Refresh transformers dataset snapshot 20260518T180026Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
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+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "aws-zhanxun",
       "name": "Xun Zhan",
@@ -18953,12 +18999,12 @@
       "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": 1976,
       "young_account": false,
       "follow_through_score": "weak",
@@ -19098,7 +19144,7 @@
             "number": 46012,
             "title": "fix: handle OOV token ids gracefully in convert_ids_to_tokens",
             "url": "https://github.com/huggingface/transformers/pull/46012",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-05-17T13:42:37Z"
@@ -22492,6 +22538,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "Sriniketh24",
+      "name": null,
+      "profile_url": "https://github.com/Sriniketh24",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASriniketh24",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASriniketh24",
+      "repo_first_seen_at": "2026-05-18T14:39:34Z",
+      "repo_last_seen_at": "2026-05-18T14:41:15Z",
+      "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": "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": 609,
+      "young_account": false,
+      "follow_through_score": "mixed",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; no visible non-self stars; 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": 46035,
+            "title": "Fix AttributeError in RAG generate() for missing config fields",
+            "url": "https://github.com/huggingface/transformers/pull/46035",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-05-18T14:41:15Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "stationeros",
       "name": "Rohit Kumar",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260518T120024Z`
-- Generated: `2026-05-18T12:02:34Z`
+- Snapshot: `20260518T180026Z`
+- Generated: `2026-05-18T18:02:21Z`
 - Activity window: `60d`
-- Contributors: `352`
+- Contributors: `354`
 
 ## Summary
 
@@ -16,9 +16,9 @@
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 74 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 57 | 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` | 50 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
-| `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 44 | 0 | strong | low | low | targets high-star repos |
+| `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 45 | 1 | mixed | low | low | 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 |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 43 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
-| `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 43 | 1 | mixed | low | low | targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 32 | 20 | strong | low | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 30 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-10-03T15:26:01Z` | 29 | 0 | strong | low | low | targets high-star repos |
@@ -119,12 +119,10 @@
 | `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 |
 | `osman-akkawi` | [profile](https://github.com/osman-akkawi) | no | NONE | 825d | `2026-03-27T17:04:14Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `philippguevorguian` | [profile](https://github.com/philippguevorguian) | no | NONE | 1996d | `2025-10-10T14:52:07Z` | 2 | 0 | mixed | low | low | — |
 | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | NONE | 1556d | `2026-03-07T22:12:58Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `r266-tech` | [profile](https://github.com/r266-tech) | no | CONTRIBUTOR | 206d | `2026-03-22T17:28:57Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `saiganesh47` | [profile](https://github.com/saiganesh47) | no | NONE | 633d | `2026-04-22T15:13:44Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; 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 |
-| `sdharani91` | [profile](https://github.com/sdharani91) | no | CONTRIBUTOR | 3365d | `2026-03-18T05:45:40Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `sharziki` | [profile](https://github.com/sharziki) | no | CONTRIBUTOR | 1559d | `2026-04-11T02:31:44Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `SindhuRaghuram97` | [profile](https://github.com/SindhuRaghuram97) | no | CONTRIBUTOR | 1319d | `2026-05-05T14:47:02Z` | 2 | 0 | strong | low | low | no visible non-self stars; 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 |
@@ -148,6 +146,8 @@
 | `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 |
 | `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 |
+| `philippguevorguian` | [profile](https://github.com/philippguevorguian) | no | NONE | 1996d | `2025-10-10T14:52:07Z` | 2 | 0 | mixed | low | low | — |
+| `sdharani91` | [profile](https://github.com/sdharani91) | no | CONTRIBUTOR | 3365d | `2026-03-18T05:45:40Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `vasanthrpjan1-boop` | [profile](https://github.com/vasanthrpjan1-boop) | no | CONTRIBUTOR | 254d | `2026-02-08T14:25:35Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; 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 |
 | `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 |
@@ -174,7 +174,6 @@
 | `earino` | [profile](https://github.com/earino) | no | CONTRIBUTOR | 6609d | `2026-04-20T10:22:03Z` | 1 | 1 | strong | moderate | low | — |
 | `florian6973` | [profile](https://github.com/florian6973) | no | CONTRIBUTOR | 2050d | `2026-04-07T23:31:43Z` | 1 | 1 | strong | low | low | targets high-star repos |
 | `Fr0do` | [profile](https://github.com/Fr0do) | no | CONTRIBUTOR | 3916d | `2026-03-27T19:19:16Z` | 1 | 1 | mixed | low | low | — |
-| `gh-wf` | [profile](https://github.com/gh-wf) | no | NONE | 1335d | `2026-03-19T15:13:12Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `HallerPatrick` | [profile](https://github.com/HallerPatrick) | no | CONTRIBUTOR | 3474d | `2026-03-31T14:44:05Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `HanFa` | [profile](https://github.com/HanFa) | no | CONTRIBUTOR | 3537d | `2026-03-29T04:06:21Z` | 1 | 1 | mixed | low | low | targets high-star repos |
 | `inisis` | [profile](https://github.com/inisis) | no | CONTRIBUTOR | 2670d | `2026-03-24T02:42:32Z` | 1 | 1 | strong | low | low | — |
@@ -193,10 +192,11 @@
 | `syncdoth` | [profile](https://github.com/syncdoth) | no | FIRST_TIME_CONTRIBUTOR | 2690d | `2026-03-21T06:05:36Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Tokarak` | [profile](https://github.com/Tokarak) | no | CONTRIBUTOR | 2200d | `2026-04-19T17:22:36Z` | 1 | 1 | weak | low | low | high open PR share |
 | `ZSLsherly` | [profile](https://github.com/ZSLsherly) | no | FIRST_TIMER | 975d | `2026-04-15T03:09:38Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `0Sh1khar` | [profile](https://github.com/0Sh1khar) | yes | FIRST_TIMER | 660d | `2026-05-18T14:31:57Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `1fanwang` | [profile](https://github.com/1fanwang) | no | FIRST_TIME_CONTRIBUTOR | 3545d | `2026-05-12T13:51:52Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `aaronmjz` | [profile](https://github.com/aaronmjz) | no | FIRST_TIMER | 1072d | `2026-05-10T17:17:58Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `aarushisingh04` | [profile](https://github.com/aarushisingh04) | no | CONTRIBUTOR | 1351d | `2026-03-27T18:26:03Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
-| `abcd1927` | [profile](https://github.com/abcd1927) | yes | CONTRIBUTOR | 2561d | `2026-05-18T08:06:44Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `abcd1927` | [profile](https://github.com/abcd1927) | no | CONTRIBUTOR | 2561d | `2026-05-18T08:06:44Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `Abdeltoto` | [profile](https://github.com/Abdeltoto) | no | NONE | 265d | `2026-04-22T02:56:43Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share |
 | `abhiprd200` | [profile](https://github.com/abhiprd200) | no | FIRST_TIMER | 42d | `2026-04-24T18:01:06Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `abidlabs` | [profile](https://github.com/abidlabs) | no | MEMBER | 5075d | `2026-01-13T19:16:29Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
@@ -222,6 +222,7 @@
 | `aryanp2107` | [profile](https://github.com/aryanp2107) | no | NONE | 1390d | `2026-04-25T21:44:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `avarga1` | [profile](https://github.com/avarga1) | no | NONE | 2176d | `2026-04-07T02:22:26Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
 | `avasis-ai` | [profile](https://github.com/avasis-ai) | no | CONTRIBUTOR | 30d | `2026-04-18T21:48:22Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share |
+| `avihu111` | [profile](https://github.com/avihu111) | yes | CONTRIBUTOR | 2928d | `2026-04-29T11:45:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `aws-zhanxun` | [profile](https://github.com/aws-zhanxun) | no | CONTRIBUTOR | 1730d | `2026-03-30T07:06:19Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `balgaly` | [profile](https://github.com/balgaly) | no | NONE | 3775d | `2026-04-05T15:38:58Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs |
 | `Beichen-Ma` | [profile](https://github.com/Beichen-Ma) | no | FIRST_TIME_CONTRIBUTOR | 1684d | `2026-04-20T23:21:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -278,7 +279,7 @@
 | `Kaisan10` | [profile](https://github.com/Kaisan10) | no | NONE | 1151d | `2026-05-02T07:35:16Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `kamalrajkannan78` | [profile](https://github.com/kamalrajkannan78) | no | CONTRIBUTOR | 814d | `2026-04-07T05:24:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
 | `kevinmalana` | [profile](https://github.com/kevinmalana) | no | NONE | 2248d | `2026-04-16T10:03:07Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `kfojcik-intel` | [profile](https://github.com/kfojcik-intel) | yes | FIRST_TIME_CONTRIBUTOR | 1976d | `2026-05-18T08:12:12Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `kfojcik-intel` | [profile](https://github.com/kfojcik-intel) | no | FIRST_TIME_CONTRIBUTOR | 1976d | `2026-05-18T08:12:12Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `kuishou68` | [profile](https://github.com/kuishou68) | no | NONE | 2457d | `2026-05-05T02:27:41Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `lalitha2410` | [profile](https://github.com/lalitha2410) | no | FIRST_TIMER | 1043d | `2026-05-17T13:42:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `layla1824` | [profile](https://github.com/layla1824) | no | FIRST_TIMER | 2241d | `2026-03-26T16:48:53Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -340,6 +341,7 @@
 | `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 |
 | `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 |
+| `Sriniketh24` | [profile](https://github.com/Sriniketh24) | yes | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 1 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `stationeros` | [profile](https://github.com/stationeros) | no | FIRST_TIME_CONTRIBUTOR | 1336d | `2026-04-25T08:47:25Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Talhax55z` | [profile](https://github.com/Talhax55z) | no | NONE | 79d | `2026-04-03T16:36:25Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars |
 | `tengomucho` | [profile](https://github.com/tengomucho) | no | MEMBER | 4442d | `2026-04-29T09:26:52Z` | 1 | 0 | mixed | low | low | — |
@@ -536,18 +538,42 @@ Example artifacts:
 - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
 - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
 
+### `vasqu`
+
+- profile: [github.com/vasqu](https://github.com/vasqu)
+- 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: `2026-05-18T17:51:47Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **46**
+- snapshot authored PRs/issues: **45 PRs / 1 issues**
+- snapshot discussion activity: **543 comments / 960 reviews / 4118 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
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #46039: [`Kernels`] Sync and add SwigluMLP + CausalLMLoss](https://github.com/huggingface/transformers/pull/46039) — open, draft
+- [PR #46033: [`HRM Text`] Add integration tests](https://github.com/huggingface/transformers/pull/46033) — closed, merged
+- [PR #45805: [`Granite 4.1 Vision`] Fixup integration tests](https://github.com/huggingface/transformers/pull/45805) — closed, merged
+- [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
+
 ### `Rocketknight1`
 
 - profile: [github.com/Rocketknight1](https://github.com/Rocketknight1)
 - 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: `2026-05-18T11:54:19Z`
+- repo last seen: `2026-05-18T15:35:04Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **44**
-- snapshot authored PRs/issues: **44 PRs / 0 issues**
-- snapshot discussion activity: **643 comments / 225 reviews / 123 review comments**
+- repo primary artifacts: **45**
+- snapshot authored PRs/issues: **45 PRs / 0 issues**
+- snapshot discussion activity: **650 comments / 229 reviews / 126 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`
@@ -555,9 +581,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #46036: Widen tols for float16/bfloat16](https://github.com/huggingface/transformers/pull/46036) — open
 - [PR #46030: Init the actual tensor, not a copy](https://github.com/huggingface/transformers/pull/46030) — open
 - [PR #45942: Revert 45777](https://github.com/huggingface/transformers/pull/45942) — closed, merged
-- [PR #45916: Fix TAPAS tokenizer crash on pandas 3.x string-dtype tables](https://github.com/huggingface/transformers/pull/45916) — open
 
 ### `SunMarc`
 
@@ -584,30 +610,6 @@ Example artifacts:
 - [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
 
-### `vasqu`
-
-- profile: [github.com/vasqu](https://github.com/vasqu)
-- 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: `2026-05-18T08:50:11Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **44**
-- snapshot authored PRs/issues: **43 PRs / 1 issues**
-- snapshot discussion activity: **536 comments / 950 reviews / 4084 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
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #45805: [`Granite 4.1 Vision`] Fixup integration tests](https://github.com/huggingface/transformers/pull/45805) — closed, merged
-- [PR #45726: update dev](https://github.com/huggingface/transformers/pull/45726) — closed, merged
-- [PR #45725: [`OAI Privacy Filter`] Add integration test](https://github.com/huggingface/transformers/pull/45725) — closed, merged
-- [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
-
 ### `harshaljanjani`
 
 - profile: [github.com/harshaljanjani](https://github.com/harshaljanjani)
@@ -735,12 +737,12 @@ 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: `2026-05-18T10:51:57Z`
+- repo last seen: `2026-05-18T17:46:21Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **21**
 - snapshot authored PRs/issues: **21 PRs / 0 issues**
-- snapshot discussion activity: **35 comments / 150 reviews / 285 review comments**
+- snapshot discussion activity: **38 comments / 152 reviews / 287 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
@@ -748,7 +750,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #46029: [MultimodalLM] add language_model to the get/set_input_embeddings logic](https://github.com/huggingface/transformers/pull/46029) — open
+- [PR #46029: [MultimodalLM] add language_model to the get/set_input_embeddings logic](https://github.com/huggingface/transformers/pull/46029) — closed, merged
 - [PR #45670: [nit] glmasr should be in AutoModelForMultimodalLM](https://github.com/huggingface/transformers/pull/45670) — open
 - [PR #45606: [gemma4] infer from config instead of hardcoding](https://github.com/huggingface/transformers/pull/45606) — open
 
@@ -955,12 +957,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amichaelbenayoun)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amichaelbenayoun)
 - repo first seen: `2024-10-24T15:39:49Z`
-- repo last seen: `2026-05-13T14:13:10Z`
+- repo last seen: `2026-05-18T12:31:36Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **15**
 - snapshot authored PRs/issues: **15 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 8 reviews / 9 review comments**
+- snapshot discussion activity: **3 comments / 9 reviews / 10 review comments**
 - account age: **3365 days**
 - recent public PR activity: **21 PRs** (18 merged / 0 closed-unmerged / 3 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
 - public orgs: `huggingface`
@@ -1154,7 +1156,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #45838: [Model] Add PP-OCRv6 Text Recognition Models Support](https://github.com/huggingface/transformers/pull/45838) — open
+- [PR #45838: [Model] Add PP-OCRv6 Models Support](https://github.com/huggingface/transformers/pull/45838) — open
 - [PR #45626: [Model] Add PP-FormulaNet Model Support](https://github.com/huggingface/transformers/pull/45626) — closed, merged
 - [PR #45562: Updated the image cache for Paddle models according to the latest API](https://github.com/huggingface/transformers/pull/45562) — closed, merged
 
@@ -1666,7 +1668,7 @@ Example artifacts:
 - heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46009: hf_argparser: fix TypeError when resolving Optional of generic type](https://github.com/huggingface/transformers/pull/46009) — open
+- [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
 - [PR #45940: cache_utils: fix StaticSlidingWindowLayer.get_mask_sizes returning sliding_window size before cache is full](https://github.com/huggingface/transformers/pull/45940) — closed
 
@@ -1796,12 +1798,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalbertvillanova)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalbertvillanova)
 - repo first seen: `2026-01-17T10:42:01Z`
-- repo last seen: `2026-05-18T08:17:45Z`
+- repo last seen: `2026-05-18T12:30:25Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **5 PRs / 3 issues**
-- snapshot discussion activity: **22 comments / 12 reviews / 8 review comments**
+- snapshot discussion activity: **23 comments / 12 reviews / 8 review comments**
 - account age: **4257 days**
 - recent public PR activity: **157 PRs** (143 merged / 10 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **6%**, open rate **3%**)
 - public orgs: `huggingface`, `aiinnova`, `bigscience-workshop`
@@ -2914,28 +2916,6 @@ Example artifacts:
 - [PR #45076: Osman-Level Innovations: Hardware-Aware Advisor & Selective Weight Surgery CLI](https://github.com/huggingface/transformers/pull/45076) — closed
 - [PR #45066: [PR] Unique Enhancement: Transformers Model Advisor & Legacy Cleanup](https://github.com/huggingface/transformers/pull/45066) — closed
 
-### `philippguevorguian`
-
-- profile: [github.com/philippguevorguian](https://github.com/philippguevorguian)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aphilippguevorguian)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aphilippguevorguian)
-- repo first seen: `2025-10-10T14:52:07Z`
-- repo last seen: `2026-03-30T15:29:14Z`
-- 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 / 172 reviews / 172 review comments**
-- account age: **1996 days**
-- recent public PR activity: **9 PRs** (7 merged / 2 closed-unmerged / 0 open; merged rate **78%**, closed-unmerged rate **22%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #44975: fix: rebase main; clean config reads, ImageProcessor backend, misc cleanup](https://github.com/huggingface/transformers/pull/44975) — closed
-- [PR #44859: refactor: rope in model, flatten vision, rely on qwen3 backone, misc changes](https://github.com/huggingface/transformers/pull/44859) — closed
-
 ### `Prachi-kushwaha`
 
 - profile: [github.com/Prachi-kushwaha](https://github.com/Prachi-kushwaha)
@@ -3024,28 +3004,6 @@ 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
 
-### `sdharani91`
-
-- profile: [github.com/sdharani91](https://github.com/sdharani91)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asdharani91)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asdharani91)
-- repo first seen: `2026-03-18T05:45:40Z`
-- repo last seen: `2026-05-12T21:32:05Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **21 comments / 24 reviews / 24 review comments**
-- account age: **3365 days**
-- recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 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; targets high-star repos**
-
-Example artifacts:
-- [PR #45034: Pass packed boundary metadata to Qwen3.5 linear-attention fast kernels from data collator](https://github.com/huggingface/transformers/pull/45034) — closed, merged
-- [PR #44867: Pass packed boundary metadata to Qwen3.5 linear-attention fast kernels](https://github.com/huggingface/transformers/pull/44867) — closed
-
 ### `sharziki`
 
 - profile: [github.com/sharziki](https://github.com/sharziki)
@@ -3327,12 +3285,12 @@ 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: `2026-05-06T13:45:55Z`
+- repo last seen: `2026-05-18T14:45:33Z`
 - 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 / 72 reviews / 91 review comments**
+- snapshot discussion activity: **2 comments / 74 reviews / 93 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
@@ -3568,6 +3526,50 @@ 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
 
+### `philippguevorguian`
+
+- profile: [github.com/philippguevorguian](https://github.com/philippguevorguian)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aphilippguevorguian)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aphilippguevorguian)
+- repo first seen: `2025-10-10T14:52:07Z`
+- repo last seen: `2026-03-30T15:29:14Z`
+- 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 / 172 reviews / 172 review comments**
+- account age: **1996 days**
+- recent public PR activity: **9 PRs** (7 merged / 2 closed-unmerged / 0 open; merged rate **78%**, closed-unmerged rate **22%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #44975: fix: rebase main; clean config reads, ImageProcessor backend, misc cleanup](https://github.com/huggingface/transformers/pull/44975) — closed
+- [PR #44859: refactor: rope in model, flatten vision, rely on qwen3 backone, misc changes](https://github.com/huggingface/transformers/pull/44859) — closed
+
+### `sdharani91`
+
+- profile: [github.com/sdharani91](https://github.com/sdharani91)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asdharani91)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asdharani91)
+- repo first seen: `2026-03-18T05:45:40Z`
+- repo last seen: `2026-05-12T21:32:05Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **21 comments / 24 reviews / 24 review comments**
+- account age: **3365 days**
+- recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 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; targets high-star repos**
+
+Example artifacts:
+- [PR #45034: Pass packed boundary metadata to Qwen3.5 linear-attention fast kernels from data collator](https://github.com/huggingface/transformers/pull/45034) — closed, merged
+- [PR #44867: Pass packed boundary metadata to Qwen3.5 linear-attention fast kernels](https://github.com/huggingface/transformers/pull/44867) — closed
+
 ### `vasanthrpjan1-boop`
 
 - profile: [github.com/vasanthrpjan1-boop](https://github.com/vasanthrpjan1-boop)
@@ -4149,28 +4151,6 @@ Example artifacts:
 - [PR #45069: Fix TypeError in rope validation when ignore_keys is a list](https://github.com/huggingface/transformers/pull/45069) — closed, merged
 - [Issue #45068: TypeError in rope validation: set -= list when config loaded from JSON](https://github.com/huggingface/transformers/issues/45068) — closed
 
-### `gh-wf`
-
-- profile: [github.com/gh-wf](https://github.com/gh-wf)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agh-wf)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agh-wf)
-- repo first seen: `2026-03-19T15:13:12Z`
-- repo last seen: `2026-03-19T15:14:12Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1335 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 #44862: fix: handle list-type _tied_weights_keys in _get_tied_weight_keys](https://github.com/huggingface/transformers/pull/44862) — closed
-- [Issue #44861: _get_tied_weight_keys crashes with AttributeError when _tied_weights_keys is a list](https://github.com/huggingface/transformers/issues/44861) — closed
-
 ### `HallerPatrick`
 
 - profile: [github.com/HallerPatrick](https://github.com/HallerPatrick)
@@ -4367,7 +4347,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #45944: [pp_formulanet] Fix polynomial ReDoS in remove_chinese_text_wrapping](https://github.com/huggingface/transformers/pull/45944) — closed
-- [Issue #45998: Security Vulnerability](https://github.com/huggingface/transformers/issues/45998) — open
+- [Issue #45998: Security Vulnerability](https://github.com/huggingface/transformers/issues/45998) — closed
 
 ### `masoudpz`
 
@@ -4567,6 +4547,27 @@ Example artifacts:
 - [PR #45445: Update Torch version check for flex attention](https://github.com/huggingface/transformers/pull/45445) — closed
 - [Issue #45446: Incorrect PyTorch version check for AuxRequest import in flex_attention](https://github.com/huggingface/transformers/issues/45446) — closed
 
+### `0Sh1khar`
+
+- profile: [github.com/0Sh1khar](https://github.com/0Sh1khar)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A0Sh1khar)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A0Sh1khar)
+- repo first seen: `2026-05-18T14:31:57Z`
+- repo last seen: `2026-05-18T14:39:35Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIMER**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **660 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: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #46034: Fix outdated RAG documentation example](https://github.com/huggingface/transformers/pull/46034) — open
+
 ### `1fanwang`
 
 - profile: [github.com/1fanwang](https://github.com/1fanwang)
@@ -4637,7 +4638,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabcd1927)
 - repo first seen: `2026-05-18T08:06:44Z`
 - repo last seen: `2026-05-18T08:06:44Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -5176,6 +5177,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45508: [Doc] Fix 'tokenized' -> 'tokenizer' typo in streamer docstrings](https://github.com/huggingface/transformers/pull/45508) — closed, merged
 
+### `avihu111`
+
+- profile: [github.com/avihu111](https://github.com/avihu111)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aavihu111)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aavihu111)
+- repo first seen: `2026-04-29T11:45:47Z`
+- repo last seen: `2026-05-18T12:52:13Z`
+- first seen in snapshot: **yes**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 2 reviews / 2 review comments**
+- account age: **2928 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: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46031: support granite speech nar model](https://github.com/huggingface/transformers/pull/46031) — open, draft
+
 ### `aws-zhanxun`
 
 - profile: [github.com/aws-zhanxun](https://github.com/aws-zhanxun)
@@ -6360,7 +6382,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akfojcik-intel)
 - repo first seen: `2026-05-18T08:12:12Z`
 - repo last seen: `2026-05-18T08:12:12Z`
-- 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**
@@ -6414,7 +6436,7 @@ Example artifacts:
 - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46012: fix: handle OOV token ids gracefully in convert_ids_to_tokens](https://github.com/huggingface/transformers/pull/46012) — open
+- [PR #46012: fix: handle OOV token ids gracefully in convert_ids_to_tokens](https://github.com/huggingface/transformers/pull/46012) — closed
 
 ### `layla1824`
 
@@ -7655,6 +7677,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45469: Fix: propagate interpolate_pos_encoding through Pixio model hierarchy](https://github.com/huggingface/transformers/pull/45469) — closed
 
+### `Sriniketh24`
+
+- profile: [github.com/Sriniketh24](https://github.com/Sriniketh24)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASriniketh24)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASriniketh24)
+- repo first seen: `2026-05-18T14:39:34Z`
+- repo last seen: `2026-05-18T14:41:15Z`
+- first seen in snapshot: **yes**
+- 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**
+- account age: **609 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; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #46035: Fix AttributeError in RAG generate() for missing config fields](https://github.com/huggingface/transformers/pull/46035) — closed, merged
+
 ### `stationeros`
 
 - profile: [github.com/stationeros](https://github.com/stationeros)

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