Refresh transformers dataset snapshot 20260722T000038Z

README.md

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 - eval set creation
 
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@@ -19592,7 +19649,7 @@
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
+      "known_via_prior_merged_pr": true,
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
@@ -20394,12 +20451,12 @@
       "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": 889,
       "young_account": false,
       "follow_through_score": "weak",
@@ -21589,13 +21646,13 @@
       "fetch_error": null
     },
     {
-      "author_login": "rishiarora123",
-      "name": "Rishi Arora",
-      "profile_url": "https://github.com/rishiarora123",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arishiarora123",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arishiarora123",
-      "repo_first_seen_at": "2026-05-22T18:19:48Z",
-      "repo_last_seen_at": "2026-05-22T18:19:48Z",
+      "author_login": "rexminnis",
+      "name": "Rexwell Minnis",
+      "profile_url": "https://github.com/rexminnis",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arexminnis",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arexminnis",
+      "repo_first_seen_at": "2026-07-21T23:38:54Z",
+      "repo_last_seen_at": "2026-07-21T23:38:54Z",
       "repo_primary_artifact_count": 1,
       "repo_artifact_count": 1,
       "snapshot_issue_count": 0,
@@ -21603,42 +21660,42 @@
       "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,
+      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "new_to_repo": true,
+      "first_seen_in_snapshot": true,
       "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 1872,
+      "report_reason": "first_seen_in_snapshot",
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 4157,
       "young_account": false,
       "follow_through_score": "weak",
-      "breadth_score": "moderate",
+      "breadth_score": "low",
       "automation_risk_signal": "low",
-      "heuristic_note": "high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars",
+      "heuristic_note": "high open PR share; targets high-star repos",
       "public_orgs": [],
       "activity": {
-        "visible_authored_pr_count": 28,
+        "visible_authored_pr_count": 1,
         "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 27,
+        "closed_unmerged_pr_count": 0,
         "open_pr_count": 1,
         "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.9643,
-        "still_open_pr_rate": 0.0357,
-        "distinct_repos_with_authored_prs": 7,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 1.0,
+        "distinct_repos_with_authored_prs": 1,
         "distinct_repos_with_open_prs": 1
       },
       "examples": {
         "pull_requests": [
           {
             "kind": "pull_request",
-            "number": 46164,
-            "title": "Add PoC test component",
-            "url": "https://github.com/huggingface/transformers/pull/46164",
-            "state": "closed",
+            "number": 47464,
+            "title": "Add MXFP4 training support via a dequantize-on-the-fly fallback",
+            "url": "https://github.com/huggingface/transformers/pull/47464",
+            "state": "open",
             "merged": false,
             "draft": false,
-            "created_at": "2026-05-22T18:19:48Z"
+            "created_at": "2026-07-21T23:38:54Z"
           }
         ],
         "issues": []
@@ -22463,7 +22520,7 @@
       "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
+      "known_via_prior_merged_pr": true,
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
@@ -22748,7 +22805,7 @@
       "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
+      "known_via_prior_merged_pr": true,
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
@@ -23763,12 +23820,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avbayanag",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avbayanag",
       "repo_first_seen_at": "2026-07-15T21:33:52Z",
-      "repo_last_seen_at": "2026-07-21T17:52:38Z",
+      "repo_last_seen_at": "2026-07-21T20:17:27Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 8,
+      "repo_artifact_count": 9,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 3,
+      "snapshot_comment_count": 4,
       "snapshot_review_count": 2,
       "snapshot_review_comment_count": 2,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260721T180022Z`
-- Generated: `2026-07-21T18:03:43Z`
+- Snapshot: `20260722T000038Z`
+- Generated: `2026-07-22T00:02:02Z`
 - Activity window: `60d`
-- Contributors: `357`
+- Contributors: `358`
 
 ## Summary
 
@@ -38,8 +38,8 @@
 | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 22 | 0 | strong | moderate | low | targets high-star repos |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 20 | 0 | mixed | moderate | low | — |
 | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 16 | 1 | weak | moderate | low | high open PR share |
+| `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 15 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 15 | 0 | mixed | low | low | high open PR share |
-| `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 14 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Rohan5commit` | [profile](https://github.com/Rohan5commit) | no | FIRST_TIME_CONTRIBUTOR | 636d | `2026-06-12T06:11:19Z` | 13 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 | `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 |
 | `KartavyaDikshit` | [profile](https://github.com/KartavyaDikshit) | no | FIRST_TIME_CONTRIBUTOR | 1742d | `2026-06-22T01:23:43Z` | 11 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
@@ -267,6 +267,7 @@
 | `iamsharduld` | [profile](https://github.com/iamsharduld) | no | NONE | 4324d | `2026-06-13T10:20:36Z` | 1 | 0 | mixed | high | low | broad repo spread |
 | `itxsamad1` | [profile](https://github.com/itxsamad1) | no | NONE | 635d | `2026-06-26T12:25:41Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `jacopopper` | [profile](https://github.com/jacopopper) | no | NONE | 1686d | `2026-05-31T20:04:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `jakmro` | [profile](https://github.com/jakmro) | yes | NONE | 1373d | `2026-07-21T23:34:09Z` | 1 | 0 | strong | low | low | — |
 | `jankipatel20` | [profile](https://github.com/jankipatel20) | no | NONE | 1001d | `2026-05-25T08:25:28Z` | 1 | 0 | strong | low | low | — |
 | `joaopedroassad` | [profile](https://github.com/joaopedroassad) | no | CONTRIBUTOR | 341d | `2026-06-02T19:08:14Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
 | `JohnnyWilson-Portfolio` | [profile](https://github.com/JohnnyWilson-Portfolio) | no | NONE | 532d | `2026-06-11T18:13:12Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
@@ -295,7 +296,7 @@
 | `mironable` | [profile](https://github.com/mironable) | no | FIRST_TIME_CONTRIBUTOR | 3559d | `2026-06-15T12:56:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `msdsm` | [profile](https://github.com/msdsm) | no | FIRST_TIME_CONTRIBUTOR | 2197d | `2026-06-06T10:53:47Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `MuathJ` | [profile](https://github.com/MuathJ) | no | FIRST_TIME_CONTRIBUTOR | 2473d | `2026-07-15T01:43:37Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share |
-| `mukktinaadh` | [profile](https://github.com/mukktinaadh) | yes | FIRST_TIME_CONTRIBUTOR | 889d | `2026-07-21T17:52:52Z` | 1 | 0 | weak | high | medium | broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `mukktinaadh` | [profile](https://github.com/mukktinaadh) | no | FIRST_TIME_CONTRIBUTOR | 889d | `2026-07-21T17:52:52Z` | 1 | 0 | weak | high | medium | broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `MushiSenpai` | [profile](https://github.com/MushiSenpai) | no | NONE | 143d | `2026-06-26T15:25:50Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `muyihao` | [profile](https://github.com/muyihao) | no | FIRST_TIME_CONTRIBUTOR | 3023d | `2026-01-31T01:30:41Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `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 |
@@ -316,7 +317,7 @@
 | `pvelayudhan` | [profile](https://github.com/pvelayudhan) | no | CONTRIBUTOR | 2051d | `2026-05-27T14:26:06Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `ramkumar27072006` | [profile](https://github.com/ramkumar27072006) | no | CONTRIBUTOR | 543d | `2026-06-07T03:16:30Z` | 1 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `RaunaqDavidNath` | [profile](https://github.com/RaunaqDavidNath) | no | CONTRIBUTOR | 1039d | `2026-06-30T07:35:47Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
-| `rishiarora123` | [profile](https://github.com/rishiarora123) | no | NONE | 1872d | `2026-05-22T18:19:48Z` | 1 | 0 | weak | moderate | low | high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars |
+| `rexminnis` | [profile](https://github.com/rexminnis) | yes | FIRST_TIME_CONTRIBUTOR | 4157d | `2026-07-21T23:38:54Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `RithwikSharma` | [profile](https://github.com/RithwikSharma) | no | NONE | 2171d | `2026-06-20T02:29:20Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `robertlangdonn` | [profile](https://github.com/robertlangdonn) | no | NONE | 2972d | `2026-07-20T11:57:05Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `rodriguescarson` | [profile](https://github.com/rodriguescarson) | no | NONE | 4589d | `2026-07-02T17:18:05Z` | 1 | 0 | strong | very high | medium | high recent PR volume; very broad repo spread |
@@ -548,12 +549,12 @@ 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: `2026-07-21T17:36:41Z`
+- repo last seen: `2026-07-21T19:10:52Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **64**
 - snapshot authored PRs/issues: **62 PRs / 2 issues**
-- snapshot discussion activity: **830 comments / 1588 reviews / 6345 review comments**
+- snapshot discussion activity: **832 comments / 1588 reviews / 6345 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
@@ -794,12 +795,12 @@ 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: `2026-07-21T12:50:39Z`
+- repo last seen: `2026-07-21T18:47:38Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **34**
 - snapshot authored PRs/issues: **34 PRs / 0 issues**
-- snapshot discussion activity: **59 comments / 218 reviews / 372 review comments**
+- snapshot discussion activity: **59 comments / 219 reviews / 378 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
@@ -889,12 +890,12 @@ Example artifacts:
 - 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: `2026-07-21T02:43:35Z`
+- repo last seen: `2026-07-21T22:43:25Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **43**
 - snapshot authored PRs/issues: **28 PRs / 15 issues**
-- snapshot discussion activity: **104 comments / 57 reviews / 56 review comments**
+- snapshot discussion activity: **111 comments / 57 reviews / 56 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`
@@ -1072,6 +1073,30 @@ Example artifacts:
 - [PR #46485: Bound causal-attention mask to prevent unbounded allocation](https://github.com/huggingface/transformers/pull/46485) — closed
 - [Issue #45998: Security Vulnerability](https://github.com/huggingface/transformers/issues/45998) — closed
 
+### `molbap`
+
+- profile: [github.com/molbap](https://github.com/molbap)
+- 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: `2026-07-21T21:30:31Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **16**
+- snapshot authored PRs/issues: **15 PRs / 1 issues**
+- snapshot discussion activity: **58 comments / 285 reviews / 770 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
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47462: add MTP for GLM OCR and other MROPEs](https://github.com/huggingface/transformers/pull/47462) — open
+- [PR #47347: Add Inkling model](https://github.com/huggingface/transformers/pull/47347) — closed, merged
+- [PR #47253: 🚨 Pass tp_plan from lm_heads](https://github.com/huggingface/transformers/pull/47253) — closed, merged
+- [Issue #43979: Call to contributions: refactor output tracing in transformers](https://github.com/huggingface/transformers/issues/43979) — closed
+
 ### `ebezzam`
 
 - profile: [github.com/ebezzam](https://github.com/ebezzam)
@@ -1095,30 +1120,6 @@ Example artifacts:
 - [PR #47111: [Qwen3ASR] Add hotword parsing, and fix language parsing and training.](https://github.com/huggingface/transformers/pull/47111) — open
 - [PR #47002: Fix typo in Qwen3 ASR no_split_module](https://github.com/huggingface/transformers/pull/47002) — closed, merged
 
-### `molbap`
-
-- profile: [github.com/molbap](https://github.com/molbap)
-- 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: `2026-07-21T16:29:42Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **15**
-- snapshot authored PRs/issues: **14 PRs / 1 issues**
-- snapshot discussion activity: **57 comments / 284 reviews / 769 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
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #47347: Add Inkling model](https://github.com/huggingface/transformers/pull/47347) — closed, merged
-- [PR #47253: 🚨 Pass tp_plan from lm_heads](https://github.com/huggingface/transformers/pull/47253) — closed, merged
-- [PR #46922: Fix yolos](https://github.com/huggingface/transformers/pull/46922) — open
-- [Issue #43979: Call to contributions: refactor output tracing in transformers](https://github.com/huggingface/transformers/issues/43979) — closed
-
 ### `Rohan5commit`
 
 - profile: [github.com/Rohan5commit](https://github.com/Rohan5commit)
@@ -1359,12 +1360,12 @@ Example artifacts:
 - 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: `2026-07-20T02:54:11Z`
+- repo last seen: `2026-07-21T23:24:33Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **9**
 - snapshot authored PRs/issues: **8 PRs / 1 issues**
-- snapshot discussion activity: **10 comments / 11 reviews / 11 review comments**
+- snapshot discussion activity: **11 comments / 12 reviews / 12 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
@@ -2319,12 +2320,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akmswin1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akmswin1)
 - repo first seen: `2026-03-09T09:03:10Z`
-- repo last seen: `2026-07-21T05:32:03Z`
+- repo last seen: `2026-07-21T23:29:21Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 14 reviews / 15 review comments**
+- snapshot discussion activity: **5 comments / 14 reviews / 15 review comments**
 - account age: **3449 days**
 - recent public PR activity: **5 PRs** (3 merged / 1 closed-unmerged / 1 open; merged rate **60%**, closed-unmerged rate **20%**, open rate **20%**)
 - public orgs: none visible
@@ -4380,12 +4381,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AHenryVarro666)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AHenryVarro666)
 - repo first seen: `2026-07-14T23:55:23Z`
-- repo last seen: `2026-07-20T15:31:51Z`
+- repo last seen: `2026-07-21T20:16:38Z`
 - 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: **2 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
 - account age: **2699 days**
 - recent public PR activity: **14 PRs** (6 merged / 0 closed-unmerged / 8 open; merged rate **43%**, closed-unmerged rate **0%**, open rate **57%**)
 - public orgs: none visible
@@ -6175,6 +6176,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46311: feat(generation): add GenerationActivations utility for stacking hidden states from generate()](https://github.com/huggingface/transformers/pull/46311) — closed
 
+### `jakmro`
+
+- profile: [github.com/jakmro](https://github.com/jakmro)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajakmro)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajakmro)
+- repo first seen: `2026-07-21T23:34:09Z`
+- repo last seen: `2026-07-21T23:34:09Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **1373 days**
+- recent public PR activity: **18 PRs** (17 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #47463: .](https://github.com/huggingface/transformers/pull/47463) — closed
+
 ### `jankipatel20`
 
 - profile: [github.com/jankipatel20](https://github.com/jankipatel20)
@@ -6770,7 +6792,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amukktinaadh)
 - repo first seen: `2026-07-21T17:52:52Z`
 - repo last seen: `2026-07-21T17:52:52Z`
-- 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**
@@ -7204,26 +7226,26 @@ Example artifacts:
 Example artifacts:
 - [PR #46975: Fix typos in Gemma 4 Assistant documentation](https://github.com/huggingface/transformers/pull/46975) — closed, merged
 
-### `rishiarora123`
+### `rexminnis`
 
-- profile: [github.com/rishiarora123](https://github.com/rishiarora123)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arishiarora123)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arishiarora123)
-- repo first seen: `2026-05-22T18:19:48Z`
-- repo last seen: `2026-05-22T18:19:48Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
+- profile: [github.com/rexminnis](https://github.com/rexminnis)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arexminnis)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arexminnis)
+- repo first seen: `2026-07-21T23:38:54Z`
+- repo last seen: `2026-07-21T23:38:54Z`
+- 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: **1872 days**
-- recent public PR activity: **28 PRs** (0 merged / 27 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **96%**, open rate **4%**)
+- account age: **4157 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
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars**
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46164: Add PoC test component](https://github.com/huggingface/transformers/pull/46164) — closed
+- [PR #47464: Add MXFP4 training support via a dequantize-on-the-fly fallback](https://github.com/huggingface/transformers/pull/47464) — open
 
 ### `RithwikSharma`
 
@@ -8008,12 +8030,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avbayanag)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avbayanag)
 - repo first seen: `2026-07-15T21:33:52Z`
-- repo last seen: `2026-07-21T17:52:38Z`
+- repo last seen: `2026-07-21T20:17:27Z`
 - 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: **3 comments / 2 reviews / 2 review comments**
+- snapshot discussion activity: **4 comments / 2 reviews / 2 review comments**
 - account age: **1008 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

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+          "similarity": 0.501,
+          "content_similarity": 0.434,
+          "size_similarity": 0.39,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.78,
+          "shared_filenames": [
+            "tests/trainer/test_trainer.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/trainer",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 34925,
+          "right_pr_number": 47261,
+          "similarity": 0.464,
+          "content_similarity": 0.442,
+          "size_similarity": 0.162,
+          "breadth_similarity": 0.833,
+          "concentration_similarity": 0.929,
+          "shared_filenames": [
+            "src/transformers/trainer.py",
+            "tests/trainer/test_trainer.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/trainer",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 45917,
+          "right_pr_number": 47261,
+          "similarity": 0.443,
+          "content_similarity": 0.374,
+          "size_similarity": 0.415,
+          "breadth_similarity": 0.833,
+          "concentration_similarity": 0.709,
+          "shared_filenames": [
+            "tests/trainer/test_trainer.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/trainer",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-32189-3",
       "pr_numbers": [
@@ -5298,7 +5376,7 @@
         47447
       ],
       "representative_pr_number": 47447,
-      "average_similarity": 0.47,
+      "average_similarity": 0.468,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/candidate_generator.py`, `src/transformers/generation/utils.py`, `tests/generation/test_utils.py`; representative PR #47447.",
       "shared_filenames": [
         "src/transformers/generation/candidate_generator.py",
@@ -5318,8 +5396,8 @@
         {
           "left_pr_number": 42655,
           "right_pr_number": 47447,
-          "similarity": 0.485,
-          "content_similarity": 0.472,
+          "similarity": 0.482,
+          "content_similarity": 0.468,
           "size_similarity": 0.193,
           "breadth_similarity": 0.775,
           "concentration_similarity": 0.961,
@@ -5340,8 +5418,8 @@
         {
           "left_pr_number": 32189,
           "right_pr_number": 47447,
-          "similarity": 0.472,
-          "content_similarity": 0.397,
+          "similarity": 0.469,
+          "content_similarity": 0.392,
           "size_similarity": 0.835,
           "breadth_similarity": 0.388,
           "concentration_similarity": 0.607,
@@ -5359,8 +5437,8 @@
         {
           "left_pr_number": 32189,
           "right_pr_number": 42655,
-          "similarity": 0.455,
-          "content_similarity": 0.488,
+          "similarity": 0.453,
+          "content_similarity": 0.485,
           "size_similarity": 0.231,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.568,
@@ -5376,84 +5454,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-34925-3",
-      "pr_numbers": [
-        34925,
-        45917,
-        47261
-      ],
-      "representative_pr_number": 34925,
-      "average_similarity": 0.469,
-      "summary": "3 open PRs share weighted file overlap around `tests/trainer/test_trainer.py`, `src/transformers/trainer.py`; representative PR #34925.",
-      "shared_filenames": [
-        "tests/trainer/test_trainer.py",
-        "src/transformers/trainer.py"
-      ],
-      "shared_directories": [
-        "tests/trainer",
-        "src/transformers",
-        "tests",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 34925,
-          "right_pr_number": 45917,
-          "similarity": 0.501,
-          "content_similarity": 0.434,
-          "size_similarity": 0.39,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.78,
-          "shared_filenames": [
-            "tests/trainer/test_trainer.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "tests/trainer",
-            "src",
-            "tests"
-          ]
-        },
-        {
-          "left_pr_number": 34925,
-          "right_pr_number": 47261,
-          "similarity": 0.464,
-          "content_similarity": 0.442,
-          "size_similarity": 0.162,
-          "breadth_similarity": 0.833,
-          "concentration_similarity": 0.929,
-          "shared_filenames": [
-            "src/transformers/trainer.py",
-            "tests/trainer/test_trainer.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "tests/trainer",
-            "src",
-            "tests"
-          ]
-        },
-        {
-          "left_pr_number": 45917,
-          "right_pr_number": 47261,
-          "similarity": 0.443,
-          "content_similarity": 0.374,
-          "size_similarity": 0.415,
-          "breadth_similarity": 0.833,
-          "concentration_similarity": 0.709,
-          "shared_filenames": [
-            "tests/trainer/test_trainer.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "tests/trainer",
-            "src",
-            "tests"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-43656-3",
       "pr_numbers": [
@@ -5462,7 +5462,7 @@
         44682
       ],
       "representative_pr_number": 43656,
-      "average_similarity": 0.46,
+      "average_similarity": 0.461,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
       "shared_filenames": [
         "src/transformers/cli/serve.py"
@@ -5707,7 +5707,7 @@
           "left_pr_number": 46099,
           "right_pr_number": 47165,
           "similarity": 0.399,
-          "content_similarity": 0.441,
+          "content_similarity": 0.442,
           "size_similarity": 0.149,
           "breadth_similarity": 0.357,
           "concentration_similarity": 0.629,
@@ -5738,6 +5738,78 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45730-3",
+      "pr_numbers": [
+        45730,
+        47423,
+        47464
+      ],
+      "representative_pr_number": 45730,
+      "average_similarity": 0.445,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/integrations/mxfp4.py`; representative PR #45730.",
+      "shared_filenames": [
+        "src/transformers/integrations/mxfp4.py"
+      ],
+      "shared_directories": [
+        "src/transformers/integrations",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45730,
+          "right_pr_number": 47423,
+          "similarity": 0.533,
+          "content_similarity": 0.503,
+          "size_similarity": 0.207,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/integrations/mxfp4.py"
+          ],
+          "shared_directories": [
+            "src/transformers/integrations",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 45730,
+          "right_pr_number": 47464,
+          "similarity": 0.436,
+          "content_similarity": 0.528,
+          "size_similarity": 0.043,
+          "breadth_similarity": 0.333,
+          "concentration_similarity": 0.532,
+          "shared_filenames": [
+            "src/transformers/integrations/mxfp4.py"
+          ],
+          "shared_directories": [
+            "src/transformers/integrations",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 47423,
+          "right_pr_number": 47464,
+          "similarity": 0.367,
+          "content_similarity": 0.394,
+          "size_similarity": 0.209,
+          "breadth_similarity": 0.333,
+          "concentration_similarity": 0.532,
+          "shared_filenames": [
+            "src/transformers/integrations/mxfp4.py"
+          ],
+          "shared_directories": [
+            "src/transformers/integrations",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45709-3",
       "pr_numbers": [
@@ -6085,7 +6157,7 @@
           "left_pr_number": 46138,
           "right_pr_number": 46501,
           "similarity": 0.33,
-          "content_similarity": 0.096,
+          "content_similarity": 0.097,
           "size_similarity": 0.75,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -6556,6 +6628,43 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-47315-2",
+      "pr_numbers": [
+        47315,
+        47430
+      ],
+      "representative_pr_number": 47315,
+      "average_similarity": 0.848,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/compressed_tensors.py`; representative PR #47315.",
+      "shared_filenames": [
+        "src/transformers/integrations/compressed_tensors.py"
+      ],
+      "shared_directories": [
+        "src/transformers/integrations",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 47315,
+          "right_pr_number": 47430,
+          "similarity": 0.848,
+          "content_similarity": 0.88,
+          "size_similarity": 0.941,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.812,
+          "shared_filenames": [
+            "src/transformers/integrations/compressed_tensors.py"
+          ],
+          "shared_directories": [
+            "src/transformers/integrations",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-47282-2",
       "pr_numbers": [
@@ -6593,43 +6702,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-47315-2",
-      "pr_numbers": [
-        47315,
-        47430
-      ],
-      "representative_pr_number": 47315,
-      "average_similarity": 0.847,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/compressed_tensors.py`; representative PR #47315.",
-      "shared_filenames": [
-        "src/transformers/integrations/compressed_tensors.py"
-      ],
-      "shared_directories": [
-        "src/transformers/integrations",
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 47315,
-          "right_pr_number": 47430,
-          "similarity": 0.847,
-          "content_similarity": 0.88,
-          "size_similarity": 0.941,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.812,
-          "shared_filenames": [
-            "src/transformers/integrations/compressed_tensors.py"
-          ],
-          "shared_directories": [
-            "src/transformers/integrations",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-46300-2",
       "pr_numbers": [
@@ -6872,7 +6944,7 @@
           "left_pr_number": 44794,
           "right_pr_number": 45977,
           "similarity": 0.712,
-          "content_similarity": 0.732,
+          "content_similarity": 0.731,
           "size_similarity": 0.596,
           "breadth_similarity": 0.694,
           "concentration_similarity": 0.82,
@@ -7001,7 +7073,7 @@
           "left_pr_number": 43085,
           "right_pr_number": 47271,
           "similarity": 0.648,
-          "content_similarity": 0.617,
+          "content_similarity": 0.616,
           "size_similarity": 0.693,
           "breadth_similarity": 0.667,
           "concentration_similarity": 0.916,
@@ -7054,7 +7126,7 @@
           "left_pr_number": 46562,
           "right_pr_number": 46658,
           "similarity": 0.621,
-          "content_similarity": 0.603,
+          "content_similarity": 0.602,
           "size_similarity": 0.551,
           "breadth_similarity": 0.846,
           "concentration_similarity": 0.635,
@@ -7107,7 +7179,7 @@
           "left_pr_number": 46834,
           "right_pr_number": 46942,
           "similarity": 0.611,
-          "content_similarity": 0.492,
+          "content_similarity": 0.493,
           "size_similarity": 0.778,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -7131,7 +7203,7 @@
         46324
       ],
       "representative_pr_number": 44228,
-      "average_similarity": 0.563,
+      "average_similarity": 0.562,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/quantizers/quantizers_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44228.",
       "shared_filenames": [
         "src/transformers/quantizers/quantizers_utils.py",
@@ -7146,8 +7218,8 @@
         {
           "left_pr_number": 44228,
           "right_pr_number": 46324,
-          "similarity": 0.563,
-          "content_similarity": 0.599,
+          "similarity": 0.562,
+          "content_similarity": 0.598,
           "size_similarity": 0.259,
           "breadth_similarity": 0.583,
           "concentration_similarity": 0.926,
@@ -7209,7 +7281,7 @@
         47384
       ],
       "representative_pr_number": 47290,
-      "average_similarity": 0.548,
+      "average_similarity": 0.544,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/gemma4_unified/configuration_gemma4_unified.py`, `src/transformers/models/diffusion_gemma/configuration_diffusion_gemma.py`, `src/transformers/models/gemma4_unified/modeling_gemma4_unified.py`; representative PR #47290.",
       "shared_filenames": [
         "src/transformers/models/gemma4_unified/configuration_gemma4_unified.py",
@@ -7218,8 +7290,8 @@
         "src/transformers/integrations/executorch.py",
         "src/transformers/models/gemma4/configuration_gemma4.py",
         "src/transformers/models/gemma4_unified/modular_gemma4_unified.py",
-        "tests/generation/test_utils.py",
-        "src/transformers/models/diffusion_gemma/modular_diffusion_gemma.py"
+        "src/transformers/models/diffusion_gemma/modular_diffusion_gemma.py",
+        "tests/generation/test_utils.py"
       ],
       "shared_directories": [
         "src/transformers/models/gemma4_unified",
@@ -7235,11 +7307,11 @@
         {
           "left_pr_number": 47290,
           "right_pr_number": 47384,
-          "similarity": 0.548,
-          "content_similarity": 0.432,
-          "size_similarity": 0.775,
+          "similarity": 0.544,
+          "content_similarity": 0.43,
+          "size_similarity": 0.763,
           "breadth_similarity": 0.795,
-          "concentration_similarity": 0.998,
+          "concentration_similarity": 0.994,
           "shared_filenames": [
             "src/transformers/integrations/executorch.py",
             "src/transformers/models/diffusion_gemma/configuration_diffusion_gemma.py",
@@ -7267,43 +7339,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-45730-2",
-      "pr_numbers": [
-        45730,
-        47423
-      ],
-      "representative_pr_number": 45730,
-      "average_similarity": 0.531,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/mxfp4.py`; representative PR #45730.",
-      "shared_filenames": [
-        "src/transformers/integrations/mxfp4.py"
-      ],
-      "shared_directories": [
-        "src/transformers/integrations",
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 45730,
-          "right_pr_number": 47423,
-          "similarity": 0.531,
-          "content_similarity": 0.5,
-          "size_similarity": 0.207,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/integrations/mxfp4.py"
-          ],
-          "shared_directories": [
-            "src/transformers/integrations",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-45300-2",
       "pr_numbers": [
@@ -7377,7 +7412,7 @@
           "left_pr_number": 46376,
           "right_pr_number": 47341,
           "similarity": 0.52,
-          "content_similarity": 0.58,
+          "content_similarity": 0.579,
           "size_similarity": 0.037,
           "breadth_similarity": 0.6,
           "concentration_similarity": 0.967,
@@ -7593,7 +7628,7 @@
         47295
       ],
       "representative_pr_number": 46572,
-      "average_similarity": 0.49,
+      "average_similarity": 0.492,
       "summary": "2 open PRs share weighted file overlap around `tests/models/diffusion_gemma/test_modeling_diffusion_gemma.py`, `src/transformers/models/diffusion_gemma/modeling_diffusion_gemma.py`, `src/transformers/models/diffusion_gemma/modular_diffusion_gemma.py`; representative PR #46572.",
       "shared_filenames": [
         "tests/models/diffusion_gemma/test_modeling_diffusion_gemma.py",
@@ -7613,8 +7648,8 @@
         {
           "left_pr_number": 46572,
           "right_pr_number": 47295,
-          "similarity": 0.49,
-          "content_similarity": 0.486,
+          "similarity": 0.492,
+          "content_similarity": 0.488,
           "size_similarity": 0.35,
           "breadth_similarity": 0.708,
           "concentration_similarity": 0.535,
@@ -7733,6 +7768,53 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45638-2",
+      "pr_numbers": [
+        45638,
+        47462
+      ],
+      "representative_pr_number": 45638,
+      "average_similarity": 0.487,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/modeling_layers.py`, `src/transformers/generation/candidate_generator.py`, `tests/generation/test_utils.py`; representative PR #45638.",
+      "shared_filenames": [
+        "src/transformers/modeling_layers.py",
+        "src/transformers/generation/candidate_generator.py",
+        "tests/generation/test_utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers/generation",
+        "src/transformers/models",
+        "tests/generation",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45638,
+          "right_pr_number": 47462,
+          "similarity": 0.487,
+          "content_similarity": 0.392,
+          "size_similarity": 0.543,
+          "breadth_similarity": 0.917,
+          "concentration_similarity": 0.791,
+          "shared_filenames": [
+            "src/transformers/generation/candidate_generator.py",
+            "src/transformers/modeling_layers.py",
+            "tests/generation/test_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers/models",
+            "src/transformers",
+            "tests/generation",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-46224-2",
       "pr_numbers": [
@@ -8152,7 +8234,7 @@
         47334
       ],
       "representative_pr_number": 47316,
-      "average_similarity": 0.429,
+      "average_similarity": 0.428,
       "summary": "2 open PRs share weighted file overlap around `tests/integrations/test_sonicmoe.py`, `src/transformers/integrations/sonicmoe.py`; representative PR #47316.",
       "shared_filenames": [
         "tests/integrations/test_sonicmoe.py",
@@ -8169,7 +8251,7 @@
         {
           "left_pr_number": 47316,
           "right_pr_number": 47334,
-          "similarity": 0.429,
+          "similarity": 0.428,
           "content_similarity": 0.42,
           "size_similarity": 0.162,
           "breadth_similarity": 0.619,
@@ -8188,6 +8270,37 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46887-2",
+      "pr_numbers": [
+        46887,
+        47360
+      ],
+      "representative_pr_number": 46887,
+      "average_similarity": 0.426,
+      "summary": "2 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #46887.",
+      "shared_filenames": [],
+      "shared_directories": [
+        ".github/workflows",
+        ".github"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46887,
+          "right_pr_number": 47360,
+          "similarity": 0.426,
+          "content_similarity": 0.195,
+          "size_similarity": 0.931,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-42112-2",
       "pr_numbers": [
@@ -8195,7 +8308,7 @@
         47262
       ],
       "representative_pr_number": 42112,
-      "average_similarity": 0.426,
+      "average_similarity": 0.425,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`, `src/transformers/generation/utils.py`; representative PR #42112.",
       "shared_filenames": [
         "src/transformers/generation/logits_process.py",
@@ -8213,8 +8326,8 @@
         {
           "left_pr_number": 42112,
           "right_pr_number": 47262,
-          "similarity": 0.426,
-          "content_similarity": 0.468,
+          "similarity": 0.425,
+          "content_similarity": 0.467,
           "size_similarity": 0.029,
           "breadth_similarity": 0.521,
           "concentration_similarity": 0.841,
@@ -8233,37 +8346,6 @@
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