `2026-03-03T11:35:13Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `excepshenal` | [profile](https://github.com/excepshenal) | no | FIRST_TIME_CONTRIBUTOR | 2481d | `2026-02-21T00:06:16Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `jackcook` | [profile](https://github.com/jackcook) | no | CONTRIBUTOR | 4658d | `2026-02-13T05:15:44Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -156,6 +155,7 @@
 | `matdou` | [profile](https://github.com/matdou) | no | FIRST_TIME_CONTRIBUTOR | 1502d | `2026-03-26T23:00:35Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3202d | `2026-03-04T00:42:43Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `nuxlear` | [profile](https://github.com/nuxlear) | no | CONTRIBUTOR | 3757d | `2026-01-02T07:29:46Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 160d | `2026-03-30T15:02:06Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `wilnn` | [profile](https://github.com/wilnn) | no | CONTRIBUTOR | 1758d | `2026-03-10T22:37:36Z` | 2 | 0 | strong | low | low | targets high-star repos |
 | `zRzRzRzRzRzRzR` | [profile](https://github.com/zRzRzRzRzRzRzR) | no | CONTRIBUTOR | 1671d | `2026-01-21T13:37:27Z` | 2 | 0 | strong | moderate | low | targets high-star repos |
 | `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 |
@@ -169,7 +169,6 @@
 | `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 | NONE | 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 |
 | `caiovicentino` | [profile](https://github.com/caiovicentino) | no | NONE | 470d | `2026-04-03T01:52:14Z` | 1 | 1 | weak | low | low | — |
-| `danielquintas8` | [profile](https://github.com/danielquintas8) | no | CONTRIBUTOR | 2020d | `2026-03-30T16:23:11Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `davevanveen` | [profile](https://github.com/davevanveen) | no | FIRST_TIME_CONTRIBUTOR | 3357d | `2026-04-17T20:59:54Z` | 1 | 1 | mixed | low | low | high open PR share |
 | `dvdimitrov13` | [profile](https://github.com/dvdimitrov13) | no | FIRST_TIME_CONTRIBUTOR | 2296d | `2026-04-24T14:56:28Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `earino` | [profile](https://github.com/earino) | no | CONTRIBUTOR | 6609d | `2026-04-20T10:22:03Z` | 1 | 1 | strong | moderate | low | — |
@@ -202,7 +201,7 @@
 | `agentspan` | [profile](https://github.com/agentspan) | no | NONE | 15d | `2026-04-08T08:40:08Z` | 1 | 0 | weak | low | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `AjAyrAo43` | [profile](https://github.com/AjAyrAo43) | no | FIRST_TIME_CONTRIBUTOR | 303d | `2026-05-10T17:28:09Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Aktharnvdv` | [profile](https://github.com/Aktharnvdv) | no | NONE | 1965d | `2026-05-05T15:06:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `AlexWortega` | [profile](https://github.com/AlexWortega) | no | FIRST_TIME_CONTRIBUTOR | 3256d | `2026-05-28T12:43:05Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `AlexWortega` | [profile](https://github.com/AlexWortega) | no | NONE | 3256d | `2026-05-28T12:43:05Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `aliyevaladddin` | [profile](https://github.com/aliyevaladddin) | no | FIRST_TIME_CONTRIBUTOR | 334d | `2026-04-23T20:22:49Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; targets high-star repos |
 | `AlrIsmail` | [profile](https://github.com/AlrIsmail) | no | NONE | 1299d | `2026-04-26T14:26:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `amanv0007` | [profile](https://github.com/amanv0007) | no | NONE | 549d | `2026-05-15T06:25:42Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -233,7 +232,7 @@
 | `danyalahmed1995` | [profile](https://github.com/danyalahmed1995) | no | CONTRIBUTOR | 2355d | `2026-05-26T00:41:01Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `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 |
-| `devteamaegis` | [profile](https://github.com/devteamaegis) | no | FIRST_TIME_CONTRIBUTOR | 43d | `2026-05-28T21:52:17Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `devteamaegis` | [profile](https://github.com/devteamaegis) | no | NONE | 43d | `2026-05-28T21:52:17Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; 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 | 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 |
@@ -243,7 +242,7 @@
 | `ENg-122` | [profile](https://github.com/ENg-122) | no | NONE | 1764d | `2026-04-03T09:08:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `evalstate` | [profile](https://github.com/evalstate) | no | MEMBER | 5042d | `2026-04-23T11:41:51Z` | 1 | 0 | n/a | low | low | — |
 | `Exile333` | [profile](https://github.com/Exile333) | no | FIRST_TIME_CONTRIBUTOR | 3582d | `2026-04-30T16:23:49Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
-| `filipinescu` | [profile](https://github.com/filipinescu) | no | FIRST_TIMER | 953d | `2026-05-22T20:20:49Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `fm1320` | [profile](https://github.com/fm1320) | no | FIRST_TIME_CONTRIBUTOR | 2016d | `2026-05-02T02:04:46Z` | 1 | 0 | strong | high | low | high recent PR volume; broad repo spread |
 | `fullyz` | [profile](https://github.com/fullyz) | no | CONTRIBUTOR | 2564d | `2026-05-11T13:43:45Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `gagandhakrey` | [profile](https://github.com/gagandhakrey) | no | NONE | 2285d | `2026-04-05T03:45:23Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
@@ -333,6 +332,7 @@
 | `Shikhar-S` | [profile](https://github.com/Shikhar-S) | no | FIRST_TIME_CONTRIBUTOR | 3763d | `2026-04-10T04:26:05Z` | 1 | 0 | weak | low | low | high open PR share |
 | `silencelamb` | [profile](https://github.com/silencelamb) | no | CONTRIBUTOR | 4218d | `2026-05-05T09:41:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `simon-testaccount` | [profile](https://github.com/simon-testaccount) | no | NONE | 545d | `2026-05-05T09:01:04Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
+| `snehasuman019` | [profile](https://github.com/snehasuman019) | yes | NONE | 474d | `2026-05-29T16:36:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `songyuc` | [profile](https://github.com/songyuc) | no | NONE | 3292d | `2026-04-12T12:53:49Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Spectual` | [profile](https://github.com/Spectual) | no | NONE | 1537d | `2026-04-16T06:54:56Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `srinjoy356` | [profile](https://github.com/srinjoy356) | no | FIRST_TIME_CONTRIBUTOR | 992d | `2026-05-26T18:36:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -349,7 +349,7 @@
 | `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) | no | NONE | 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 |
-| `Yooniel` | [profile](https://github.com/Yooniel) | no | FIRST_TIME_CONTRIBUTOR | 2080d | `2026-05-21T15:59:30Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `Yooniel` | [profile](https://github.com/Yooniel) | no | CONTRIBUTOR | 2080d | `2026-05-21T15:59:30Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; 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 |
 | `yuvrajsharma9981` | [profile](https://github.com/yuvrajsharma9981) | no | FIRST_TIME_CONTRIBUTOR | 3814d | `2026-05-21T22:27:49Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ZappD0S` | [profile](https://github.com/ZappD0S) | no | FIRST_TIMER | 4066d | `2026-05-19T19:36:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -414,12 +414,12 @@ 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: `2026-05-29T08:10:31Z`
+- repo last seen: `2026-05-29T13:21:21Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **90**
 - snapshot authored PRs/issues: **86 PRs / 4 issues**
-- snapshot discussion activity: **76 comments / 84 reviews / 83 review comments**
+- snapshot discussion activity: **76 comments / 85 reviews / 84 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
@@ -427,7 +427,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46280: fix series of bugs for model parallel beam search](https://github.com/huggingface/transformers/pull/46280) — open
+- [PR #46280: fix series of bugs for model parallel beam search](https://github.com/huggingface/transformers/pull/46280) — closed, merged
 - [PR #46275: add XPU Expectations for florence2 and lfm2_vl model test](https://github.com/huggingface/transformers/pull/46275) — closed, merged
 - [PR #46262: fix: convert to fp32 first when doing image resize](https://github.com/huggingface/transformers/pull/46262) — open
 - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
@@ -463,12 +463,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
 - repo first seen: `2024-09-26T09:23:39Z`
-- repo last seen: `2026-05-29T09:28:53Z`
+- repo last seen: `2026-05-29T16:06:20Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **81**
 - snapshot authored PRs/issues: **81 PRs / 0 issues**
-- snapshot discussion activity: **563 comments / 863 reviews / 1925 review comments**
+- snapshot discussion activity: **563 comments / 868 reviews / 1931 review comments**
 - account age: **1508 days**
 - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
 - public orgs: `huggingface`, `deeppavlov`
@@ -486,12 +486,12 @@ 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: `2026-05-28T16:15:02Z`
+- repo last seen: `2026-05-29T15:31:15Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **62**
 - snapshot authored PRs/issues: **59 PRs / 3 issues**
-- snapshot discussion activity: **187 comments / 623 reviews / 1240 review comments**
+- snapshot discussion activity: **189 comments / 630 reviews / 1273 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
@@ -499,7 +499,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46265: Fix fp8 moe reverse substring](https://github.com/huggingface/transformers/pull/46265) — open, draft
+- [PR #46265: Fix fp8 moe reverse substring](https://github.com/huggingface/transformers/pull/46265) — open
 - [PR #46198: [deepseek_v4] keep hc_head / sinks / position_bias in fp32](https://github.com/huggingface/transformers/pull/46198) — closed, merged
 - [PR #45977: GgufLinear: inference-time GGUF matmul on Apple Silicon — llama.cpp parity](https://github.com/huggingface/transformers/pull/45977) — open
 - [Issue #45882: Reduce peak memory during quantization of MoE models (follow-up to #43917)](https://github.com/huggingface/transformers/issues/45882) — open
@@ -512,12 +512,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
 - repo first seen: `2024-02-08T22:19:09Z`
-- repo last seen: `2026-05-29T01:06:01Z`
+- repo last seen: `2026-05-29T17:44:04Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **54**
 - snapshot authored PRs/issues: **52 PRs / 2 issues**
-- snapshot discussion activity: **29 comments / 147 reviews / 270 review comments**
+- snapshot discussion activity: **30 comments / 149 reviews / 270 review comments**
 - account age: **2296 days**
 - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 - public orgs: `huggingface`
@@ -537,12 +537,12 @@ 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: `2026-05-29T11:32:39Z`
+- repo last seen: `2026-05-29T13:26:08Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **49**
 - snapshot authored PRs/issues: **47 PRs / 2 issues**
-- snapshot discussion activity: **599 comments / 1065 reviews / 4388 review comments**
+- snapshot discussion activity: **600 comments / 1066 reviews / 4405 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
@@ -562,12 +562,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
 - repo first seen: `2024-09-02T13:41:47Z`
-- repo last seen: `2026-05-29T11:59:59Z`
+- repo last seen: `2026-05-29T14:55:30Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **47**
-- snapshot authored PRs/issues: **45 PRs / 2 issues**
-- snapshot discussion activity: **185 comments / 308 reviews / 436 review comments**
+- repo primary artifacts: **48**
+- snapshot authored PRs/issues: **46 PRs / 2 issues**
+- snapshot discussion activity: **186 comments / 308 reviews / 436 review comments**
 - account age: **2360 days**
 - recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
 - public orgs: `huggingface`
@@ -575,9 +575,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46287: Better imports in continuous_batching for prior version of torch](https://github.com/huggingface/transformers/pull/46287) — closed
 - [PR #46267: Update serve chat parsing](https://github.com/huggingface/transformers/pull/46267) — open
 - [PR #46108: Fix deepspeed docker](https://github.com/huggingface/transformers/pull/46108) — open
-- [PR #45691: [serve] cb error ](https://github.com/huggingface/transformers/pull/45691) — closed, merged
 - [Issue #43595: Tell Us: What Would Make Trainer Better?](https://github.com/huggingface/transformers/issues/43595) — open
 - [Issue #33260: Community contribution: Adding GGUF support for more architectures](https://github.com/huggingface/transformers/issues/33260) — open
 
@@ -587,12 +587,12 @@ 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: `2026-05-29T11:55:45Z`
+- repo last seen: `2026-05-29T12:09:21Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **45**
 - snapshot authored PRs/issues: **45 PRs / 0 issues**
-- snapshot discussion activity: **707 comments / 245 reviews / 135 review comments**
+- snapshot discussion activity: **708 comments / 245 reviews / 135 review comments**
 - account age: **3961 days**
 - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: `huggingface`
@@ -755,12 +755,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
 - repo first seen: `2025-01-20T12:27:19Z`
-- repo last seen: `2026-05-27T08:17:00Z`
+- repo last seen: `2026-05-29T15:53:16Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **22**
 - snapshot authored PRs/issues: **22 PRs / 0 issues**
-- snapshot discussion activity: **39 comments / 159 reviews / 300 review comments**
+- snapshot discussion activity: **40 comments / 160 reviews / 307 review comments**
 - account age: **1607 days**
 - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
 - public orgs: none visible
@@ -853,12 +853,12 @@ 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: `2026-05-28T06:43:40Z`
+- repo last seen: `2026-05-29T15:29:21Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **21**
 - snapshot authored PRs/issues: **18 PRs / 3 issues**
-- snapshot discussion activity: **61 comments / 232 reviews / 205 review comments**
+- snapshot discussion activity: **61 comments / 235 reviews / 208 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`
@@ -879,12 +879,12 @@ 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: `2026-05-28T17:32:45Z`
+- repo last seen: `2026-05-29T17:49:51Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **19**
 - snapshot authored PRs/issues: **18 PRs / 1 issues**
-- snapshot discussion activity: **31 comments / 98 reviews / 100 review comments**
+- snapshot discussion activity: **32 comments / 98 reviews / 100 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`
@@ -1433,7 +1433,7 @@ Example artifacts:
 - heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46286: cache_utils: fix `StaticLayer.get_seq_length()` returning `Tensor` instead of `int`](https://github.com/huggingface/transformers/pull/46286) — open
+- [PR #46286: cache_utils: fix `StaticLayer.get_seq_length()` returning `Tensor` instead of `int`](https://github.com/huggingface/transformers/pull/46286) — closed
 - [PR #46009: hf_argparser: fix TypeError when resolving Optional of generic type](https://github.com/huggingface/transformers/pull/46009) — closed
 - [PR #45952: hf_argparser: fix parse_yaml_file missing utf-8 encoding and wrong docstring](https://github.com/huggingface/transformers/pull/45952) — closed
 
@@ -1506,6 +1506,29 @@ Example artifacts:
 - [PR #45352: fix(qwen3_moe): correct return type annotation on Qwen3MoeSparseMoeBlock.forward](https://github.com/huggingface/transformers/pull/45352) — closed, merged
 - [PR #45351: fix(testing_utils): guard get_device_capability with torch.cuda.is_available()](https://github.com/huggingface/transformers/pull/45351) — closed, merged
 
+### `SebTardif`
+
+- profile: [github.com/SebTardif](https://github.com/SebTardif)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASebTardif)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASebTardif)
+- repo first seen: `2026-05-19T17:17:53Z`
+- repo last seen: `2026-05-29T16:20:41Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **5216 days**
+- recent public PR activity: **206 PRs** (55 merged / 59 closed-unmerged / 92 open; merged rate **27%**, closed-unmerged rate **29%**, open rate **45%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46288: Export is_falcon_mamba_ssm_available from utils](https://github.com/huggingface/transformers/pull/46288) — open
+- [PR #46263: Replace assert with raise ImportError for optuna/ray dependency checks](https://github.com/huggingface/transformers/pull/46263) — closed, merged
+- [PR #46227: Fix inverted assertion in remove_handler](https://github.com/huggingface/transformers/pull/46227) — closed, merged
+
 ### `Sriniketh24`
 
 - profile: [github.com/Sriniketh24](https://github.com/Sriniketh24)
@@ -1738,29 +1761,6 @@ Example artifacts:
 - [PR #45787: fix: ModuleNotFoundError caused by distributed race condition in ci/cd test](https://github.com/huggingface/transformers/pull/45787) — closed
 - [PR #45687: fix: Added Mps support in float fallback backends list ](https://github.com/huggingface/transformers/pull/45687) — closed, merged
 
-### `SebTardif`
-
-- profile: [github.com/SebTardif](https://github.com/SebTardif)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASebTardif)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASebTardif)
-- repo first seen: `2026-05-19T17:17:53Z`
-- repo last seen: `2026-05-28T14:40:30Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **5216 days**
-- recent public PR activity: **206 PRs** (55 merged / 59 closed-unmerged / 92 open; merged rate **27%**, closed-unmerged rate **29%**, open rate **45%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46263: Replace assert with raise ImportError for optuna/ray dependency checks](https://github.com/huggingface/transformers/pull/46263) — open
-- [PR #46227: Fix inverted assertion in remove_handler](https://github.com/huggingface/transformers/pull/46227) — closed, merged
-- [PR #46080: Fix wrong variable in check_model_type isinstance check](https://github.com/huggingface/transformers/pull/46080) — closed, merged
-
 ### `albertvillanova`
 
 - profile: [github.com/albertvillanova](https://github.com/albertvillanova)
@@ -1917,12 +1917,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
 - repo first seen: `2024-10-17T11:56:32Z`
-- repo last seen: `2026-05-28T16:15:22Z`
+- repo last seen: `2026-05-29T12:51:37Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **26 comments / 10 reviews / 14 review comments**
+- snapshot discussion activity: **26 comments / 11 reviews / 14 review comments**
 - account age: **4501 days**
 - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
 - public orgs: `huggingface`
@@ -2105,12 +2105,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJ3r3myPerera)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJ3r3myPerera)
 - repo first seen: `2026-05-20T14:37:39Z`
-- repo last seen: `2026-05-29T09:19:02Z`
+- repo last seen: `2026-05-29T16:48:27Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **9 comments / 3 reviews / 2 review comments**
+- snapshot discussion activity: **10 comments / 3 reviews / 2 review comments**
 - account age: **1323 days**
 - recent public PR activity: **19 PRs** (15 merged / 2 closed-unmerged / 2 open; merged rate **79%**, closed-unmerged rate **11%**, open rate **11%**)
 - public orgs: none visible
@@ -2199,7 +2199,7 @@ Example artifacts:
 - repo first seen: `2026-05-24T21:47:03Z`
 - repo last seen: `2026-05-29T09:16:14Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
@@ -2210,7 +2210,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46195: Fall back to flat kwarg when modality dict is passed without it](https://github.com/huggingface/transformers/pull/46195) — open
+- [PR #46195: Fall back to flat kwarg when modality dict is passed without it](https://github.com/huggingface/transformers/pull/46195) — closed, merged
 - [PR #46183: Guard torch.distributed.tensor.device_mesh import in continuous_batching](https://github.com/huggingface/transformers/pull/46183) — closed
 
 ### `Aftabbs`
@@ -2257,28 +2257,6 @@ Example artifacts:
 - [PR #45227: fix: remove nonexistent PILImageResampling import from video_processing_utils](https://github.com/huggingface/transformers/pull/45227) — closed
 - [PR #45226: fix: handle trailing replacement character in Whisper word timestamp decoding](https://github.com/huggingface/transformers/pull/45226) — closed
 
-### `akintunero`
-
-- profile: [github.com/akintunero](https://github.com/akintunero)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aakintunero)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aakintunero)
-- repo first seen: `2026-03-30T13:48:47Z`
-- repo last seen: `2026-03-30T22:45:01Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3950 days**
-- recent public PR activity: **15 PRs** (1 merged / 8 closed-unmerged / 6 open; merged rate **7%**, closed-unmerged rate **53%**, open rate **40%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45132: Fix: Remove double softmax in MoE router load-balancing loss (Mixtral, Qwen2MoE, Qwen3VLMoE)](https://github.com/huggingface/transformers/pull/45132) — closed
-- [PR #45119: Fix: Preserve PreTrainedConfig __init__ signatures for type checkers (fixes #45071)](https://github.com/huggingface/transformers/pull/45119) — closed
-
 ### `albertorkive`
 
 - profile: [github.com/albertorkive](https://github.com/albertorkive)
@@ -2940,28 +2918,6 @@ Example artifacts:
 - [PR #45159: Add Turkish documentation: Get Started section](https://github.com/huggingface/transformers/pull/45159) — closed
 - [PR #45158: Add Turkish (tr) translation for Get Started section](https://github.com/huggingface/transformers/pull/45158) — closed, merged
 
-### `orbisai0security`
-
-- profile: [github.com/orbisai0security](https://github.com/orbisai0security)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aorbisai0security)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aorbisai0security)
-- repo first seen: `2026-03-30T15:02:06Z`
-- repo last seen: `2026-04-30T09:39:46Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **160 days**
-- recent public PR activity: **233 PRs** (15 merged / 115 closed-unmerged / 103 open; merged rate **6%**, closed-unmerged rate **49%**, open rate **44%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
-- heuristic read: **young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45717: fix: the serving api endpoints in server in server.py](https://github.com/huggingface/transformers/pull/45717) — closed
-- [PR #45121: fix: remove unsafe exec() in serve.py](https://github.com/huggingface/transformers/pull/45121) — closed
-
 ### `otjdiepluong`
 
 - profile: [github.com/otjdiepluong](https://github.com/otjdiepluong)
@@ -3301,12 +3257,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
 - repo first seen: `2024-06-13T14:13:17Z`
-- repo last seen: `2026-05-29T10:05:12Z`
+- repo last seen: `2026-05-29T17:04:18Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **6 PRs / 1 issues**
-- snapshot discussion activity: **30 comments / 155 reviews / 512 review comments**
+- snapshot discussion activity: **30 comments / 168 reviews / 525 review comments**
 - account age: **2914 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -3468,12 +3424,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASangbumChoi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASangbumChoi)
 - repo first seen: `2024-06-07T00:26:26Z`
-- repo last seen: `2026-05-21T15:56:13Z`
+- repo last seen: `2026-05-29T16:15:21Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 85 reviews / 104 review comments**
+- snapshot discussion activity: **4 comments / 86 reviews / 105 review comments**
 - account age: **3079 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -3601,6 +3557,28 @@ Example artifacts:
 - [PR #45111: Fix double softmax in MoE router load-balancing loss](https://github.com/huggingface/transformers/pull/45111) — closed
 - [Issue #45120: Double softmax in MoE router load-balancing loss (mixtral, qwen2_moe, qwen3_vl_moe families)](https://github.com/huggingface/transformers/issues/45120) — closed
 
+### `akintunero`
+
+- profile: [github.com/akintunero](https://github.com/akintunero)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aakintunero)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aakintunero)
+- repo first seen: `2026-03-30T13:48:47Z`
+- repo last seen: `2026-03-30T22:45:01Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **3950 days**
+- recent public PR activity: **15 PRs** (1 merged / 8 closed-unmerged / 6 open; merged rate **7%**, closed-unmerged rate **53%**, open rate **40%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45132: Fix: Remove double softmax in MoE router load-balancing loss (Mixtral, Qwen2MoE, Qwen3VLMoE)](https://github.com/huggingface/transformers/pull/45132) — closed
+- [PR #45119: Fix: Preserve PreTrainedConfig __init__ signatures for type checkers (fixes #45071)](https://github.com/huggingface/transformers/pull/45119) — closed
+
 ### `burtenshaw`
 
 - profile: [github.com/burtenshaw](https://github.com/burtenshaw)
@@ -3755,6 +3733,28 @@ Example artifacts:
 - [PR #45471: Add EXAONE 4.5 implementations](https://github.com/huggingface/transformers/pull/45471) — closed, merged
 - [PR #43080: Add EXAONE-MoE implementations](https://github.com/huggingface/transformers/pull/43080) — closed, merged
 
+### `orbisai0security`
+
+- profile: [github.com/orbisai0security](https://github.com/orbisai0security)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aorbisai0security)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aorbisai0security)
+- repo first seen: `2026-03-30T15:02:06Z`
+- repo last seen: `2026-04-30T09:39:46Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **160 days**
+- recent public PR activity: **233 PRs** (15 merged / 115 closed-unmerged / 103 open; merged rate **6%**, closed-unmerged rate **49%**, open rate **44%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
+- heuristic read: **young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45717: fix: the serving api endpoints in server in server.py](https://github.com/huggingface/transformers/pull/45717) — closed
+- [PR #45121: fix: remove unsafe exec() in serve.py](https://github.com/huggingface/transformers/pull/45121) — closed
+
 ### `wilnn`
 
 - profile: [github.com/wilnn](https://github.com/wilnn)
@@ -4047,28 +4047,6 @@ Example artifacts:
 - [PR #45364: Add PolarQuant backend to QuantizedCache (Hadamard-rotated Lloyd-Max)](https://github.com/huggingface/transformers/pull/45364) — closed, draft
 - [Issue #45203: Add PolarQuant quantization: Hadamard-rotated Lloyd-Max optimal weights + KV cache](https://github.com/huggingface/transformers/issues/45203) — open
 
-### `danielquintas8`
-
-- profile: [github.com/danielquintas8](https://github.com/danielquintas8)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adanielquintas8)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adanielquintas8)
-- repo first seen: `2026-03-30T16:23:11Z`
-- repo last seen: `2026-03-30T16:33:07Z`
-- first seen in snapshot: **no**
-- repo association: **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: **2020 days**
-- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45124: [Qwen3.5 MoE] Add _tp_plan to ForConditionalGeneration](https://github.com/huggingface/transformers/pull/45124) — closed, merged
-- [Issue #45125: Qwen3_5MoeForConditionalGeneration missing _tp_plan for tensor parallelism](https://github.com/huggingface/transformers/issues/45125) — closed
-
 ### `davevanveen`
 
 - profile: [github.com/davevanveen](https://github.com/davevanveen)
@@ -4768,7 +4746,7 @@ Example artifacts:
 - repo first seen: `2026-05-28T12:43:05Z`
 - repo last seen: `2026-05-28T16:05:20Z`
 - 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: **7 comments / 0 reviews / 0 review comments**
@@ -4779,7 +4757,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46261: feat(distributed): Ulysses Context Parallelism for attention](https://github.com/huggingface/transformers/pull/46261) — open
+- [PR #46261: feat(distributed): Ulysses Context Parallelism for attention](https://github.com/huggingface/transformers/pull/46261) — closed
 
 ### `aliyevaladddin`
 
@@ -5419,7 +5397,7 @@ Example artifacts:
 - repo first seen: `2026-05-28T21:52:17Z`
 - repo last seen: `2026-05-28T21:52:17Z`
 - 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**
@@ -5430,7 +5408,7 @@ Example artifacts:
 - heuristic read: **very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46272: fix(hub): guard get_checkpoint_shard_files against path-traversal in weight_map](https://github.com/huggingface/transformers/pull/46272) — open
+- [PR #46272: fix(hub): guard get_checkpoint_shard_files against path-traversal in weight_map](https://github.com/huggingface/transformers/pull/46272) — closed
 
 ### `Dhruv908615`
 
@@ -5630,7 +5608,7 @@ Example artifacts:
 - repo first seen: `2026-05-22T20:20:49Z`
 - repo last seen: `2026-05-29T06:12:46Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIMER**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 2 reviews / 1 review comments**
@@ -5641,7 +5619,7 @@ Example artifacts:
 - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46166: Romanian translation of README.md, index.md, installation.md, _config.py and quicktour.md.](https://github.com/huggingface/transformers/pull/46166) — open
+- [PR #46166: Romanian translation of README.md, index.md, installation.md, _config.py and quicktour.md.](https://github.com/huggingface/transformers/pull/46166) — closed, merged
 
 ### `fm1320`
 
@@ -7035,12 +7013,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apvelayudhan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apvelayudhan)
 - repo first seen: `2026-05-27T14:26:06Z`
-- repo last seen: `2026-05-27T14:26:06Z`
+- repo last seen: `2026-05-29T17:51:38Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **2051 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
@@ -7512,6 +7490,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45781: ..](https://github.com/huggingface/transformers/pull/45781) — closed
 
+### `snehasuman019`
+
+- profile: [github.com/snehasuman019](https://github.com/snehasuman019)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asnehasuman019)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asnehasuman019)
+- repo first seen: `2026-05-29T16:36:41Z`
+- repo last seen: `2026-05-29T16:44:27Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **474 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; targets high-star repos**
+
+Example artifacts:
+- [PR #46289: Just improving documentation](https://github.com/huggingface/transformers/pull/46289) — closed
+
 ### `songyuc`
 
 - profile: [github.com/songyuc](https://github.com/songyuc)
@@ -7856,7 +7855,7 @@ Example artifacts:
 - repo first seen: `2026-05-21T15:59:30Z`
 - repo last seen: `2026-05-29T02:08:25Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -7867,7 +7866,7 @@ Example artifacts:
 - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46145: Fix load_adapter OOM caused by full-model warmup sizing](https://github.com/huggingface/transformers/pull/46145) — open
+- [PR #46145: Fix load_adapter OOM caused by full-model warmup sizing](https://github.com/huggingface/transformers/pull/46145) — closed, merged
 
 ### `YousefZahran1`
 

new_contributors.parquet

@@ -1,3 +1,3 @@
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-size 61895
+oid sha256:3f64a5d33c15239b97fed9cdeb9259bb4e374b154e386a589451c120117189b3
+size 62116

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260529T120035Z",
-  "generated_at": "2026-05-29T12:02:40Z",
-  "cluster_count": 55,
+  "snapshot_id": "20260529T180028Z",
+  "generated_at": "2026-05-29T18:02:14Z",
+  "cluster_count": 54,
   "pr_scope_clusters": [
     {
       "cluster_id": "pr-scope-43636-10",
@@ -19,7 +19,7 @@
         45273
       ],
       "representative_pr_number": 45067,
-      "average_similarity": 0.423,
+      "average_similarity": 0.422,
       "summary": "10 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
       "shared_filenames": [
         "src/transformers/trainer.py"
@@ -33,7 +33,7 @@
           "left_pr_number": 44189,
           "right_pr_number": 45067,
           "similarity": 0.776,
-          "content_similarity": 0.861,
+          "content_similarity": 0.86,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -142,11 +142,11 @@
           ]
         },
         {
-          "left_pr_number": 43636,
-          "right_pr_number": 43663,
+          "left_pr_number": 43663,
+          "right_pr_number": 44660,
           "similarity": 0.465,
-          "content_similarity": 0.355,
-          "size_similarity": 0.44,
+          "content_similarity": 0.398,
+          "size_similarity": 0.24,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -158,11 +158,11 @@
           ]
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-          "left_pr_number": 43663,
-          "right_pr_number": 44660,
-          "similarity": 0.465,
-          "content_similarity": 0.399,
-          "size_similarity": 0.24,
+          "left_pr_number": 43636,
+          "right_pr_number": 43663,
+          "similarity": 0.464,
+          "content_similarity": 0.355,
+          "size_similarity": 0.44,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -177,7 +177,7 @@
           "left_pr_number": 44189,
           "right_pr_number": 44660,
           "similarity": 0.464,
-          "content_similarity": 0.306,
+          "content_similarity": 0.305,
           "size_similarity": 0.667,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -190,11 +190,11 @@
           ]
         },
         {
-          "left_pr_number": 43636,
-          "right_pr_number": 45067,
+          "left_pr_number": 43663,
+          "right_pr_number": 44189,
           "similarity": 0.444,
-          "content_similarity": 0.325,
-          "size_similarity": 0.44,
+          "content_similarity": 0.385,
+          "size_similarity": 0.16,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -206,11 +206,11 @@
           ]
         },
         {
-          "left_pr_number": 43663,
-          "right_pr_number": 44189,
-          "similarity": 0.444,
-          "content_similarity": 0.386,
-          "size_similarity": 0.16,
+          "left_pr_number": 43636,
+          "right_pr_number": 43651,
+          "similarity": 0.443,
+          "content_similarity": 0.287,
+          "size_similarity": 0.611,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -223,10 +223,10 @@
         },
         {
           "left_pr_number": 43636,
-          "right_pr_number": 43651,
+          "right_pr_number": 45067,
           "similarity": 0.443,
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-          "size_similarity": 0.611,
+          "content_similarity": 0.325,
+          "size_similarity": 0.44,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -238,11 +238,11 @@
           ]
         },
         {
-          "left_pr_number": 44660,
-          "right_pr_number": 45067,
-          "similarity": 0.442,
-          "content_similarity": 0.365,
-          "size_similarity": 0.24,
+          "left_pr_number": 44189,
+          "right_pr_number": 45055,
+          "similarity": 0.441,
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@@ -254,11 +254,11 @@
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@@ -272,7 +272,7 @@
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@@ -305,7 +305,7 @@
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@@ -337,7 +337,7 @@
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@@ -401,7 +401,7 @@
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@@ -417,7 +417,7 @@
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@@ -464,7 +464,7 @@
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@@ -497,7 +497,7 @@
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@@ -528,8 +528,8 @@
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@@ -545,7 +545,7 @@
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@@ -560,8 +560,8 @@
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@@ -576,7 +576,7 @@
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@@ -590,11 +590,11 @@
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@@ -606,11 +606,11 @@
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@@ -657,7 +657,7 @@
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@@ -673,7 +673,7 @@
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@@ -689,7 +689,7 @@
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@@ -721,7 +721,7 @@
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@@ -736,7 +736,7 @@
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@@ -762,7 +762,7 @@
         46161
       ],
       "representative_pr_number": 45627,
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+      "average_similarity": 0.43,
       "summary": "6 open PRs share weighted file overlap around `src/transformers/processing_utils.py`, `tests/test_processing_common.py`, `tests/models/auto/test_processor_auto.py`; representative PR #45627.",
       "shared_filenames": [
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@@ -778,39 +778,39 @@
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@@ -876,8 +876,8 @@
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@@ -894,8 +894,8 @@
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@@ -911,8 +911,8 @@
         {
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@@ -963,8 +963,8 @@
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@@ -980,8 +980,8 @@
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@@ -997,8 +997,8 @@
         {
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@@ -1014,8 +1014,8 @@
         {
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@@ -1032,8 +1032,8 @@
         {
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@@ -1134,7 +1134,7 @@
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@@ -1213,7 +1213,7 @@
         {
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@@ -1350,7 +1350,7 @@
         {
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@@ -1394,7 +1394,7 @@
         {
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@@ -1468,7 +1468,7 @@
         46264
       ],
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-      "average_similarity": 0.571,
+      "average_similarity": 0.572,
       "summary": "4 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 #46264.",
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@@ -1488,7 +1488,7 @@
         {
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@@ -1513,8 +1513,8 @@
         {
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@@ -1560,8 +1560,8 @@
         {
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@@ -1585,8 +1585,8 @@
         {
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           "concentration_similarity": 1.0,
@@ -1605,8 +1605,8 @@
         {
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@@ -1635,7 +1635,7 @@
         46013
       ],
       "representative_pr_number": 43549,
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+      "average_similarity": 0.533,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
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@@ -1752,7 +1752,7 @@
         45996
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-      "average_similarity": 0.528,
+      "average_similarity": 0.526,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #45635.",
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@@ -1770,8 +1770,8 @@
         {
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@@ -1789,8 +1789,8 @@
         {
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@@ -1808,8 +1808,8 @@
         {
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@@ -1828,8 +1828,8 @@
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@@ -1846,8 +1846,8 @@
         {
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@@ -1863,8 +1863,8 @@
         {
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@@ -1888,7 +1888,7 @@
         45985
       ],
       "representative_pr_number": 45985,
-      "average_similarity": 0.513,
+      "average_similarity": 0.514,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
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@@ -1902,8 +1902,8 @@
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@@ -1920,7 +1920,7 @@
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@@ -1937,7 +1937,7 @@
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@@ -1953,7 +1953,7 @@
         {
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-          "content_similarity": 0.359,
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+          "content_similarity": 0.365,
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@@ -2003,129 +2003,6 @@
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-        44893,
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-      "summary": "4 open PRs share weighted file overlap around `src/transformers/cache_utils.py`, `tests/utils/test_cache_utils.py`; representative PR #44893.",
-      "shared_filenames": [
-        "src/transformers/cache_utils.py",
-        "tests/utils/test_cache_utils.py"
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-        {
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-          "shared_directories": [
-            "src/transformers",
-            "src"
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-          "shared_filenames": [
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     {
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@@ -2135,7 +2012,7 @@
         46239
       ],
       "representative_pr_number": 45649,
-      "average_similarity": 0.435,
+      "average_similarity": 0.437,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
       "shared_filenames": [
         "src/transformers/modeling_utils.py"
@@ -2164,8 +2041,8 @@
         {
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-          "similarity": 0.499,
-          "content_similarity": 0.315,
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           "breadth_similarity": 1.0,
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@@ -2180,8 +2057,8 @@
         {
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-          "similarity": 0.498,
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@@ -2196,8 +2073,8 @@
         {
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-          "similarity": 0.431,
-          "content_similarity": 0.259,
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@@ -2212,8 +2089,8 @@
         {
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           "right_pr_number": 45655,
-          "similarity": 0.346,
-          "content_similarity": 0.275,
+          "similarity": 0.347,
+          "content_similarity": 0.276,
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           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -2228,8 +2105,8 @@
         {
           "left_pr_number": 45548,
           "right_pr_number": 46239,
-          "similarity": 0.328,
-          "content_similarity": 0.262,
+          "similarity": 0.329,
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@@ -2252,7 +2129,7 @@
         46152
       ],
       "representative_pr_number": 46152,
-      "average_similarity": 0.401,
+      "average_similarity": 0.397,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #46152.",
       "shared_filenames": [
         "src/transformers/utils/import_utils.py"
@@ -2266,8 +2143,8 @@
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-          "similarity": 0.617,
-          "content_similarity": 0.542,
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@@ -2283,8 +2160,8 @@
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           "breadth_similarity": 0.333,
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@@ -2300,8 +2177,8 @@
         {
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-          "content_similarity": 0.334,
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           "breadth_similarity": 0.667,
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@@ -2317,8 +2194,8 @@
         {
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-          "similarity": 0.391,
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@@ -2334,8 +2211,8 @@
         {
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           "breadth_similarity": 0.333,
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@@ -2351,130 +2228,18 @@
         {
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           "right_pr_number": 45060,
-          "similarity": 0.243,
-          "content_similarity": 0.173,
+          "similarity": 0.24,
+          "content_similarity": 0.169,
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-          "breadth_similarity": 0.667,
-          "concentration_similarity": 0.421,
-          "shared_filenames": [
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-        44407,
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-      "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
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-      "shared_directories": [
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-            "docs/source",
-            "docs"
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-          "size_similarity": 0.957,
-          "breadth_similarity": 1.0,
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-          "shared_filenames": [],
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+          "concentration_similarity": 0.421,
+          "shared_filenames": [
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           "shared_directories": [
-            "docs/source/en",
-            "docs/source",
-            "docs"
+            "src/transformers/utils",
+            "src/transformers",
+            "src"
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       ]
@@ -2790,7 +2555,7 @@
         46207
       ],
       "representative_pr_number": 44940,
-      "average_similarity": 0.479,
+      "average_similarity": 0.48,
       "summary": "3 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44940.",
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         {
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@@ -2825,8 +2590,8 @@
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@@ -2843,8 +2608,8 @@
         {
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@@ -2887,8 +2652,8 @@
         {
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-          "similarity": 0.505,
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           "breadth_similarity": 0.667,
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@@ -2909,8 +2674,8 @@
         {
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-          "similarity": 0.491,
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@@ -2946,82 +2711,6 @@
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-      "representative_pr_number": 46145,
-      "average_similarity": 0.451,
-      "summary": "3 open PRs share weighted file overlap around `tests/peft_integration/test_peft_integration.py`, `src/transformers/integrations/peft.py`; representative PR #46145.",
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-        "tests",
-        "src/transformers/integrations",
-        "src/transformers",
-        "src"
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-          "shared_filenames": [
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-            "src/transformers",
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-          "concentration_similarity": 0.726,
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-        {
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-          "size_similarity": 0.022,
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-          "concentration_similarity": 0.742,
-          "shared_filenames": [
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-          ],
-          "shared_directories": [
-            "tests/peft_integration",
-            "tests"
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       "cluster_id": "pr-scope-43488-3",
       "pr_numbers": [
@@ -3030,7 +2719,7 @@
         46100
       ],
       "representative_pr_number": 43665,
-      "average_similarity": 0.437,
+      "average_similarity": 0.436,
       "summary": "3 open PRs share weighted file overlap around `tests/models/vit/test_modeling_vit.py`; representative PR #43665.",
       "shared_filenames": [
         "tests/models/vit/test_modeling_vit.py"
@@ -3144,8 +2833,8 @@
         {
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-          "similarity": 0.5,
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+          "similarity": 0.499,
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@@ -3204,8 +2893,8 @@
         "src/transformers/models/mistral3",
         "src/transformers/models/vipllava",
         "src/transformers/models/aya_vision",
-        "src/transformers/models/cohere2_vision",
-        "src/transformers/models/got_ocr2"
+        "src/transformers/models/blip_2",
+        "src/transformers/models/cohere2_vision"
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       "pairwise": [
         {
@@ -3278,7 +2967,7 @@
           "left_pr_number": 43446,
           "right_pr_number": 44907,
           "similarity": 0.333,
-          "content_similarity": 0.318,
+          "content_similarity": 0.319,
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           "breadth_similarity": 0.322,
           "concentration_similarity": 0.899,
@@ -3309,6 +2998,72 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-33686-3",
+      "pr_numbers": [
+        33686,
+        44407,
+        44550
+      ],
+      "representative_pr_number": 44550,
+      "average_similarity": 0.367,
+      "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
+      "shared_filenames": [],
+      "shared_directories": [
+        "docs/source/en",
+        "docs/source",
+        "docs",
+        "docs/source/en/model_doc"
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+        {
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+          "content_similarity": 0.129,
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+          "shared_filenames": [],
+          "shared_directories": [
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+            "docs/source/en",
+            "docs/source",
+            "docs"
+          ]
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+        {
+          "left_pr_number": 44407,
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+          "size_similarity": 0.957,
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+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            "docs/source/en",
+            "docs/source",
+            "docs"
+          ]
+        },
+        {
+          "left_pr_number": 33686,
+          "right_pr_number": 44407,
+          "similarity": 0.352,
+          "content_similarity": 0.083,
+          "size_similarity": 0.957,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            "docs/source/en",
+            "docs/source",
+            "docs"
+          ]
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+      ]
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     {
       "cluster_id": "pr-scope-44889-3",
       "pr_numbers": [
@@ -3366,8 +3121,8 @@
         {
           "left_pr_number": 44889,
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@@ -3601,7 +3356,7 @@
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       ],
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