Refresh transformers dataset snapshot 20260712T120026Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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+- latest snapshot: `20260712T120026Z`
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-      "name": "Marcel Dufol",
-      "profile_url": "https://github.com/anxovatomica",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aanxovatomica",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aanxovatomica",
-      "repo_first_seen_at": "2026-05-12T13:01:28Z",
-      "repo_last_seen_at": "2026-05-13T07:23:53Z",
-      "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 2,
-      "snapshot_issue_count": 1,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "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": 3464,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "high",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "high recent PR volume; broad repo spread; high open PR share; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 33,
-        "merged_pr_count": 2,
-        "closed_unmerged_pr_count": 5,
-        "open_pr_count": 26,
-        "merged_pr_rate": 0.0606,
-        "closed_unmerged_pr_rate": 0.1515,
-        "still_open_pr_rate": 0.7879,
-        "distinct_repos_with_authored_prs": 16,
-        "distinct_repos_with_open_prs": 13
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45935,
-            "title": "Security: Add TRUST_REMOTE_CODE guard to nanochat checkpoint conversion",
-            "url": "https://github.com/huggingface/transformers/pull/45935",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-13T07:23:53Z"
-          }
-        ],
-        "issues": [
-          {
-            "kind": "issue",
-            "number": 45915,
-            "title": "\ud83d\udea8 Security Analysis: 1. An attacker identifies the insecure-deserialization vulne",
-            "url": "https://github.com/huggingface/transformers/issues/45915",
             "state": "closed",
             "merged": null,
             "draft": null,
-            "created_at": "2026-05-12T13:01:28Z"
+            "created_at": "2026-06-02T22:09:56Z"
           }
         ]
       },
@@ -18256,12 +18346,12 @@
       "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": 37,
       "young_account": true,
       "follow_through_score": "weak",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260712T060026Z`
-- Generated: `2026-07-12T06:00:56Z`
+- Snapshot: `20260712T120026Z`
+- Generated: `2026-07-12T12:01:19Z`
 - Activity window: `60d`
-- Contributors: `370`
+- Contributors: `371`
 
 ## Summary
 
@@ -12,7 +12,7 @@
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 142 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 117 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 107 | 7 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
-| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 106 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 107 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-07-19T13:27:51Z` | 101 | 0 | 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` | 75 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -54,8 +54,8 @@
 | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 8 | 0 | n/a | n/a | n/a | summary unavailable |
 | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 8 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5087d | `2026-03-13T14:45:22Z` | 7 | 10 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2022-10-14T20:02:21Z` | 7 | 1 | strong | low | low | high recent PR volume |
 | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 7 | 0 | strong | low | low | — |
-| `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 7 | 0 | strong | low | low | high recent PR volume |
 | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 7 | 0 | strong | moderate | low | high recent PR volume |
 | `kylesayrs` | [profile](https://github.com/kylesayrs) | no | CONTRIBUTOR | 3784d | `2025-07-28T19:40:18Z` | 7 | 0 | mixed | moderate | medium | high recent PR volume; high open PR share |
 | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2872d | `2025-11-10T23:38:23Z` | 6 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -117,6 +117,7 @@
 | `aoright` | [profile](https://github.com/aoright) | no | NONE | 1548d | `2026-06-30T04:02:20Z` | 2 | 0 | weak | high | medium | broad repo spread; high open PR share; targets high-star repos |
 | `ArjunSrivastava1` | [profile](https://github.com/ArjunSrivastava1) | no | CONTRIBUTOR | 430d | `2026-05-07T18:36:08Z` | 2 | 0 | weak | moderate | low | high open PR share |
 | `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 |
+| `bglglzd` | [profile](https://github.com/bglglzd) | yes | FIRST_TIME_CONTRIBUTOR | 213d | `2026-07-12T08:39:28Z` | 2 | 0 | weak | high | medium | young account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `Bhavana998` | [profile](https://github.com/Bhavana998) | no | FIRST_TIME_CONTRIBUTOR | 447d | `2026-06-05T15:57:49Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `blipbyte` | [profile](https://github.com/blipbyte) | no | CONTRIBUTOR | 2606d | `2026-05-20T19:46:05Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
 | `catwell` | [profile](https://github.com/catwell) | no | FIRST_TIME_CONTRIBUTOR | 5907d | `2026-05-14T17:00:06Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -181,13 +182,13 @@
 | `WilliamRoyNelson` | [profile](https://github.com/WilliamRoyNelson) | no | FIRST_TIME_CONTRIBUTOR | 4404d | `2026-02-03T01:06:06Z` | 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 |
 | `andreasgoulas` | [profile](https://github.com/andreasgoulas) | no | CONTRIBUTOR | 5178d | `2026-06-15T09:54:17Z` | 1 | 3 | weak | low | low | high open PR share; targets high-star repos |
+| `AliOsm` | [profile](https://github.com/AliOsm) | yes | CONTRIBUTOR | 4434d | `2026-07-12T08:43:51Z` | 1 | 2 | strong | moderate | low | — |
 | `ir2718` | [profile](https://github.com/ir2718) | no | CONTRIBUTOR | 1648d | `2026-05-21T13:18:46Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `janbernloehr` | [profile](https://github.com/janbernloehr) | no | FIRST_TIME_CONTRIBUTOR | 5413d | `2026-03-10T09:22:21Z` | 1 | 2 | strong | moderate | low | targets high-star repos |
 | `pasta-paul` | [profile](https://github.com/pasta-paul) | no | FIRST_TIME_CONTRIBUTOR | 932d | `2026-05-20T20:41:45Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `abcgco` | [profile](https://github.com/abcgco) | no | FIRST_TIME_CONTRIBUTOR | 2524d | `2026-07-05T12:41:27Z` | 1 | 1 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `agiulucom42-del` | [profile](https://github.com/agiulucom42-del) | no | NONE | 194d | `2026-06-08T21:16:27Z` | 1 | 1 | strong | high | low | young account; high recent PR volume; broad repo spread |
 | `ananyajoshi0203-cpu` | [profile](https://github.com/ananyajoshi0203-cpu) | no | FIRST_TIMER | 55d | `2026-06-02T22:09:56Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
-| `anxovatomica` | [profile](https://github.com/anxovatomica) | no | NONE | 3464d | `2026-05-12T13:01:28Z` | 1 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `atharv1945` | [profile](https://github.com/atharv1945) | no | CONTRIBUTOR | 1082d | `2026-06-15T10:52:55Z` | 1 | 1 | strong | low | low | targets high-star repos |
 | `c1prk` | [profile](https://github.com/c1prk) | no | CONTRIBUTOR | 2143d | `2026-06-23T06:34:53Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `daviswer` | [profile](https://github.com/daviswer) | no | CONTRIBUTOR | 4261d | `2026-06-15T02:09:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -256,7 +257,7 @@
 | `danyalahmed1995` | [profile](https://github.com/danyalahmed1995) | no | CONTRIBUTOR | 2355d | `2026-05-26T00:41:01Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `David-Wu1119` | [profile](https://github.com/David-Wu1119) | no | FIRST_TIME_CONTRIBUTOR | 1156d | `2026-07-10T06:24:16Z` | 1 | 0 | mixed | moderate | low | high recent PR volume; high open PR share; targets high-star repos |
 | `DavidJohnQuinlan` | [profile](https://github.com/DavidJohnQuinlan) | no | FIRST_TIME_CONTRIBUTOR | 2501d | `2026-07-09T14:26:35Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `davidnichols-ops` | [profile](https://github.com/davidnichols-ops) | yes | FIRST_TIME_CONTRIBUTOR | 37d | `2026-07-12T03:57:42Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share |
+| `davidnichols-ops` | [profile](https://github.com/davidnichols-ops) | no | FIRST_TIME_CONTRIBUTOR | 37d | `2026-07-12T03:57:42Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share |
 | `delcenjo` | [profile](https://github.com/delcenjo) | no | CONTRIBUTOR | 121d | `2026-06-23T19:12:59Z` | 1 | 0 | strong | high | medium | young account; high recent PR volume; broad repo spread; no visible non-self stars |
 | `devteamaegis` | [profile](https://github.com/devteamaegis) | no | NONE | 43d | `2026-05-28T21:52:17Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `dfgvaetyj3456356-hash` | [profile](https://github.com/dfgvaetyj3456356-hash) | no | NONE | 3d | `2026-06-01T03:10:16Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
@@ -460,11 +461,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
 - repo first seen: `2025-06-20T09:58:55Z`
-- repo last seen: `2026-07-10T08:06:53Z`
+- repo last seen: `2026-07-12T07:30:24Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **110**
-- snapshot authored PRs/issues: **106 PRs / 4 issues**
+- repo primary artifacts: **111**
+- snapshot authored PRs/issues: **107 PRs / 4 issues**
 - snapshot discussion activity: **92 comments / 114 reviews / 113 review comments**
 - account age: **3934 days**
 - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
@@ -473,9 +474,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #47268: [Auto-Fix] Fix failing tests for zaya](https://github.com/huggingface/transformers/pull/47268) — open, draft
 - [PR #47185: Resolve continuous batching XPU availability checks at runtime](https://github.com/huggingface/transformers/pull/47185) — open
 - [PR #47173: Fix some failed test cases related with XPU Expectations](https://github.com/huggingface/transformers/pull/47173) — open
-- [PR #47163: add paged attention tests support for XPU](https://github.com/huggingface/transformers/pull/47163) — open
 - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
 - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
 - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
@@ -1462,6 +1463,30 @@ Example artifacts:
 - [Issue #46439: Static cache `early_initialization` corrupts linear-attention layers (wrong shapes → `RuntimeError`)](https://github.com/huggingface/transformers/issues/46439) — closed
 - [Issue #46424: Cache config max_cache_length only honored for Quantized Cache](https://github.com/huggingface/transformers/issues/46424) — closed
 
+### `IMvision12`
+
+- profile: [github.com/IMvision12](https://github.com/IMvision12)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIMvision12)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIMvision12)
+- repo first seen: `2022-10-14T20:02:21Z`
+- repo last seen: `2026-07-10T09:30:58Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **8**
+- snapshot authored PRs/issues: **7 PRs / 1 issues**
+- snapshot discussion activity: **6 comments / 3 reviews / 3 review comments**
+- account age: **1735 days**
+- recent public PR activity: **83 PRs** (80 merged / 3 closed-unmerged / 0 open; merged rate **96%**, closed-unmerged rate **4%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #47233: Fix Hunyuan-VL PIL image resize parity with reference preprocessing](https://github.com/huggingface/transformers/pull/47233) — open
+- [PR #47186: Fix batched Qwen2.5/3-Omni audio generation](https://github.com/huggingface/transformers/pull/47186) — open
+- [PR #47129: Fix RT-DETR v2 converter for current model keys](https://github.com/huggingface/transformers/pull/47129) — open
+- [Issue #19631: Add EDSR and MDSR](https://github.com/huggingface/transformers/issues/19631) — closed
+
 ### `guarin`
 
 - profile: [github.com/guarin](https://github.com/guarin)
@@ -1485,29 +1510,6 @@ Example artifacts:
 - [PR #46674: Sapiens2: Remove modeling imports in image processing](https://github.com/huggingface/transformers/pull/46674) — closed, merged
 - [PR #46438: Speed up modular conversion by reusing process pool](https://github.com/huggingface/transformers/pull/46438) — closed, merged
 
-### `IMvision12`
-
-- profile: [github.com/IMvision12](https://github.com/IMvision12)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIMvision12)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIMvision12)
-- repo first seen: `2026-05-10T21:08:04Z`
-- repo last seen: `2026-07-10T09:30:58Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **7**
-- snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 3 reviews / 3 review comments**
-- account age: **1735 days**
-- recent public PR activity: **83 PRs** (80 merged / 3 closed-unmerged / 0 open; merged rate **96%**, closed-unmerged rate **4%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **high recent PR volume**
-
-Example artifacts:
-- [PR #47233: Fix Hunyuan-VL PIL image resize parity with reference preprocessing](https://github.com/huggingface/transformers/pull/47233) — open
-- [PR #47186: Fix batched Qwen2.5/3-Omni audio generation](https://github.com/huggingface/transformers/pull/47186) — open
-- [PR #47129: Fix RT-DETR v2 converter for current model keys](https://github.com/huggingface/transformers/pull/47129) — open
-
 ### `kpal002`
 
 - profile: [github.com/kpal002](https://github.com/kpal002)
@@ -2796,12 +2798,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabhishekkapoorx)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabhishekkapoorx)
 - repo first seen: `2026-07-04T09:19:12Z`
-- repo last seen: `2026-07-11T07:35:38Z`
+- repo last seen: `2026-07-12T07:43:41Z`
 - 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 / 1 reviews / 1 review comments**
+- snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
 - account age: **1898 days**
 - recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
 - public orgs: none visible
@@ -2922,6 +2924,28 @@ Example artifacts:
 - [PR #46306: fix: Enable flash_attention in Granite4Vision](https://github.com/huggingface/transformers/pull/46306) — closed
 - [PR #46031: Support Granite Speech NAR (NLE)](https://github.com/huggingface/transformers/pull/46031) — open
 
+### `bglglzd`
+
+- profile: [github.com/bglglzd](https://github.com/bglglzd)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abglglzd)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abglglzd)
+- repo first seen: `2026-07-12T08:39:28Z`
+- repo last seen: `2026-07-12T08:40:09Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **213 days**
+- recent public PR activity: **37 PRs** (1 merged / 12 closed-unmerged / 24 open; merged rate **3%**, closed-unmerged rate **32%**, open rate **65%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
+- heuristic read: **young account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47270: Fix minor text formatting in transformers (#47254)](https://github.com/huggingface/transformers/pull/47270) — open
+- [PR #47269: Polish repository docs in transformers](https://github.com/huggingface/transformers/pull/47269) — open
+
 ### `Bhavana998`
 
 - profile: [github.com/Bhavana998](https://github.com/Bhavana998)
@@ -4364,6 +4388,29 @@ Example artifacts:
 - [Issue #46664: SmolVLM: Inconsistent meaning of num_frames in video processor](https://github.com/huggingface/transformers/issues/46664) — closed
 - [Issue #46655: SmolVLM: Error due to incorrect padding calculation in video processor](https://github.com/huggingface/transformers/issues/46655) — closed
 
+### `AliOsm`
+
+- profile: [github.com/AliOsm](https://github.com/AliOsm)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAliOsm)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAliOsm)
+- repo first seen: `2026-07-12T08:43:51Z`
+- repo last seen: `2026-07-12T10:43:10Z`
+- first seen in snapshot: **yes**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **1 PRs / 2 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **4434 days**
+- recent public PR activity: **10 PRs** (7 merged / 0 closed-unmerged / 3 open; merged rate **70%**, closed-unmerged rate **0%**, open rate **30%**)
+- public orgs: `ieasybooks`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #47271: Add repeated n-gram stopping criterion](https://github.com/huggingface/transformers/pull/47271) — open
+- [Issue #47273: Cohere ASR chunk reassembly can crash on empty chunks and accept inconsistent metadata](https://github.com/huggingface/transformers/issues/47273) — open
+- [Issue #47272: Avoid repeated Cohere ASR encoder projection during cached generation](https://github.com/huggingface/transformers/issues/47272) — open
+
 ### `ir2718`
 
 - profile: [github.com/ir2718](https://github.com/ir2718)
@@ -4497,29 +4544,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46360: Feat/executorch vision audio export](https://github.com/huggingface/transformers/pull/46360) — closed
-- [Issue #46358: [ExecuTorch] convert_and_export_with_cache fails for vision-language and audio models](https://github.com/huggingface/transformers/issues/46358) — open
-
-### `anxovatomica`
-
-- profile: [github.com/anxovatomica](https://github.com/anxovatomica)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aanxovatomica)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aanxovatomica)
-- repo first seen: `2026-05-12T13:01:28Z`
-- repo last seen: `2026-05-13T07:23:53Z`
-- first seen in snapshot: **no**
-- repo association: **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: **3464 days**
-- recent public PR activity: **33 PRs** (2 merged / 5 closed-unmerged / 26 open; merged rate **6%**, closed-unmerged rate **15%**, open rate **79%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
-- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45935: Security: Add TRUST_REMOTE_CODE guard to nanochat checkpoint conversion](https://github.com/huggingface/transformers/pull/45935) — closed
-- [Issue #45915: 🚨 Security Analysis: 1. An attacker identifies the insecure-deserialization vulne](https://github.com/huggingface/transformers/issues/45915) — closed
+- [Issue #46358: [ExecuTorch] convert_and_export_with_cache fails for vision-language and audio models](https://github.com/huggingface/transformers/issues/46358) — closed
 
 ### `atharv1945`
 
@@ -5976,7 +6001,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adavidnichols-ops)
 - repo first seen: `2026-07-12T03:57:42Z`
 - repo last seen: `2026-07-12T03:57:42Z`
-- 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**

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           "right_pr_number": 46696,
-          "similarity": 0.458,
+          "similarity": 0.459,
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@@ -2786,7 +2786,7 @@
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@@ -2927,7 +2927,7 @@
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@@ -2944,7 +2944,7 @@
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+          "content_similarity": 0.303,
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           "breadth_similarity": 0.5,
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@@ -2978,7 +2978,7 @@
           "left_pr_number": 44385,
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@@ -3003,7 +3003,7 @@
         47109
       ],
       "representative_pr_number": 44407,
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+      "average_similarity": 0.358,
       "summary": "5 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44407.",
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       "shared_directories": [
@@ -3017,8 +3017,8 @@
         {
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@@ -3049,8 +3049,8 @@
         {
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@@ -3064,8 +3064,8 @@
         {
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           "right_pr_number": 44407,
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+          "similarity": 0.358,
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@@ -3079,8 +3079,8 @@
         {
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-          "content_similarity": 0.084,
+          "similarity": 0.353,
+          "content_similarity": 0.092,
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           "breadth_similarity": 1.0,
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@@ -3094,8 +3094,8 @@
         {
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+          "content_similarity": 0.096,
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           "breadth_similarity": 1.0,
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@@ -3109,8 +3109,8 @@
         {
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-          "similarity": 0.339,
-          "content_similarity": 0.078,
+          "similarity": 0.342,
+          "content_similarity": 0.083,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3124,8 +3124,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 46007,
-          "similarity": 0.337,
-          "content_similarity": 0.079,
+          "similarity": 0.34,
+          "content_similarity": 0.083,
           "size_similarity": 0.88,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3139,8 +3139,8 @@
         {
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-          "similarity": 0.336,
-          "content_similarity": 0.097,
+          "similarity": 0.335,
+          "content_similarity": 0.096,
           "size_similarity": 0.786,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3154,8 +3154,8 @@
         {
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-          "similarity": 0.327,
-          "content_similarity": 0.084,
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+          "content_similarity": 0.083,
           "size_similarity": 0.786,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3305,7 +3305,7 @@
           "left_pr_number": 47090,
           "right_pr_number": 47235,
           "similarity": 0.41,
-          "content_similarity": 0.42,
+          "content_similarity": 0.421,
           "size_similarity": 0.138,
           "breadth_similarity": 0.583,
           "concentration_similarity": 0.724,
@@ -3352,7 +3352,7 @@
           "left_pr_number": 42975,
           "right_pr_number": 47208,
           "similarity": 0.679,
-          "content_similarity": 0.661,
+          "content_similarity": 0.662,
           "size_similarity": 0.439,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3377,7 +3377,7 @@
           "left_pr_number": 42975,
           "right_pr_number": 45077,
           "similarity": 0.662,
-          "content_similarity": 0.598,
+          "content_similarity": 0.599,
           "size_similarity": 0.731,
           "breadth_similarity": 0.833,
           "concentration_similarity": 1.0,
@@ -3498,7 +3498,7 @@
         45985
       ],
       "representative_pr_number": 45985,
-      "average_similarity": 0.507,
+      "average_similarity": 0.506,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
       "shared_filenames": [
         "src/transformers/generation/utils.py"
@@ -3513,7 +3513,7 @@
           "left_pr_number": 34667,
           "right_pr_number": 45985,
           "similarity": 0.603,
-          "content_similarity": 0.491,
+          "content_similarity": 0.49,
           "size_similarity": 0.733,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3530,7 +3530,7 @@
           "left_pr_number": 39683,
           "right_pr_number": 45985,
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-          "content_similarity": 0.499,
+          "content_similarity": 0.498,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3546,8 +3546,8 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 39683,
-          "similarity": 0.537,
-          "content_similarity": 0.45,
+          "similarity": 0.536,
+          "content_similarity": 0.449,
           "size_similarity": 0.478,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3564,7 +3564,7 @@
           "left_pr_number": 44872,
           "right_pr_number": 45985,
           "similarity": 0.45,
-          "content_similarity": 0.386,
+          "content_similarity": 0.385,
           "size_similarity": 0.2,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3580,8 +3580,8 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 44872,
-          "similarity": 0.435,
-          "content_similarity": 0.348,
+          "similarity": 0.434,
+          "content_similarity": 0.347,
           "size_similarity": 0.273,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3598,7 +3598,7 @@
           "left_pr_number": 39683,
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           "similarity": 0.417,
-          "content_similarity": 0.354,
+          "content_similarity": 0.353,
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           "breadth_similarity": 1.0,
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@@ -4003,7 +4003,7 @@
         {
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-          "similarity": 0.505,
+          "similarity": 0.506,
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           "breadth_similarity": 1.0,
@@ -4088,7 +4088,7 @@
         {
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           "right_pr_number": 47238,
-          "similarity": 0.365,
+          "similarity": 0.366,
           "content_similarity": 0.327,
           "size_similarity": 0.576,
           "breadth_similarity": 0.207,
@@ -4112,7 +4112,7 @@
         {
           "left_pr_number": 43044,
           "right_pr_number": 47241,
-          "similarity": 0.365,
+          "similarity": 0.366,
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           "size_similarity": 0.576,
           "breadth_similarity": 0.207,
@@ -4379,7 +4379,7 @@
         {
           "left_pr_number": 47214,
           "right_pr_number": 47215,
-          "similarity": 0.688,
+          "similarity": 0.689,
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           "size_similarity": 0.767,
           "breadth_similarity": 0.45,
@@ -4610,7 +4610,7 @@
         {
           "left_pr_number": 45720,
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-          "similarity": 0.387,
+          "similarity": 0.388,
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           "size_similarity": 0.237,
           "breadth_similarity": 0.809,
@@ -4682,7 +4682,7 @@
           "left_pr_number": 43656,
           "right_pr_number": 44682,
           "similarity": 0.441,
-          "content_similarity": 0.49,
+          "content_similarity": 0.491,
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -4792,6 +4792,74 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45548-3",
+      "pr_numbers": [
+        45548,
+        45649,
+        45655
+      ],
+      "representative_pr_number": 45649,
+      "average_similarity": 0.465,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
+      "shared_filenames": [
+        "src/transformers/modeling_utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45548,
+          "right_pr_number": 45649,
+          "similarity": 0.516,
+          "content_similarity": 0.527,
+          "size_similarity": 0.149,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 45649,
+          "right_pr_number": 45655,
+          "similarity": 0.515,
+          "content_similarity": 0.354,
+          "size_similarity": 0.778,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 45548,
+          "right_pr_number": 45655,
+          "similarity": 0.363,
+          "content_similarity": 0.299,
+          "size_similarity": 0.191,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-46124-3",
       "pr_numbers": [
@@ -4800,7 +4868,7 @@
         47153
       ],
       "representative_pr_number": 47153,
-      "average_similarity": 0.468,
+      "average_similarity": 0.464,
       "summary": "3 open PRs share weighted file overlap around `tests/generation/test_utils.py`, `src/transformers/generation/utils.py`; representative PR #47153.",
       "shared_filenames": [
         "tests/generation/test_utils.py",
@@ -4817,8 +4885,8 @@
         {
           "left_pr_number": 46735,
           "right_pr_number": 47153,
-          "similarity": 0.607,
-          "content_similarity": 0.506,
+          "similarity": 0.603,
+          "content_similarity": 0.501,
           "size_similarity": 0.717,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.899,
@@ -4837,8 +4905,8 @@
         {
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-          "similarity": 0.415,
-          "content_similarity": 0.24,
+          "similarity": 0.411,
+          "content_similarity": 0.234,
           "size_similarity": 0.651,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.983,
@@ -4856,8 +4924,8 @@
         {
           "left_pr_number": 46124,
           "right_pr_number": 46735,
-          "similarity": 0.384,
-          "content_similarity": 0.24,
+          "similarity": 0.379,
+          "content_similarity": 0.234,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.917,
@@ -4874,74 +4942,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-45548-3",
-      "pr_numbers": [
-        45548,
-        45649,
-        45655
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-      "representative_pr_number": 45649,
-      "average_similarity": 0.465,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
-      "shared_filenames": [
-        "src/transformers/modeling_utils.py"
-      ],
-      "shared_directories": [
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 45548,
-          "right_pr_number": 45649,
-          "similarity": 0.516,
-          "content_similarity": 0.527,
-          "size_similarity": 0.149,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
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-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 45649,
-          "right_pr_number": 45655,
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-          "content_similarity": 0.354,
-          "size_similarity": 0.778,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
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-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
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-        },
-        {
-          "left_pr_number": 45548,
-          "right_pr_number": 45655,
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-          "content_similarity": 0.299,
-          "size_similarity": 0.191,
-          "breadth_similarity": 0.75,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/modeling_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-46099-3",
       "pr_numbers": [
@@ -5128,7 +5128,7 @@
           "left_pr_number": 46177,
           "right_pr_number": 47224,
           "similarity": 0.326,
-          "content_similarity": 0.294,
+          "content_similarity": 0.295,
           "size_similarity": 0.389,
           "breadth_similarity": 0.267,
           "concentration_similarity": 0.694,
@@ -5233,7 +5233,7 @@
         47250
       ],
       "representative_pr_number": 47250,
-      "average_similarity": 0.415,
+      "average_similarity": 0.416,
       "summary": "3 open PRs share weighted file overlap around `tests/models/nemotron_h/test_modeling_nemotron_h.py`, `tests/models/zamba2/test_modeling_zamba2.py`, `src/transformers/models/nemotron_h/modeling_nemotron_h.py`; representative PR #47250.",
       "shared_filenames": [
         "tests/models/nemotron_h/test_modeling_nemotron_h.py",
@@ -5276,8 +5276,8 @@
         {
           "left_pr_number": 47087,
           "right_pr_number": 47250,
-          "similarity": 0.426,
-          "content_similarity": 0.279,
+          "similarity": 0.427,
+          "content_similarity": 0.281,
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           "breadth_similarity": 0.562,
           "concentration_similarity": 0.867,
@@ -5297,8 +5297,8 @@
         {
           "left_pr_number": 45300,
           "right_pr_number": 47087,
-          "similarity": 0.314,
-          "content_similarity": 0.137,
+          "similarity": 0.315,
+          "content_similarity": 0.138,
           "size_similarity": 0.935,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.562,
@@ -5471,7 +5471,7 @@
         47212
       ],
       "representative_pr_number": 47212,
-      "average_similarity": 0.359,
+      "average_similarity": 0.36,
       "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #47212.",
       "shared_filenames": [],
       "shared_directories": [
@@ -5483,8 +5483,8 @@
         {
           "left_pr_number": 46319,
           "right_pr_number": 47212,
-          "similarity": 0.363,
-          "content_similarity": 0.096,
+          "similarity": 0.365,
+          "content_similarity": 0.099,
           "size_similarity": 0.974,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -5498,8 +5498,8 @@
         {
           "left_pr_number": 46889,
           "right_pr_number": 47212,
-          "similarity": 0.359,
-          "content_similarity": 0.084,
+          "similarity": 0.358,
+          "content_similarity": 0.082,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -5513,8 +5513,8 @@
         {
           "left_pr_number": 46319,
           "right_pr_number": 46889,
-          "similarity": 0.355,
-          "content_similarity": 0.085,
+          "similarity": 0.357,
+          "content_similarity": 0.087,
           "size_similarity": 0.974,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -5527,6 +5527,71 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-47269-2",
+      "pr_numbers": [
+        47269,
+        47270
+      ],
+      "representative_pr_number": 47269,
+      "average_similarity": 1.0,
+      "summary": "2 open PRs share weighted file overlap around `AGENTS.md`, `awesome-transformers.md`, `benchmark/config/generation.yaml`; representative PR #47269.",
+      "shared_filenames": [
+        "AGENTS.md",
+        "awesome-transformers.md",
+        "benchmark/config/generation.yaml",
+        "benchmark_v2/README.md",
+        "docker/README.md",
+        "docs/TRANSLATING.md",
+        "docs/source/ar/accelerate.md",
+        "docs/source/ar/attention.md"
+      ],
+      "shared_directories": [
+        "docs/source/ar/tasks",
+        "docs/source/en/community_integrations",
+        "docs/source/en/serve-cli",
+        "docs/source/es/tasks",
+        "docs/source/ja/internal",
+        "docs/source/ko/internal",
+        "docs/source/ko/main_classes",
+        "docs/source/ko/quantization"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 47269,
+          "right_pr_number": 47270,
+          "similarity": 1.0,
+          "content_similarity": 1.0,
+          "size_similarity": 1.0,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "AGENTS.md",
+            "CLAUDE.md",
+            "CONTRIBUTING.md",
+            "awesome-transformers.md",
+            "benchmark/config/generation.yaml",
+            "benchmark_v2/README.md",
+            "docker/README.md",
+            "docs/TRANSLATING.md",
+            "docs/source/ar/accelerate.md",
+            "docs/source/ar/attention.md"
+          ],
+          "shared_directories": [
+            "docs/source/ar/tasks",
+            "docs/source/en/community_integrations",
+            "docs/source/en/internal",
+            "docs/source/en/main_classes",
+            "docs/source/en/model_doc",
+            "docs/source/en/quantization",
+            "docs/source/en/serve-cli",
+            "docs/source/en/tasks",
+            "docs/source/es/tasks",
+            "docs/source/ja/internal"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44018-2",
       "pr_numbers": [
@@ -5582,16 +5647,16 @@
       ],
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