Refresh transformers dataset snapshot 20260611T180022Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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+- latest snapshot: `20260611T180022Z`
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       "name": "Yuxuan Zhang",
@@ -12669,14 +12543,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adavevanveen",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adavevanveen",
       "repo_first_seen_at": "2026-04-17T20:59:54Z",
-      "repo_last_seen_at": "2026-06-03T22:20:54Z",
+      "repo_last_seen_at": "2026-06-11T17:39:49Z",
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       "repo_association": "FIRST_TIME_CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -16194,6 +16068,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "Chinmay1220",
+      "name": "Chinmay Sawant",
+      "profile_url": "https://github.com/Chinmay1220",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AChinmay1220",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AChinmay1220",
+      "repo_first_seen_at": "2026-06-11T16:14:03Z",
+      "repo_last_seen_at": "2026-06-11T16:14:03Z",
+      "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 1,
+      "snapshot_issue_count": 0,
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+      "snapshot_comment_count": 0,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "new_to_repo": true,
+      "first_seen_in_snapshot": true,
+      "known_via_prior_merged_pr": false,
+      "report_reason": "first_seen_in_snapshot",
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 999,
+      "young_account": false,
+      "follow_through_score": "strong",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high recent PR volume",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 49,
+        "merged_pr_count": 44,
+        "closed_unmerged_pr_count": 1,
+        "open_pr_count": 4,
+        "merged_pr_rate": 0.898,
+        "closed_unmerged_pr_rate": 0.0204,
+        "still_open_pr_rate": 0.0816,
+        "distinct_repos_with_authored_prs": 6,
+        "distinct_repos_with_open_prs": 4
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46567,
+            "title": "Fix chat !save custom filename parsing",
+            "url": "https://github.com/huggingface/transformers/pull/46567",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-11T16:14:03Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "chirag-gupta-07",
       "name": "Chirag Gupta",
@@ -19178,12 +19109,12 @@
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": true,
-      "first_seen_in_snapshot": true,
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
-      "report_reason": "first_seen_in_snapshot",
-      "enrichment_source": "live",
-      "live_refetch_skipped": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
       "account_age_days": 3177,
       "young_account": false,
       "follow_through_score": "mixed",
@@ -20093,7 +20024,7 @@
       "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,
@@ -20130,8 +20061,8 @@
             "number": 46312,
             "title": "docs: \ud83c\udf10 add Turkish translation for README file",
             "url": "https://github.com/huggingface/transformers/pull/46312",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-05-31T20:25:01Z"
           }
@@ -22141,63 +22072,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "songyuc",
-      "name": "Song Yucheng",
-      "profile_url": "https://github.com/songyuc",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asongyuc",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asongyuc",
-      "repo_first_seen_at": "2026-04-12T12:53:49Z",
-      "repo_last_seen_at": "2026-04-18T05:56:35Z",
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-      "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": 3292,
-      "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 2,
-        "merged_pr_count": 1,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.5,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.5,
-        "distinct_repos_with_authored_prs": 2,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45385,
-            "title": "Ignore CLIP position_ids in unexpected key loading report",
-            "url": "https://github.com/huggingface/transformers/pull/45385",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-12T12:53:49Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "Spectual",
       "name": "Eric B",
@@ -22433,14 +22307,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ated-mosi",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ated-mosi",
       "repo_first_seen_at": "2026-06-05T13:30:42Z",
-      "repo_last_seen_at": "2026-06-11T09:40:20Z",
+      "repo_last_seen_at": "2026-06-11T13:55:52Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 2,
+      "repo_artifact_count": 4,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
       "snapshot_comment_count": 1,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
+      "snapshot_review_count": 1,
+      "snapshot_review_comment_count": 1,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260611T120117Z`
-- Generated: `2026-06-11T12:03:06Z`
+- Snapshot: `20260611T180022Z`
+- Generated: `2026-06-11T18:02:32Z`
 - Activity window: `60d`
-- Contributors: `346`
+- Contributors: `344`
 
 ## Summary
 
@@ -20,22 +20,22 @@
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 47 | 2 | mixed | low | low | targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 46 | 0 | strong | low | low | targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 40 | 1 | strong | moderate | low | targets high-star repos |
-| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 37 | 1 | strong | low | low | targets high-star repos |
+| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 37 | 1 | strong | low | low | targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 34 | 20 | strong | low | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 34 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
+| `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 26 | 0 | strong | low | low | targets high-star repos |
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 26 | 0 | n/a | n/a | n/a | summary unavailable |
+| `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 25 | 14 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 25 | 4 | strong | moderate | low | high recent PR volume |
-| `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 25 | 0 | strong | low | low | targets high-star repos |
-| `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 21 | 14 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 21 | 4 | strong | low | low | — |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 21 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 20 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 20 | 0 | mixed | moderate | low | — |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 19 | 0 | strong | moderate | low | — |
 | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
+| `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 17 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 17 | 0 | strong | moderate | low | targets high-star repos |
-| `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 16 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 15 | 1 | weak | moderate | low | high open PR share |
 | `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 11 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -50,13 +50,13 @@
 | `XciD` | [profile](https://github.com/XciD) | no | MEMBER | 4481d | `2026-05-14T05:53:53Z` | 6 | 0 | mixed | high | low | extremely high recent PR volume; broad repo spread |
 | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
 | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 5 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
+| `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 5 | 0 | n/a | n/a | n/a | summary unavailable |
 | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 5 | 0 | strong | low | low | — |
 | `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 660d | `2025-12-04T12:38:46Z` | 5 | 0 | strong | moderate | low | — |
 | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 4 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
-| `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 4 | 0 | n/a | n/a | n/a | summary unavailable |
 | `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 736d | `2026-04-16T00:55:40Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -81,6 +81,7 @@
 | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
 | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
 | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 4 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `gante` | [profile](https://github.com/gante) | no | CONTRIBUTOR | 4054d | `2023-02-24T12:09:33Z` | 3 | 2 | strong | low | low | targets high-star repos |
 | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3573d | `2026-04-02T19:05:35Z` | 3 | 0 | strong | low | low | targets high-star repos |
 | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | CONTRIBUTOR | 1082d | `2026-03-28T12:13:57Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
@@ -91,7 +92,6 @@
 | `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 |
 | `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 |
 | `Achyuthan-S` | [profile](https://github.com/Achyuthan-S) | no | FIRST_TIME_CONTRIBUTOR | 1368d | `2026-06-06T07:20:32Z` | 2 | 0 | weak | low | low | 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 |
 | `ArjunSrivastava1` | [profile](https://github.com/ArjunSrivastava1) | no | CONTRIBUTOR | 430d | `2026-05-07T18:36:08Z` | 2 | 0 | weak | moderate | low | high open PR share |
 | `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 |
 | `avihu111` | [profile](https://github.com/avihu111) | no | CONTRIBUTOR | 2928d | `2026-04-29T11:45:47Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -141,7 +141,6 @@
 | `bhargav-patel-29` | [profile](https://github.com/bhargav-patel-29) | no | FIRST_TIME_CONTRIBUTOR | 267d | `2026-02-05T02:43:45Z` | 3 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4226d | `2025-11-26T16:41:09Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `gante` | [profile](https://github.com/gante) | no | CONTRIBUTOR | 4054d | `2023-02-24T12:09:33Z` | 2 | 2 | strong | low | low | targets high-star repos |
 | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | high open PR share |
 | `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 |
 | `Wauplin` | [profile](https://github.com/Wauplin) | no | MEMBER | 4075d | `2025-12-02T12:54:40Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
@@ -155,7 +154,6 @@
 | `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 |
 | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `saslifat-gif` | [profile](https://github.com/saslifat-gif) | no | CONTRIBUTOR | 229d | `2026-04-02T14:08:15Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
-| `UsamaKenway` | [profile](https://github.com/UsamaKenway) | no | CONTRIBUTOR | 2385d | `2026-04-07T18:39:33Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
 | `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 |
@@ -227,6 +225,7 @@
 | `calliec-1223` | [profile](https://github.com/calliec-1223) | no | CONTRIBUTOR | 68d | `2026-06-02T02:20:39Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Caromisc` | [profile](https://github.com/Caromisc) | no | CONTRIBUTOR | 2207d | `2026-05-07T11:04:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `cheparity` | [profile](https://github.com/cheparity) | no | FIRST_TIME_CONTRIBUTOR | 1517d | `2026-06-03T05:18:26Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Chinmay1220` | [profile](https://github.com/Chinmay1220) | yes | FIRST_TIME_CONTRIBUTOR | 999d | `2026-06-11T16:14:03Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 | `chirag-gupta-07` | [profile](https://github.com/chirag-gupta-07) | no | FIRST_TIMER | 276d | `2026-05-11T05:43:53Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `cloudyun888` | [profile](https://github.com/cloudyun888) | no | NONE | 45d | `2026-04-15T13:18:36Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
 | `csantosbh` | [profile](https://github.com/csantosbh) | no | CONTRIBUTOR | 5103d | `2026-06-04T14:07:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -279,7 +278,7 @@
 | `lalitha2410` | [profile](https://github.com/lalitha2410) | no | FIRST_TIMER | 1043d | `2026-05-17T13:42:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `lanxuejin` | [profile](https://github.com/lanxuejin) | no | FIRST_TIME_CONTRIBUTOR | 2869d | `2026-06-04T12:32:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `lianakoleva` | [profile](https://github.com/lianakoleva) | no | NONE | 2780d | `2026-05-13T17:04:37Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
-| `ltd0924` | [profile](https://github.com/ltd0924) | yes | FIRST_TIME_CONTRIBUTOR | 3177d | `2026-06-11T11:21:38Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
+| `ltd0924` | [profile](https://github.com/ltd0924) | no | FIRST_TIME_CONTRIBUTOR | 3177d | `2026-06-11T11:21:38Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `lucaspirola` | [profile](https://github.com/lucaspirola) | no | FIRST_TIME_CONTRIBUTOR | 4682d | `2026-04-27T23:02:07Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `lvliang-intel` | [profile](https://github.com/lvliang-intel) | no | CONTRIBUTOR | 1455d | `2026-04-17T14:12:41Z` | 1 | 0 | mixed | low | low | — |
 | `MaciejBalaNV` | [profile](https://github.com/MaciejBalaNV) | no | CONTRIBUTOR | 717d | `2026-05-21T19:47:46Z` | 1 | 0 | weak | moderate | low | high open PR share |
@@ -295,7 +294,7 @@
 | `n0gu-furiosa` | [profile](https://github.com/n0gu-furiosa) | no | CONTRIBUTOR | 863d | `2026-06-04T05:04:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `NicolasHug` | [profile](https://github.com/NicolasHug) | no | CONTRIBUTOR | 5321d | `2026-06-08T11:13:46Z` | 1 | 0 | strong | moderate | low | extremely high recent PR volume |
 | `Oneirag` | [profile](https://github.com/Oneirag) | no | FIRST_TIME_CONTRIBUTOR | 4233d | `2026-04-24T04:00:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `onuralpszr` | [profile](https://github.com/onuralpszr) | no | FIRST_TIME_CONTRIBUTOR | 5146d | `2026-05-31T20:25:01Z` | 1 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread |
+| `onuralpszr` | [profile](https://github.com/onuralpszr) | no | CONTRIBUTOR | 5146d | `2026-05-31T20:25:01Z` | 1 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread |
 | `petecao` | [profile](https://github.com/petecao) | no | CONTRIBUTOR | 2982d | `2026-05-25T19:01:18Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
 | `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 |
@@ -331,7 +330,6 @@
 | `Snakinya` | [profile](https://github.com/Snakinya) | no | NONE | 2115d | `2026-06-08T10:08:10Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `snehasuman019` | [profile](https://github.com/snehasuman019) | no | NONE | 474d | `2026-05-29T16:36:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `someaka` | [profile](https://github.com/someaka) | no | NONE | 1845d | `2026-06-07T17:49:40Z` | 1 | 0 | weak | moderate | medium | high recent PR volume; 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 |
 | `srishtiii28` | [profile](https://github.com/srishtiii28) | no | NONE | 1008d | `2026-06-09T09:34:02Z` | 1 | 0 | mixed | low | low | — |
@@ -364,12 +362,12 @@
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
 - repo first seen: `2025-03-31T13:54:54Z`
-- repo last seen: `2026-06-11T10:11:55Z`
+- repo last seen: `2026-06-11T14:16:43Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **111**
 - snapshot authored PRs/issues: **111 PRs / 0 issues**
-- snapshot discussion activity: **135 comments / 231 reviews / 160 review comments**
+- snapshot discussion activity: **136 comments / 233 reviews / 161 review comments**
 - account age: **4938 days**
 - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
 - public orgs: none visible
@@ -462,12 +460,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
 - repo first seen: `2024-09-26T09:23:39Z`
-- repo last seen: `2026-06-11T12:01:03Z`
+- repo last seen: `2026-06-11T17:46:22Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **88**
 - snapshot authored PRs/issues: **88 PRs / 0 issues**
-- snapshot discussion activity: **612 comments / 946 reviews / 2054 review comments**
+- snapshot discussion activity: **613 comments / 947 reviews / 2055 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`
@@ -490,7 +488,7 @@ Example artifacts:
 - repo association: **MEMBER**
 - repo primary artifacts: **68**
 - snapshot authored PRs/issues: **65 PRs / 3 issues**
-- snapshot discussion activity: **197 comments / 692 reviews / 1379 review comments**
+- snapshot discussion activity: **197 comments / 693 reviews / 1381 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
@@ -536,12 +534,12 @@ 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: `2026-06-10T15:44:40Z`
+- repo last seen: `2026-06-11T15:18:06Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **51**
 - snapshot authored PRs/issues: **49 PRs / 2 issues**
-- snapshot discussion activity: **188 comments / 330 reviews / 450 review comments**
+- snapshot discussion activity: **188 comments / 332 reviews / 464 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`
@@ -549,7 +547,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46541: fix-trainer-tests](https://github.com/huggingface/transformers/pull/46541) — open
+- [PR #46541: fix-trainer-tests](https://github.com/huggingface/transformers/pull/46541) — closed, merged
 - [PR #46386: HF Buckets integration to Trainer](https://github.com/huggingface/transformers/pull/46386) — open
 - [PR #46342: Update compressed tensors minimum version](https://github.com/huggingface/transformers/pull/46342) — closed, merged
 - [Issue #43595: Tell Us: What Would Make Trainer Better?](https://github.com/huggingface/transformers/issues/43595) — open
@@ -561,12 +559,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
-- repo last seen: `2026-06-10T19:02:31Z`
+- repo last seen: `2026-06-11T15:53:03Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **49**
 - snapshot authored PRs/issues: **47 PRs / 2 issues**
-- snapshot discussion activity: **635 comments / 1146 reviews / 4637 review comments**
+- snapshot discussion activity: **638 comments / 1151 reviews / 4703 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
@@ -586,12 +584,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
 - repo first seen: `2023-02-27T14:00:41Z`
-- repo last seen: `2026-06-11T11:06:20Z`
+- repo last seen: `2026-06-11T13:33:00Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **46 PRs / 0 issues**
-- snapshot discussion activity: **765 comments / 255 reviews / 136 review comments**
+- snapshot discussion activity: **766 comments / 256 reviews / 136 review comments**
 - account age: **3961 days**
 - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: `huggingface`
@@ -632,13 +630,13 @@ Example artifacts:
 - profile: [github.com/remi-or](https://github.com/remi-or)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
-- repo first seen: `2026-01-13T09:15:18Z`
+- repo first seen: `2025-09-11T21:27:59Z`
 - repo last seen: `2026-06-10T07:38:40Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **38**
 - snapshot authored PRs/issues: **37 PRs / 1 issues**
-- snapshot discussion activity: **53 comments / 158 reviews / 166 review comments**
+- snapshot discussion activity: **53 comments / 161 reviews / 169 review comments**
 - account age: **1813 days**
 - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
 - public orgs: none visible
@@ -723,6 +721,29 @@ Example artifacts:
 - [PR #46128: Add SAM 3.1 to Transformers](https://github.com/huggingface/transformers/pull/46128) — open
 - [PR #46041: Fix post processing RF-DETR](https://github.com/huggingface/transformers/pull/46041) — closed, merged
 
+### `eustlb`
+
+- profile: [github.com/eustlb](https://github.com/eustlb)
+- 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: `2026-06-11T15:40:49Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **26**
+- snapshot authored PRs/issues: **26 PRs / 0 issues**
+- snapshot discussion activity: **45 comments / 179 reviews / 343 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
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #46565: Add Nemotron 3.5 ASR Streaming](https://github.com/huggingface/transformers/pull/46565) — open, draft
+- [PR #46456: [fix] regression introduced by #45534](https://github.com/huggingface/transformers/pull/46456) — closed, merged
+- [PR #46332: Add Nemotron ASR Streaming](https://github.com/huggingface/transformers/pull/46332) — open, draft
+
 ### `hf-security-analysis[bot]`
 
 - profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
@@ -747,6 +768,32 @@ Example artifacts:
 - [PR #46558: chore: update pr-ci-security-gate.yml](https://github.com/huggingface/transformers/pull/46558) — open
 - [PR #46554: chore: update pr-ci-security-gate.yml](https://github.com/huggingface/transformers/pull/46554) — open
 
+### `qgallouedec`
+
+- profile: [github.com/qgallouedec](https://github.com/qgallouedec)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
+- repo first seen: `2024-12-13T13:39:10Z`
+- repo last seen: `2026-06-11T10:11:10Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **39**
+- snapshot authored PRs/issues: **25 PRs / 14 issues**
+- snapshot discussion activity: **43 comments / 52 reviews / 53 review comments**
+- account age: **2692 days**
+- recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **extremely high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #46204: Fix `num_items_in_batch` over-counting for causal LM losses](https://github.com/huggingface/transformers/pull/46204) — closed, merged
+- [PR #45930: [DeepSeek V4] Fix MoE converter substring-matching FP8 scale companions](https://github.com/huggingface/transformers/pull/45930) — closed, merged
+- [PR #45898: [fix] Add `fatal_error` to `ContinuousBatchingManager` so the serving layer can detect a dead CB worker](https://github.com/huggingface/transformers/pull/45898) — closed, merged
+- [Issue #46559: `apply_chat_template(return_assistant_tokens_mask=True)` returns an empty assistant mask for VLM processors when an image is present](https://github.com/huggingface/transformers/issues/46559) — closed
+- [Issue #45419: Chat template inconsistencies in tool-calling support](https://github.com/huggingface/transformers/issues/45419) — open
+- [Issue #45290: `apply_chat_template(tokenize=True)` crashes on assistant messages with tool calls and no content](https://github.com/huggingface/transformers/issues/45290) — closed
+
 ### `jiqing-feng`
 
 - profile: [github.com/jiqing-feng](https://github.com/jiqing-feng)
@@ -773,55 +820,6 @@ Example artifacts:
 - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
 - [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
 
-### `eustlb`
-
-- profile: [github.com/eustlb](https://github.com/eustlb)
-- 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: `2026-06-11T11:26:49Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **25**
-- snapshot authored PRs/issues: **25 PRs / 0 issues**
-- snapshot discussion activity: **43 comments / 173 reviews / 337 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
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #46456: [fix] regression introduced by #45534](https://github.com/huggingface/transformers/pull/46456) — closed, merged
-- [PR #46332: Add Nemotron ASR Streaming](https://github.com/huggingface/transformers/pull/46332) — open, draft
-- [PR #46331: Add Parakeet-RNNT](https://github.com/huggingface/transformers/pull/46331) — open
-
-### `qgallouedec`
-
-- profile: [github.com/qgallouedec](https://github.com/qgallouedec)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
-- repo first seen: `2024-12-13T13:39:10Z`
-- repo last seen: `2026-06-11T10:11:10Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **35**
-- snapshot authored PRs/issues: **21 PRs / 14 issues**
-- snapshot discussion activity: **43 comments / 50 reviews / 51 review comments**
-- account age: **2692 days**
-- recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **extremely high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #46204: Fix `num_items_in_batch` over-counting for causal LM losses](https://github.com/huggingface/transformers/pull/46204) — closed, merged
-- [PR #45930: [DeepSeek V4] Fix MoE converter substring-matching FP8 scale companions](https://github.com/huggingface/transformers/pull/45930) — closed, merged
-- [PR #45898: [fix] Add `fatal_error` to `ContinuousBatchingManager` so the serving layer can detect a dead CB worker](https://github.com/huggingface/transformers/pull/45898) — closed, merged
-- [Issue #46559: `apply_chat_template(return_assistant_tokens_mask=True)` returns an empty assistant mask for VLM processors when an image is present](https://github.com/huggingface/transformers/issues/46559) — closed
-- [Issue #45419: Chat template inconsistencies in tool-calling support](https://github.com/huggingface/transformers/issues/45419) — open
-- [Issue #45290: `apply_chat_template(tokenize=True)` crashes on assistant messages with tool calls and no content](https://github.com/huggingface/transformers/issues/45290) — closed
-
 ### `IlyasMoutawwakil`
 
 - profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
@@ -903,12 +901,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
 - repo first seen: `2025-12-24T11:54:53Z`
-- repo last seen: `2026-06-11T08:58:51Z`
+- repo last seen: `2026-06-11T14:49:26Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **20**
 - snapshot authored PRs/issues: **20 PRs / 0 issues**
-- snapshot discussion activity: **24 comments / 83 reviews / 83 review comments**
+- snapshot discussion activity: **24 comments / 91 reviews / 91 review comments**
 - account age: **1497 days**
 - recent public PR activity: **17 PRs** (8 merged / 3 closed-unmerged / 6 open; merged rate **47%**, closed-unmerged rate **18%**, open rate **35%**)
 - public orgs: none visible
@@ -969,6 +967,29 @@ Example artifacts:
 - [Issue #44877: Strict config prevents loading `granite_speech` config](https://github.com/huggingface/transformers/issues/44877) — closed
 - [Issue #44625: Qwen3.5 `num_labels` not propagated from core config to text config](https://github.com/huggingface/transformers/issues/44625) — closed
 
+### `kashif`
+
+- profile: [github.com/kashif](https://github.com/kashif)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akashif)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akashif)
+- repo first seen: `2025-09-08T13:05:54Z`
+- repo last seen: `2026-06-11T17:47:57Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **17**
+- snapshot authored PRs/issues: **17 PRs / 0 issues**
+- snapshot discussion activity: **34 comments / 64 reviews / 61 review comments**
+- account age: **6569 days**
+- recent public PR activity: **32 PRs** (20 merged / 1 closed-unmerged / 11 open; merged rate **62%**, closed-unmerged rate **3%**, open rate **34%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
+- heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
+
+Example artifacts:
+- [PR #46568: Make DiffusionGemma trainable](https://github.com/huggingface/transformers/pull/46568) — open
+- [PR #45846: [Cache] Add `Cache.snapshot()` / `Cache.restore(snapshot)` for tentative-forward rollback](https://github.com/huggingface/transformers/pull/45846) — closed
+- [PR #45513: [Qwen3.5] Fix GDN linear attention multi-token cached forward](https://github.com/huggingface/transformers/pull/45513) — open
+
 ### `michaelbenayoun`
 
 - profile: [github.com/michaelbenayoun](https://github.com/michaelbenayoun)
@@ -992,41 +1013,18 @@ Example artifacts:
 - [PR #46339: Extended & simplified n-to-1 kernel fusion via KernelConfig](https://github.com/huggingface/transformers/pull/46339) — closed, merged
 - [PR #45666: Extended n-to-1 kernel fusion via `KernelConfig` ](https://github.com/huggingface/transformers/pull/45666) — open
 
-### `kashif`
-
-- profile: [github.com/kashif](https://github.com/kashif)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akashif)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akashif)
-- repo first seen: `2025-09-08T13:05:54Z`
-- repo last seen: `2026-06-03T12:18:32Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **16**
-- snapshot authored PRs/issues: **16 PRs / 0 issues**
-- snapshot discussion activity: **33 comments / 64 reviews / 61 review comments**
-- account age: **6569 days**
-- recent public PR activity: **32 PRs** (20 merged / 1 closed-unmerged / 11 open; merged rate **62%**, closed-unmerged rate **3%**, open rate **34%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
-- heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
-
-Example artifacts:
-- [PR #45846: [Cache] Add `Cache.snapshot()` / `Cache.restore(snapshot)` for tentative-forward rollback](https://github.com/huggingface/transformers/pull/45846) — closed
-- [PR #45513: [Qwen3.5] Fix GDN linear attention multi-token cached forward](https://github.com/huggingface/transformers/pull/45513) — open
-- [PR #45490: Add ctsm model](https://github.com/huggingface/transformers/pull/45490) — open
-
 ### `LinZiyuu`
 
 - profile: [github.com/LinZiyuu](https://github.com/LinZiyuu)
 - 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: `2026-06-11T10:41:03Z`
+- repo last seen: `2026-06-11T14:10:56Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **16**
 - snapshot authored PRs/issues: **15 PRs / 1 issues**
-- snapshot discussion activity: **14 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **16 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
@@ -1344,6 +1342,30 @@ Example artifacts:
 - [PR #45791: fix: validate special token ids against attribute values](https://github.com/huggingface/transformers/pull/45791) — closed, merged
 - [PR #45757: fix: align attention_mask padding with appended eos token in clvp](https://github.com/huggingface/transformers/pull/45757) — closed
 
+### `dependabot[bot]`
+
+- profile: [github.com/dependabot[bot]](https://github.com/dependabot[bot])
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adependabot%5Bbot%5D)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adependabot%5Bbot%5D)
+- repo first seen: `2024-08-30T13:24:23Z`
+- repo last seen: `2026-06-11T13:22:34Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **? days**
+- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- public orgs: none visible
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'dependabot[bot]'."}]`
+
+Example artifacts:
+- [PR #46564: Bump the actions group with 4 updates](https://github.com/huggingface/transformers/pull/46564) — open
+- [PR #46414: Bump the actions group across 1 directory with 19 updates](https://github.com/huggingface/transformers/pull/46414) — closed, merged
+- [PR #46264: Bump the actions group across 1 directory with 20 updates](https://github.com/huggingface/transformers/pull/46264) — closed
+
 ### `filipinescu`
 
 - profile: [github.com/filipinescu](https://github.com/filipinescu)
@@ -1373,12 +1395,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
 - repo first seen: `2026-05-12T18:20:58Z`
-- repo last seen: `2026-06-11T10:10:27Z`
+- repo last seen: `2026-06-11T14:14:49Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **28 comments / 98 reviews / 119 review comments**
+- snapshot discussion activity: **29 comments / 99 reviews / 120 review comments**
 - account age: **2794 days**
 - recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
 - public orgs: `huggingface`
@@ -1483,30 +1505,6 @@ Example artifacts:
 - [PR #46428: Pr 46229](https://github.com/huggingface/transformers/pull/46428) — closed
 - [PR #45638: Add Multi-Token Prediction (MTP) support for Qwen3.5](https://github.com/huggingface/transformers/pull/45638) — open
 
-### `dependabot[bot]`
-
-- profile: [github.com/dependabot[bot]](https://github.com/dependabot[bot])
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adependabot%5Bbot%5D)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adependabot%5Bbot%5D)
-- repo first seen: `2024-08-30T13:24:23Z`
-- repo last seen: `2026-06-04T13:22:31Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **? days**
-- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
-- public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
-- heuristic read: **summary unavailable**
-- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'dependabot[bot]'."}]`
-
-Example artifacts:
-- [PR #46414: Bump the actions group across 1 directory with 19 updates](https://github.com/huggingface/transformers/pull/46414) — closed, merged
-- [PR #46264: Bump the actions group across 1 directory with 20 updates](https://github.com/huggingface/transformers/pull/46264) — closed
-- [PR #46212: Bump the actions group with 19 updates](https://github.com/huggingface/transformers/pull/46212) — closed
-
 ### `Dev-X25874`
 
 - profile: [github.com/Dev-X25874](https://github.com/Dev-X25874)
@@ -1932,12 +1930,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
 - repo first seen: `2024-06-13T14:13:17Z`
-- repo last seen: `2026-06-11T09:11:54Z`
+- repo last seen: `2026-06-11T15:23:52Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **7 PRs / 1 issues**
-- snapshot discussion activity: **42 comments / 209 reviews / 588 review comments**
+- snapshot discussion activity: **42 comments / 213 reviews / 592 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
@@ -2069,6 +2067,31 @@ Example artifacts:
 - [PR #45625: Add `supports_gradient_checkpointing` to `NemotronHPreTrainedModel`](https://github.com/huggingface/transformers/pull/45625) — closed, merged
 - [PR #44873: Fix VL model rope_deltas batch size mismatch in online RL training](https://github.com/huggingface/transformers/pull/44873) — closed, merged
 
+### `gante`
+
+- profile: [github.com/gante](https://github.com/gante)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agante)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agante)
+- repo first seen: `2023-02-24T12:09:33Z`
+- repo last seen: `2026-06-11T17:31:44Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **3 PRs / 2 issues**
+- snapshot discussion activity: **2 comments / 4 reviews / 34 review comments**
+- account age: **4054 days**
+- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #46569: [DiffusionGemma] better docs and links](https://github.com/huggingface/transformers/pull/46569) — open
+- [PR #46540: GPU go brr [DiffusionGemma]](https://github.com/huggingface/transformers/pull/46540) — closed, merged
+- [PR #21784: Inheritance-based framework detection](https://github.com/huggingface/transformers/pull/21784) — closed, merged
+- [Issue #32946: Support `StaticCache` in assisted generation](https://github.com/huggingface/transformers/issues/32946) — closed
+- [Issue #29149: Generate: support passing position_ids](https://github.com/huggingface/transformers/issues/29149) — closed
+
 ### `douglas-reid`
 
 - profile: [github.com/douglas-reid](https://github.com/douglas-reid)
@@ -2300,28 +2323,6 @@ Example artifacts:
 - [PR #46464: fix: use _added_tokens_encoder cache instead of property in convert_tokens_to_string and get_vocab](https://github.com/huggingface/transformers/pull/46464) — closed
 - [PR #46460: fix: propagate dtype to text sub-config for composite models in Auto classes](https://github.com/huggingface/transformers/pull/46460) — closed
 
-### `albertorkive`
-
-- profile: [github.com/albertorkive](https://github.com/albertorkive)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalbertorkive)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalbertorkive)
-- repo first seen: `2026-04-12T17:02:14Z`
-- repo last seen: `2026-04-14T15:36:20Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
-- account age: **698 days**
-- recent public PR activity: **6 PRs** (0 merged / 2 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; no visible non-self stars**
-
-Example artifacts:
-- [PR #45388: Make Gemma4ClippableLinear inherit from nn.Linear for PEFT/LoRA compatibility](https://github.com/huggingface/transformers/pull/45388) — closed
-- [PR #45387: Fix flash_attention_3 detection and import for hopper wheel installs](https://github.com/huggingface/transformers/pull/45387) — closed
-
 ### `ArjunSrivastava1`
 
 - profile: [github.com/ArjunSrivastava1](https://github.com/ArjunSrivastava1)
@@ -3243,12 +3244,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adacorvo)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adacorvo)
 - repo first seen: `2026-03-13T14:45:22Z`
-- repo last seen: `2026-06-11T06:49:43Z`
+- repo last seen: `2026-06-11T12:35:55Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **15**
 - snapshot authored PRs/issues: **5 PRs / 10 issues**
-- snapshot discussion activity: **18 comments / 12 reviews / 12 review comments**
+- snapshot discussion activity: **19 comments / 12 reviews / 12 review comments**
 - account age: **5087 days**
 - recent public PR activity: **7 PRs** (1 merged / 3 closed-unmerged / 3 open; merged rate **14%**, closed-unmerged rate **43%**, open rate **43%**)
 - public orgs: none visible
@@ -3429,30 +3430,6 @@ Example artifacts:
 - [PR #45334: Feature/add axk1](https://github.com/huggingface/transformers/pull/45334) — closed
 - [PR #44539: Add A.X K1](https://github.com/huggingface/transformers/pull/44539) — closed
 
-### `gante`
-
-- profile: [github.com/gante](https://github.com/gante)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agante)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agante)
-- repo first seen: `2023-02-24T12:09:33Z`
-- repo last seen: `2026-06-10T14:34:45Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **2 PRs / 2 issues**
-- snapshot discussion activity: **0 comments / 4 reviews / 34 review comments**
-- account age: **4054 days**
-- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #46540: GPU go brr [DiffusionGemma]](https://github.com/huggingface/transformers/pull/46540) — closed, merged
-- [PR #21784: Inheritance-based framework detection](https://github.com/huggingface/transformers/pull/21784) — closed, merged
-- [Issue #32946: Support `StaticCache` in assisted generation](https://github.com/huggingface/transformers/issues/32946) — closed
-- [Issue #29149: Generate: support passing position_ids](https://github.com/huggingface/transformers/issues/29149) — closed
-
 ### `oliverholworthy`
 
 - profile: [github.com/oliverholworthy](https://github.com/oliverholworthy)
@@ -3743,28 +3720,6 @@ Example artifacts:
 - [PR #45402: Fix ZeRO-3 from_pretrained: load registered buffers in _load_state_dict_into_zero3_model](https://github.com/huggingface/transformers/pull/45402) — closed, merged
 - [PR #45191: Add edge case tests for out-of-range token id decoding in Qwen2 tokenizer](https://github.com/huggingface/transformers/pull/45191) — closed
 
-### `UsamaKenway`
-
-- profile: [github.com/UsamaKenway](https://github.com/UsamaKenway)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AUsamaKenway)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AUsamaKenway)
-- repo first seen: `2026-04-07T18:39:33Z`
-- repo last seen: `2026-04-15T08:31:44Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 3 reviews / 3 review comments**
-- account age: **2385 days**
-- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: `AICU-HEALTH`
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45386: [GGUF] Reduce peak RAM usage by casting dequantized tensors early during load](https://github.com/huggingface/transformers/pull/45386) — closed, merged
-- [PR #45296: Add GGUF support to Gemma4 (31B & 26B-A4B) text ](https://github.com/huggingface/transformers/pull/45296) — open
-
 ### `zRzRzRzRzRzRzR`
 
 - profile: [github.com/zRzRzRzRzRzRzR](https://github.com/zRzRzRzRzRzRzR)
@@ -4063,12 +4018,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adavevanveen)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adavevanveen)
 - repo first seen: `2026-04-17T20:59:54Z`
-- repo last seen: `2026-06-03T22:20:54Z`
+- repo last seen: `2026-06-11T17:39:49Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **3 comments / 8 reviews / 8 review comments**
+- snapshot discussion activity: **3 comments / 13 reviews / 13 review comments**
 - account age: **3357 days**
 - recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: none visible
@@ -5294,6 +5249,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46364: chore(linter): update DataClass type definitions to TypeAlias](https://github.com/huggingface/transformers/pull/46364) — open
 
+### `Chinmay1220`
+
+- profile: [github.com/Chinmay1220](https://github.com/Chinmay1220)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AChinmay1220)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AChinmay1220)
+- repo first seen: `2026-06-11T16:14:03Z`
+- repo last seen: `2026-06-11T16:14:03Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **999 days**
+- recent public PR activity: **49 PRs** (44 merged / 1 closed-unmerged / 4 open; merged rate **90%**, closed-unmerged rate **2%**, open rate **8%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #46567: Fix chat !save custom filename parsing](https://github.com/huggingface/transformers/pull/46567) — open
+
 ### `chirag-gupta-07`
 
 - profile: [github.com/chirag-gupta-07](https://github.com/chirag-gupta-07)
@@ -6393,7 +6369,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Altd0924)
 - repo first seen: `2026-06-11T11:21:38Z`
 - repo last seen: `2026-06-11T11:21:38Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -6730,7 +6706,7 @@ Example artifacts:
 - repo first seen: `2026-05-31T20:25:01Z`
 - repo last seen: `2026-05-31T20:25:01Z`
 - 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**
@@ -6741,7 +6717,7 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; broad repo spread**
 
 Example artifacts:
-- [PR #46312: docs: 🌐 add Turkish translation for README file](https://github.com/huggingface/transformers/pull/46312) — open
+- [PR #46312: docs: 🌐 add Turkish translation for README file](https://github.com/huggingface/transformers/pull/46312) — closed, merged
 
 ### `petecao`
 
@@ -7478,27 +7454,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46476: Fix: skip caching_allocator_warmup for non-CUDA/XPU accelerator devices](https://github.com/huggingface/transformers/pull/46476) — closed
 
-### `songyuc`
-
-- profile: [github.com/songyuc](https://github.com/songyuc)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asongyuc)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asongyuc)
-- repo first seen: `2026-04-12T12:53:49Z`
-- repo last seen: `2026-04-18T05:56:35Z`
-- first seen in snapshot: **no**
-- 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: **3292 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 #45385: Ignore CLIP position_ids in unexpected key loading report](https://github.com/huggingface/transformers/pull/45385) — closed
-
 ### `Spectual`
 
 - profile: [github.com/Spectual](https://github.com/Spectual)
@@ -7589,12 +7544,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ated-mosi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ated-mosi)
 - repo first seen: `2026-06-05T13:30:42Z`
-- repo last seen: `2026-06-11T09:40:20Z`
+- repo last seen: `2026-06-11T13:55:52Z`
 - 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: **1 comments / 1 reviews / 1 review comments**
 - account age: **3 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

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@@ -2942,100 +3109,6 @@
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       ],
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@@ -3428,143 +3501,11 @@
       ]
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-            "src/transformers/models/deepseek_vl",
-            "src/transformers/models/deepseek_vl_hybrid",
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-            "src/transformers/models/deepseek_vl_hybrid/modeling_deepseek_vl_hybrid.py",
-            "src/transformers/models/deepseek_vl_hybrid/modular_deepseek_vl_hybrid.py",
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-            "src/transformers/models/emu3/modular_emu3.py"
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-            "src/transformers/models/aria",
-            "src/transformers/models/aya_vision",
-            "src/transformers/models/blip_2",
-            "src/transformers/models/chameleon",
-            "src/transformers/models/cohere2_vision",
-            "src/transformers/models/deepseek_vl",
-            "src/transformers/models/deepseek_vl_hybrid",
-            "src/transformers/models/emu3",
-            "src/transformers/models/ernie4_5_vl_moe",
-            "src/transformers/models/fast_vlm"
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-      "pr_numbers": [
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-        43875,
-        46446
+        42655,
+        43875,
+        46446
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@@ -3651,7 +3592,7 @@
         44550
       ],
       "representative_pr_number": 44550,
-      "average_similarity": 0.365,
+      "average_similarity": 0.364,
       "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
       "shared_filenames": [],
       "shared_directories": [
@@ -3664,8 +3605,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44550,
-          "similarity": 0.387,
-          "content_similarity": 0.125,
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           "breadth_similarity": 1.0,
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@@ -3680,8 +3621,8 @@
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           "breadth_similarity": 1.0,
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@@ -3695,7 +3636,7 @@
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@@ -3717,7 +3658,7 @@
         45917
       ],
       "representative_pr_number": 44981,
-      "average_similarity": 0.361,
+      "average_similarity": 0.362,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #44981.",
       "shared_filenames": [
         "src/transformers/trainer.py"
@@ -3732,8 +3673,8 @@
         {
           "left_pr_number": 44889,
           "right_pr_number": 44981,
-          "similarity": 0.398,
-          "content_similarity": 0.156,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.812,
@@ -3751,7 +3692,7 @@
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           "right_pr_number": 45917,
           "similarity": 0.355,
-          "content_similarity": 0.109,
+          "content_similarity": 0.11,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.959,
@@ -3781,6 +3722,66 @@
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       ]
     },
+    {
+      "cluster_id": "pr-scope-46138-3",
+      "pr_numbers": [
+        46138,
+        46501,
+        46503
+      ],
+      "representative_pr_number": 46503,
+      "average_similarity": 0.352,
+      "summary": "3 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #46503.",
+      "shared_filenames": [],
+      "shared_directories": [
+        ".github/workflows",
+        ".github"
+      ],
+      "pairwise": [
+        {
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+          "right_pr_number": 46503,
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+          "size_similarity": 1.0,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
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+        },
+        {
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+          "right_pr_number": 46503,
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+          "size_similarity": 0.75,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
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+          "right_pr_number": 46501,
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+          "shared_filenames": [],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        }
+      ]
+    },
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@@ -4017,8 +4018,8 @@
         "src/transformers/utils/chat_parsing",
         "src/transformers/cli/serving",
         "src/transformers/models/gemma4",
-        "src/transformers/cli",
         "src/transformers/pipelines",
+        "src/transformers/cli",
         "src/transformers/utils",
         "docs/source/en",
         "src/transformers/models"
@@ -4083,7 +4084,7 @@
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.893,
@@ -4524,7 +4525,7 @@
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           "concentration_similarity": 0.773,
@@ -4542,43 +4543,6 @@
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-        46100
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-      "representative_pr_number": 43665,
-      "average_similarity": 0.601,
-      "summary": "2 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"
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-      "shared_directories": [
-        "tests/models/vit",
-        "tests/models",
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@@ -4586,7 +4550,7 @@
         46174
       ],
       "representative_pr_number": 45932,
-      "average_similarity": 0.598,
+      "average_similarity": 0.597,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/vit_mae/modeling_vit_mae.py`, `src/transformers/models/vit_mae/modular_vit_mae.py`, `src/transformers/models/aimv2/modeling_aimv2.py`; representative PR #45932.",
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@@ -4612,8 +4576,8 @@
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@@ -4643,71 +4607,6 @@
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-        "src/transformers/models/parakeet/configuration_parakeet.py",
-        "src/transformers/models/parakeet/convert_nemo_to_hf.py",
-        "src/transformers/models/parakeet/generation_parakeet.py",
-        "src/transformers/models/parakeet/modeling_parakeet.py",
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@@ -4900,7 +4799,7 @@
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@@ -5094,13 +4993,13 @@
         43649
       ],
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-      "average_similarity": 0.497,
-      "summary": "2 open PRs share weighted file overlap around `utils/notification_service.py`, `.github/workflows/self-scheduled.yml`, `.github/workflows/self-comment-ci.yml`; representative PR #43532.",
+      "average_similarity": 0.492,
+      "summary": "2 open PRs share weighted file overlap around `utils/notification_service.py`, `.github/workflows/self-scheduled.yml`, `tests/models/vit/test_modeling_vit.py`; representative PR #43532.",
       "shared_filenames": [
         "utils/notification_service.py",
         ".github/workflows/self-scheduled.yml",
-        ".github/workflows/self-comment-ci.yml",
-        "tests/models/vit/test_modeling_vit.py"
+        "tests/models/vit/test_modeling_vit.py",
+        ".github/workflows/self-comment-ci.yml"
       ],
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@@ -5114,8 +5013,8 @@
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@@ -5143,7 +5042,7 @@
         45868
       ],
       "representative_pr_number": 45540,
-      "average_similarity": 0.486,
+      "average_similarity": 0.489,
       "summary": "2 open PRs share weighted file overlap around `tests/models/t5gemma2/test_modeling_t5gemma2.py`, `src/transformers/models/t5gemma2/modular_t5gemma2.py`, `src/transformers/models/t5gemma2/modeling_t5gemma2.py`; representative PR #45540.",
       "shared_filenames": [
         "tests/models/t5gemma2/test_modeling_t5gemma2.py",
@@ -5163,8 +5062,8 @@
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.936,
@@ -5185,6 +5084,43 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45300-2",
+      "pr_numbers": [
+        45300,
+        46368
+      ],
+      "representative_pr_number": 45300,
+      "average_similarity": 0.482,
+      "summary": "2 open PRs share weighted file overlap around `tests/models/nemotron_h/test_modeling_nemotron_h.py`; representative PR #45300.",
+      "shared_filenames": [
+        "tests/models/nemotron_h/test_modeling_nemotron_h.py"
+      ],
+      "shared_directories": [
+        "tests/models/nemotron_h",
+        "tests/models",
+        "tests"
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+          "size_similarity": 0.028,
+          "breadth_similarity": 0.267,
+          "concentration_similarity": 0.883,
+          "shared_filenames": [
+            "tests/models/nemotron_h/test_modeling_nemotron_h.py"
+          ],
+          "shared_directories": [
+            "tests/models/nemotron_h",
+            "tests/models",
+            "tests"
+          ]
+        }
+      ]
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     {
       "cluster_id": "pr-scope-46404-2",
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@@ -5192,7 +5128,7 @@
         46556
       ],
       "representative_pr_number": 46404,
-      "average_similarity": 0.483,
+      "average_similarity": 0.475,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/deepseek_vl/modular_deepseek_vl.py`, `src/transformers/models/emu3/processing_emu3.py`, `src/transformers/models/florence2/processing_florence2.py`; representative PR #46404.",
       "shared_filenames": [
         "src/transformers/models/deepseek_vl/modular_deepseek_vl.py",
@@ -5207,22 +5143,22 @@
       "shared_directories": [
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         "src/transformers/models/florence2",
-        "src/transformers/models/kosmos2",
         "src/transformers/models/granite4_vision",
+        "src/transformers/models/kosmos2",
         "src/transformers/models/lighton_ocr",
         "src/transformers/models/llava_next",
-        "src/transformers/models/pixtral",
-        "src/transformers/models/video_llava"
+        "src/transformers/models/video_llava",
+        "src/transformers/models/cohere2_vision"
       ],
       "pairwise": [
         {
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-          "breadth_similarity": 0.758,
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+          "similarity": 0.475,
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+          "size_similarity": 0.356,
+          "breadth_similarity": 0.679,
+          "concentration_similarity": 0.894,
           "shared_filenames": [
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             "src/transformers/models/colqwen2/modular_colqwen2.py",
@@ -5250,43 +5186,6 @@
         }
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-    {
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-        46368
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-      "representative_pr_number": 45300,
-      "average_similarity": 0.482,
-      "summary": "2 open PRs share weighted file overlap around `tests/models/nemotron_h/test_modeling_nemotron_h.py`; representative PR #45300.",
-      "shared_filenames": [
-        "tests/models/nemotron_h/test_modeling_nemotron_h.py"
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-      "shared_directories": [
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