Refresh transformers dataset snapshot 20260514T120030Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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+- latest snapshot: `20260514T120030Z`
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@@ -4422,12 +4501,12 @@
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-      "repo_last_seen_at": "2026-05-13T13:58:21Z",
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@@ -16103,6 +16182,63 @@
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+      "repo_first_seen_at": "2026-05-14T09:13:18Z",
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+      "young_account": false,
+      "follow_through_score": "mixed",
+      "breadth_score": "moderate",
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+      "heuristic_note": "high open PR share",
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+            "title": "Fix `MoeTensorParalellExperts` crash for Llama4 pre-weighted MoE experts (EP support)",
+            "url": "https://github.com/huggingface/transformers/pull/45976",
+            "state": "open",
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       "name": "Chirag Gupta",
@@ -17480,14 +17616,14 @@
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       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin",
       "repo_first_seen_at": "2026-05-12T18:20:58Z",
-      "repo_last_seen_at": "2026-05-13T18:30:57Z",
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@@ -17951,12 +18087,12 @@
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@@ -20584,12 +20720,12 @@
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@@ -23029,65 +23165,6 @@
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new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260514T060044Z`
-- Generated: `2026-05-14T06:01:53Z`
+- Snapshot: `20260514T120030Z`
+- Generated: `2026-05-14T12:02:29Z`
 - Activity window: `60d`
-- Contributors: `353`
+- Contributors: `354`
 
 ## Summary
 
@@ -14,7 +14,7 @@
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 77 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 76 | 0 | 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` | 74 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 54 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 57 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 49 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 43 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 43 | 1 | mixed | low | low | targets high-star repos |
@@ -30,6 +30,7 @@
 | `BillionClaw` | [profile](https://github.com/BillionClaw) | no | FIRST_TIME_CONTRIBUTOR | 35d | `2026-03-16T16:17:54Z` | 18 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 17 | 3 | strong | low | low | — |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 17 | 1 | strong | moderate | low | targets high-star repos |
+| `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 17 | 0 | n/a | n/a | n/a | summary unavailable |
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 16 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 16 | 0 | strong | moderate | low | — |
 | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 16 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
@@ -49,13 +50,13 @@
 | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 6 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 6 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `kchpp940` | [profile](https://github.com/kchpp940) | no | NONE | 375d | `2026-04-18T01:12:45Z` | 6 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
+| `XciD` | [profile](https://github.com/XciD) | no | MEMBER | 4481d | `2026-05-14T05:53:53Z` | 6 | 0 | mixed | high | low | extremely high recent PR volume; broad repo spread |
 | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
 | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 5 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
 | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 5 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `Krishnachaitanyakc` | [profile](https://github.com/Krishnachaitanyakc) | no | CONTRIBUTOR | 3498d | `2026-03-25T02:14:38Z` | 5 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2026-03-12T13:32:25Z` | 5 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 4 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
-| `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 4 | 0 | n/a | n/a | n/a | summary unavailable |
 | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 736d | `2026-04-16T00:55:40Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 4 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 4 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
@@ -228,6 +229,7 @@
 | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | NONE | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Caromisc` | [profile](https://github.com/Caromisc) | no | CONTRIBUTOR | 2207d | `2026-05-07T11:04:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `chandan11248` | [profile](https://github.com/chandan11248) | no | FIRST_TIME_CONTRIBUTOR | 728d | `2026-03-15T15:23:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Chao1Han` | [profile](https://github.com/Chao1Han) | yes | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 1 | 0 | mixed | moderate | low | high open PR share |
 | `chirag-gupta-07` | [profile](https://github.com/chirag-gupta-07) | no | FIRST_TIMER | 276d | `2026-05-11T05:43:53Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `cloudyun888` | [profile](https://github.com/cloudyun888) | no | NONE | 45d | `2026-04-15T13:18:36Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
 | `code-runner77` | [profile](https://github.com/code-runner77) | no | FIRST_TIMER | 194d | `2026-03-29T17:28:59Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -260,7 +262,7 @@
 | `hemantmm` | [profile](https://github.com/hemantmm) | no | NONE | 1646d | `2026-03-23T16:29:46Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `henloworldowo` | [profile](https://github.com/henloworldowo) | no | FIRST_TIMER | 2d | `2026-05-04T05:53:33Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `heycorgi` | [profile](https://github.com/heycorgi) | no | NONE | 1515d | `2026-03-23T15:33:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `huzama` | [profile](https://github.com/huzama) | yes | FIRST_TIME_CONTRIBUTOR | 3081d | `2026-05-14T02:06:51Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `huzama` | [profile](https://github.com/huzama) | no | FIRST_TIME_CONTRIBUTOR | 3081d | `2026-05-14T02:06:51Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Hyungkeun-Park-Nota` | [profile](https://github.com/Hyungkeun-Park-Nota) | no | CONTRIBUTOR | 421d | `2026-03-25T01:19:59Z` | 1 | 0 | mixed | low | low | — |
 | `i3hz` | [profile](https://github.com/i3hz) | no | CONTRIBUTOR | 961d | `2026-02-18T04:04:37Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `IgnazioDS` | [profile](https://github.com/IgnazioDS) | no | NONE | 1078d | `2026-03-30T19:13:52Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
@@ -306,7 +308,7 @@
 | `NicoleRobin` | [profile](https://github.com/NicoleRobin) | no | NONE | 4096d | `2026-03-21T03:25:56Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `omyaaa1` | [profile](https://github.com/omyaaa1) | no | NONE | 519d | `2026-03-19T04:48:58Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Oneirag` | [profile](https://github.com/Oneirag) | no | FIRST_TIME_CONTRIBUTOR | 4233d | `2026-04-24T04:00:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `otjdiepluong` | [profile](https://github.com/otjdiepluong) | yes | FIRST_TIME_CONTRIBUTOR | 32d | `2026-05-14T03:52:29Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
+| `otjdiepluong` | [profile](https://github.com/otjdiepluong) | no | FIRST_TIME_CONTRIBUTOR | 32d | `2026-05-14T03:52:29Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `owwll` | [profile](https://github.com/owwll) | no | NONE | 636d | `2026-04-10T21:13:32Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `partacc` | [profile](https://github.com/partacc) | no | NONE | 282d | `2026-04-07T20:07:02Z` | 1 | 0 | n/a | low | low | young account; no visible non-self stars |
 | `pdufour` | [profile](https://github.com/pdufour) | no | FIRST_TIME_CONTRIBUTOR | 5247d | `2026-04-04T00:15:04Z` | 1 | 0 | weak | moderate | low | high open PR share |
@@ -349,7 +351,6 @@
 | `VanshikaSohal` | [profile](https://github.com/VanshikaSohal) | no | CONTRIBUTOR | 564d | `2026-03-22T18:45:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `vivekvar-dl` | [profile](https://github.com/vivekvar-dl) | no | NONE | 2072d | `2026-03-21T03:12:37Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `w601sxs` | [profile](https://github.com/w601sxs) | no | FIRST_TIME_CONTRIBUTOR | 4837d | `2026-04-01T15:02:15Z` | 1 | 0 | mixed | low | low | — |
-| `XciD` | [profile](https://github.com/XciD) | yes | MEMBER | 4481d | `2026-05-14T05:53:53Z` | 1 | 0 | mixed | high | low | extremely high recent PR volume; broad repo spread |
 | `xodn348` | [profile](https://github.com/xodn348) | no | FIRST_TIME_CONTRIBUTOR | 2352d | `2026-05-01T07:27:40Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `xr843` | [profile](https://github.com/xr843) | no | NONE | 1032d | `2026-03-18T23:53:54Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
 | `xu-song` | [profile](https://github.com/xu-song) | no | CONTRIBUTOR | 3895d | `2026-04-01T14:50:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -371,12 +372,12 @@
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
 - repo first seen: `2025-03-19T10:58:02Z`
-- repo last seen: `2026-05-13T06:22:31Z`
+- repo last seen: `2026-05-14T09:54:50Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **92**
 - snapshot authored PRs/issues: **92 PRs / 0 issues**
-- snapshot discussion activity: **240 comments / 317 reviews / 486 review comments**
+- snapshot discussion activity: **241 comments / 322 reviews / 499 review comments**
 - account age: **2036 days**
 - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 - public orgs: `huggingface`
@@ -384,7 +385,7 @@
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #45927: Expose `per_layer_inputs` for every Gemma4 variants](https://github.com/huggingface/transformers/pull/45927) — open
+- [PR #45927: Expose `per_layer_inputs` for every Gemma4 variants](https://github.com/huggingface/transformers/pull/45927) — closed, merged
 - [PR #45912: Fix fsdp2 for gemma models with shared kv states](https://github.com/huggingface/transformers/pull/45912) — closed, merged
 - [PR #45909: Automatically inherit properties from children in composite models](https://github.com/huggingface/transformers/pull/45909) — closed, merged
 
@@ -492,12 +493,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
 - repo first seen: `2023-02-24T14:13:29Z`
-- repo last seen: `2026-05-14T05:58:17Z`
+- repo last seen: `2026-05-14T11:01:30Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **57**
-- snapshot authored PRs/issues: **54 PRs / 3 issues**
-- snapshot discussion activity: **170 comments / 577 reviews / 1173 review comments**
+- repo primary artifacts: **60**
+- snapshot authored PRs/issues: **57 PRs / 3 issues**
+- snapshot discussion activity: **174 comments / 584 reviews / 1177 review comments**
 - account age: **2590 days**
 - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
 - public orgs: none visible
@@ -505,9 +506,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #45928: Deepseek v4 csa mask collapse](https://github.com/huggingface/transformers/pull/45928) — closed, merged
-- [PR #45892: Fix deepseek v4](https://github.com/huggingface/transformers/pull/45892) — closed, merged
-- [PR #45881: [deepseek_v4] fix CSA per-query masking in eager path](https://github.com/huggingface/transformers/pull/45881) — closed, merged
+- [PR #45977: GgufLinear: inference-time GGUF matmul on Apple Silicon — llama.cpp parity](https://github.com/huggingface/transformers/pull/45977) — open
+- [PR #45975: GGUF: optional Metal dequant fast path via kernels-community](https://github.com/huggingface/transformers/pull/45975) — open
+- [PR #45974: Enable kernels-community/metal-flash-sdpa on MPS](https://github.com/huggingface/transformers/pull/45974) — open
 - [Issue #45882: Reduce peak memory during quantization of MoE models (follow-up to #43917)](https://github.com/huggingface/transformers/issues/45882) — open
 - [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
 - [Issue #42710: Outstanding issues / PR before we can release v5](https://github.com/huggingface/transformers/issues/42710) — closed
@@ -572,7 +573,7 @@ Example artifacts:
 - repo association: **MEMBER**
 - repo primary artifacts: **44**
 - snapshot authored PRs/issues: **43 PRs / 1 issues**
-- snapshot discussion activity: **528 comments / 939 reviews / 3991 review comments**
+- snapshot discussion activity: **528 comments / 940 reviews / 4031 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
@@ -761,12 +762,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
 - repo first seen: `2025-01-20T12:27:19Z`
-- repo last seen: `2026-05-12T15:54:45Z`
+- repo last seen: `2026-05-14T09:23:52Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **20**
 - snapshot authored PRs/issues: **20 PRs / 0 issues**
-- snapshot discussion activity: **35 comments / 145 reviews / 280 review comments**
+- snapshot discussion activity: **35 comments / 147 reviews / 282 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
@@ -877,6 +878,30 @@ Example artifacts:
 - [PR #45279: add expert parallelism for gemma-4-26B-A4B-it](https://github.com/huggingface/transformers/pull/45279) — closed, merged
 - [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed
 
+### `hf-security-analysis[bot]`
+
+- profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahf-security-analysis%5Bbot%5D)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahf-security-analysis%5Bbot%5D)
+- repo first seen: `2026-03-11T15:39:30Z`
+- repo last seen: `2026-05-14T07:10:08Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **17**
+- snapshot authored PRs/issues: **17 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **? days**
+- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- public orgs: none visible
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'hf-security-analysis[bot]'."}]`
+
+Example artifacts:
+- [PR #45971: chore: update pr_build_doc_with_comment.yml](https://github.com/huggingface/transformers/pull/45971) — closed
+- [PR #45970: chore: update build-ci-docker-images.yml](https://github.com/huggingface/transformers/pull/45970) — closed
+- [PR #45969: chore: update assign-reviewers.yml](https://github.com/huggingface/transformers/pull/45969) — closed
+
 ### `hmellor`
 
 - profile: [github.com/hmellor](https://github.com/hmellor)
@@ -931,12 +956,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akashif)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akashif)
 - repo first seen: `2025-09-08T13:05:54Z`
-- repo last seen: `2026-05-08T11:56:08Z`
+- repo last seen: `2026-05-14T10:05:09Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **16**
 - snapshot authored PRs/issues: **16 PRs / 0 issues**
-- snapshot discussion activity: **32 comments / 32 reviews / 29 review comments**
+- snapshot discussion activity: **33 comments / 32 reviews / 29 review comments**
 - account age: **6569 days**
 - recent public PR activity: **32 PRs** (20 merged / 1 closed-unmerged / 11 open; merged rate **62%**, closed-unmerged rate **3%**, open rate **34%**)
 - public orgs: none visible
@@ -944,7 +969,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
 
 Example artifacts:
-- [PR #45846: [Cache] Add `Cache.snapshot()` / `Cache.restore(snapshot)` for tentative-forward rollback](https://github.com/huggingface/transformers/pull/45846) — open
+- [PR #45846: [Cache] Add `Cache.snapshot()` / `Cache.restore(snapshot)` for tentative-forward rollback](https://github.com/huggingface/transformers/pull/45846) — closed
 - [PR #45513: [Qwen3.5] Fix GDN linear attention multi-token cached forward](https://github.com/huggingface/transformers/pull/45513) — open
 - [PR #45490: Add ctsm model](https://github.com/huggingface/transformers/pull/45490) — open
 
@@ -1015,7 +1040,7 @@ Example artifacts:
 Example artifacts:
 - [PR #45409: from_pretrained orchestration + distributed save/load](https://github.com/huggingface/transformers/pull/45409) — closed, merged
 - [PR #45408: MoE expert parallelism + sequence parallelism](https://github.com/huggingface/transformers/pull/45408) — closed, merged
-- [PR #45028: TP refactor for FSDP + TP integration](https://github.com/huggingface/transformers/pull/45028) — open
+- [PR #45028: FSDP + TP & native save/load distributed](https://github.com/huggingface/transformers/pull/45028) — open
 
 ### `LincolnBurrows2017`
 
@@ -1186,12 +1211,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJJJYmmm)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJJJYmmm)
 - repo first seen: `2026-01-27T10:34:17Z`
-- repo last seen: `2026-05-13T10:21:34Z`
+- repo last seen: `2026-05-14T07:42:59Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **19 comments / 37 reviews / 37 review comments**
+- snapshot discussion activity: **19 comments / 44 reviews / 44 review comments**
 - account age: **1648 days**
 - recent public PR activity: **11 PRs** (9 merged / 2 closed-unmerged / 0 open; merged rate **82%**, closed-unmerged rate **18%**, open rate **0%**)
 - public orgs: none visible
@@ -1320,6 +1345,29 @@ Example artifacts:
 - [PR #45503: .4021378118068288:aafb9167aaa6b321205f754209b0cbcb_69e2f25642c82e665fe0407f.69e2f43542c82e665fe04083.69e2f435d18af355a624eac1:Trae CN.T(2026/4/18 11:02:13)](https://github.com/huggingface/transformers/pull/45503) — closed
 - [PR #45502: .4021378118068288:4da7ed27ccaa5f974fe4a552e2b67bb6_69e2eea842c82e665fe04002.69e2eec142c82e665fe04006.69e2eec18b8bd167e2faa241:Trae CN.T(2026/4/18 10:38:57)](https://github.com/huggingface/transformers/pull/45502) — closed
 
+### `XciD`
+
+- profile: [github.com/XciD](https://github.com/XciD)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AXciD)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AXciD)
+- repo first seen: `2026-05-14T05:53:53Z`
+- repo last seen: `2026-05-14T07:21:17Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **6 PRs / 0 issues**
+- snapshot discussion activity: **9 comments / 2 reviews / 0 review comments**
+- account age: **4481 days**
+- recent public PR activity: **125 PRs** (95 merged / 23 closed-unmerged / 7 open; merged rate **76%**, closed-unmerged rate **18%**, open rate **6%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
+- heuristic read: **extremely high recent PR volume; broad repo spread**
+
+Example artifacts:
+- [PR #45973: chore(ci): replace hardcoded maintainer allowlists with team membership check](https://github.com/huggingface/transformers/pull/45973) — open, draft
+- [PR #45972: chore(ci): remove dead env vars from circleci-failure-summary-comment.yml](https://github.com/huggingface/transformers/pull/45972) — open
+- [PR #45964: fix(ci): set persist-credentials: false on actions/checkout and close remaining template injection findings](https://github.com/huggingface/transformers/pull/45964) — closed, merged
+
 ### `jamesbraza`
 
 - profile: [github.com/jamesbraza](https://github.com/jamesbraza)
@@ -1462,30 +1510,6 @@ Example artifacts:
 - [PR #45442: Update workflow references to new commit hash](https://github.com/huggingface/transformers/pull/45442) — closed, merged
 - [Issue #45182: 🔒 Track: Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/issues/45182) — closed
 
-### `hf-security-analysis[bot]`
-
-- profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahf-security-analysis%5Bbot%5D)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahf-security-analysis%5Bbot%5D)
-- repo first seen: `2026-03-11T15:39:30Z`
-- repo last seen: `2026-03-27T11:16:11Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **? days**
-- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
-- public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
-- heuristic read: **summary unavailable**
-- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'hf-security-analysis[bot]'."}]`
-
-Example artifacts:
-- [PR #45054: chore: update update_metdata.yml](https://github.com/huggingface/transformers/pull/45054) — closed, merged
-- [PR #45021: chore: update anti-slop.yml](https://github.com/huggingface/transformers/pull/45021) — closed
-- [PR #44813: chore: update pr-repo-consistency-bot.yml](https://github.com/huggingface/transformers/pull/44813) — closed
-
 ### `Jah-yee`
 
 - profile: [github.com/Jah-yee](https://github.com/Jah-yee)
@@ -1584,12 +1608,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergiopaniego)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergiopaniego)
 - repo first seen: `2026-03-19T10:22:40Z`
-- repo last seen: `2026-05-13T13:58:21Z`
+- repo last seen: `2026-05-14T10:34:51Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
 - account age: **3718 days**
 - recent public PR activity: **28 PRs** (19 merged / 0 closed-unmerged / 9 open; merged rate **68%**, closed-unmerged rate **0%**, open rate **32%**)
 - public orgs: `JdeRobot`, `TheRoboticsClub`, `huggingface`
@@ -5305,6 +5329,27 @@ Example artifacts:
 Example artifacts:
 - [PR #44722: Refactor gptj output tracing to use standardized decorators](https://github.com/huggingface/transformers/pull/44722) — open
 
+### `Chao1Han`
+
+- profile: [github.com/Chao1Han](https://github.com/Chao1Han)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AChao1Han)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AChao1Han)
+- repo first seen: `2026-05-14T09:13:18Z`
+- repo last seen: `2026-05-14T09:13:18Z`
+- 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: **1422 days**
+- recent public PR activity: **22 PRs** (8 merged / 2 closed-unmerged / 12 open; merged rate **36%**, closed-unmerged rate **9%**, open rate **55%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #45976: Fix `MoeTensorParalellExperts` crash for Llama4 pre-weighted MoE experts (EP support)](https://github.com/huggingface/transformers/pull/45976) — open
+
 ### `chirag-gupta-07`
 
 - profile: [github.com/chirag-gupta-07](https://github.com/chirag-gupta-07)
@@ -5816,12 +5861,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
 - repo first seen: `2026-05-12T18:20:58Z`
-- repo last seen: `2026-05-13T18:30:57Z`
+- repo last seen: `2026-05-14T10:40:51Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 10 reviews / 10 review comments**
+- snapshot discussion activity: **0 comments / 14 reviews / 14 review comments**
 - account age: **2794 days**
 - recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
 - public orgs: `huggingface`
@@ -5985,7 +6030,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahuzama)
 - repo first seen: `2026-05-14T02:06:51Z`
 - repo last seen: `2026-05-14T02:06:51Z`
-- 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**
@@ -6951,7 +6996,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aotjdiepluong)
 - repo first seen: `2026-05-14T03:52:29Z`
 - repo last seen: `2026-05-14T03:52:29Z`
-- 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**
@@ -7847,27 +7892,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45168: Update min_lr and max_lr default values to better defaults](https://github.com/huggingface/transformers/pull/45168) — open
 
-### `XciD`
-
-- profile: [github.com/XciD](https://github.com/XciD)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AXciD)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AXciD)
-- repo first seen: `2026-05-14T05:53:53Z`
-- repo last seen: `2026-05-14T05:53:53Z`
-- first seen in snapshot: **yes**
-- repo association: **MEMBER**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **4481 days**
-- recent public PR activity: **125 PRs** (95 merged / 23 closed-unmerged / 7 open; merged rate **76%**, closed-unmerged rate **18%**, open rate **6%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
-- heuristic read: **extremely high recent PR volume; broad repo spread**
-
-Example artifacts:
-- [PR #45955: chore(ci): pin all GitHub Actions and reusable workflows by SHA](https://github.com/huggingface/transformers/pull/45955) — open
-
 ### `xodn348`
 
 - profile: [github.com/xodn348](https://github.com/xodn348)

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
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-            ".github/workflows/build-docker-images.yml",
-            ".github/workflows/build-nightly-ci-docker-images.yml",
-            ".github/workflows/build-past-ci-docker-images.yml",
-            ".github/workflows/check_failed_tests.yml",
-            ".github/workflows/new_model_pr_merged_notification.yml",
-            ".github/workflows/release-conda.yml"
-          ],
-          "shared_directories": [
-            ".github/workflows",
-            ".github"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-43656-4",
       "pr_numbers": [
@@ -1536,7 +1162,7 @@
         44682
       ],
       "representative_pr_number": 43836,
-      "average_similarity": 0.561,
+      "average_similarity": 0.548,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43836.",
       "shared_filenames": [
         "src/transformers/cli/serve.py"
@@ -1550,8 +1176,8 @@
         {
           "left_pr_number": 43656,
           "right_pr_number": 43836,
-          "similarity": 0.688,
-          "content_similarity": 0.743,
+          "similarity": 0.68,
+          "content_similarity": 0.731,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1567,8 +1193,8 @@
         {
           "left_pr_number": 43836,
           "right_pr_number": 43842,
-          "similarity": 0.613,
-          "content_similarity": 0.656,
+          "similarity": 0.604,
+          "content_similarity": 0.644,
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           "breadth_similarity": 1.0,
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@@ -1584,8 +1210,8 @@
         {
           "left_pr_number": 43836,
           "right_pr_number": 44682,
-          "similarity": 0.61,
-          "content_similarity": 0.658,
+          "similarity": 0.596,
+          "content_similarity": 0.637,
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -1601,8 +1227,8 @@
         {
           "left_pr_number": 43656,
           "right_pr_number": 43842,
-          "similarity": 0.592,
-          "content_similarity": 0.584,
+          "similarity": 0.574,
+          "content_similarity": 0.558,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1618,8 +1244,8 @@
         {
           "left_pr_number": 43656,
           "right_pr_number": 44682,
-          "similarity": 0.447,
-          "content_similarity": 0.499,
+          "similarity": 0.431,
+          "content_similarity": 0.477,
           "size_similarity": 0.048,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -1635,8 +1261,8 @@
         {
           "left_pr_number": 43842,
           "right_pr_number": 44682,
-          "similarity": 0.417,
-          "content_similarity": 0.464,
+          "similarity": 0.402,
+          "content_similarity": 0.443,
           "size_similarity": 0.011,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -1660,7 +1286,7 @@
         45666
       ],
       "representative_pr_number": 44974,
-      "average_similarity": 0.454,
+      "average_similarity": 0.453,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #44974.",
       "shared_filenames": [
         "src/transformers/core_model_loading.py",
@@ -1679,8 +1305,8 @@
         {
           "left_pr_number": 44974,
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-          "similarity": 0.724,
-          "content_similarity": 0.727,
+          "similarity": 0.721,
+          "content_similarity": 0.723,
           "size_similarity": 0.59,
           "breadth_similarity": 0.8,
           "concentration_similarity": 0.929,
@@ -1698,8 +1324,8 @@
         {
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           "right_pr_number": 45635,
-          "similarity": 0.469,
-          "content_similarity": 0.384,
+          "similarity": 0.466,
+          "content_similarity": 0.38,
           "size_similarity": 0.803,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.586,
@@ -1716,8 +1342,8 @@
         {
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-          "similarity": 0.459,
-          "content_similarity": 0.427,
+          "similarity": 0.461,
+          "content_similarity": 0.43,
           "size_similarity": 0.442,
           "breadth_similarity": 0.657,
           "concentration_similarity": 0.558,
@@ -1737,8 +1363,8 @@
         {
           "left_pr_number": 44974,
           "right_pr_number": 45421,
-          "similarity": 0.425,
-          "content_similarity": 0.308,
+          "similarity": 0.422,
+          "content_similarity": 0.304,
           "size_similarity": 0.735,
           "breadth_similarity": 0.667,
           "concentration_similarity": 0.657,
@@ -1754,8 +1380,8 @@
         {
           "left_pr_number": 45635,
           "right_pr_number": 45666,
-          "similarity": 0.36,
-          "content_similarity": 0.35,
+          "similarity": 0.361,
+          "content_similarity": 0.351,
           "size_similarity": 0.261,
           "breadth_similarity": 0.514,
           "concentration_similarity": 0.488,
@@ -1773,8 +1399,8 @@
         {
           "left_pr_number": 45421,
           "right_pr_number": 45666,
-          "similarity": 0.29,
-          "content_similarity": 0.159,
+          "similarity": 0.289,
+          "content_similarity": 0.158,
           "size_similarity": 0.325,
           "breadth_similarity": 0.845,
           "concentration_similarity": 0.902,
@@ -1811,8 +1437,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44550,
-          "similarity": 0.391,
-          "content_similarity": 0.13,
+          "similarity": 0.392,
+          "content_similarity": 0.131,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1828,7 +1454,7 @@
           "left_pr_number": 44407,
           "right_pr_number": 44550,
           "similarity": 0.362,
-          "content_similarity": 0.097,
+          "content_similarity": 0.098,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1843,7 +1469,7 @@
           "left_pr_number": 44550,
           "right_pr_number": 45899,
           "similarity": 0.362,
-          "content_similarity": 0.098,
+          "content_similarity": 0.099,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1857,8 +1483,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44407,
-          "similarity": 0.351,
-          "content_similarity": 0.082,
+          "similarity": 0.352,
+          "content_similarity": 0.083,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1872,8 +1498,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 45899,
-          "similarity": 0.351,
-          "content_similarity": 0.083,
+          "similarity": 0.352,
+          "content_similarity": 0.084,
           "size_similarity": 0.955,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1887,8 +1513,8 @@
         {
           "left_pr_number": 44407,
           "right_pr_number": 45899,
-          "similarity": 0.348,
-          "content_similarity": 0.087,
+          "similarity": 0.349,
+          "content_similarity": 0.088,
           "size_similarity": 0.913,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2005,7 +1631,7 @@
           "left_pr_number": 44059,
           "right_pr_number": 44676,
           "similarity": 0.683,
-          "content_similarity": 0.748,
+          "content_similarity": 0.749,
           "size_similarity": 0.062,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2190,7 +1816,7 @@
           "left_pr_number": 44375,
           "right_pr_number": 45946,
           "similarity": 0.47,
-          "content_similarity": 0.571,
+          "content_similarity": 0.572,
           "size_similarity": 0.009,
           "breadth_similarity": 0.31,
           "concentration_similarity": 0.755,
@@ -2241,86 +1867,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-45202-3",
-      "pr_numbers": [
-        45202,
-        45883,
-        45927
-      ],
-      "representative_pr_number": 45883,
-      "average_similarity": 0.536,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`; representative PR #45883.",
-      "shared_filenames": [
-        "src/transformers/models/gemma4/modular_gemma4.py",
-        "src/transformers/models/gemma4/modeling_gemma4.py"
-      ],
-      "shared_directories": [
-        "src/transformers/models/gemma4",
-        "src/transformers/models",
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 45883,
-          "right_pr_number": 45927,
-          "similarity": 0.792,
-          "content_similarity": 0.764,
-          "size_similarity": 0.714,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/models/gemma4/modeling_gemma4.py",
-            "src/transformers/models/gemma4/modular_gemma4.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/gemma4",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 45202,
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-          "similarity": 0.436,
-          "content_similarity": 0.403,
-          "size_similarity": 0.027,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/models/gemma4/modeling_gemma4.py",
-            "src/transformers/models/gemma4/modular_gemma4.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/gemma4",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 45202,
-          "right_pr_number": 45927,
-          "similarity": 0.38,
-          "content_similarity": 0.321,
-          "size_similarity": 0.037,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/models/gemma4/modeling_gemma4.py",
-            "src/transformers/models/gemma4/modular_gemma4.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/gemma4",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-41441-3",
       "pr_numbers": [
@@ -2359,7 +1905,7 @@
           "left_pr_number": 41441,
           "right_pr_number": 45952,
           "similarity": 0.583,
-          "content_similarity": 0.434,
+          "content_similarity": 0.435,
           "size_similarity": 0.857,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2457,9 +2003,103 @@
           "concentration_similarity": 1.0,
           "shared_filenames": [],
           "shared_directories": [
-            "src/transformers/models",
-            "src/transformers",
-            "src"
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "pr-scope-42975-3",
+      "pr_numbers": [
+        42975,
+        42976,
+        45077
+      ],
+      "representative_pr_number": 45077,
+      "average_similarity": 0.524,
+      "summary": "3 open PRs share weighted file overlap around `.github/workflows/build-ci-docker-images.yml`, `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`; representative PR #45077.",
+      "shared_filenames": [
+        ".github/workflows/build-ci-docker-images.yml",
+        ".github/workflows/build-docker-images.yml",
+        ".github/workflows/build-nightly-ci-docker-images.yml",
+        ".github/workflows/build-past-ci-docker-images.yml",
+        ".github/workflows/release-conda.yml",
+        ".github/workflows/benchmark.yml",
+        ".github/workflows/check_failed_tests.yml",
+        ".github/workflows/check_tiny_models.yml"
+      ],
+      "shared_directories": [
+        ".github/workflows",
+        ".github"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 42975,
+          "right_pr_number": 45077,
+          "similarity": 0.677,
+          "content_similarity": 0.62,
+          "size_similarity": 0.731,
+          "breadth_similarity": 0.833,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            ".github/workflows/benchmark.yml",
+            ".github/workflows/build-ci-docker-images.yml",
+            ".github/workflows/build-docker-images.yml",
+            ".github/workflows/build-nightly-ci-docker-images.yml",
+            ".github/workflows/build-past-ci-docker-images.yml",
+            ".github/workflows/check_tiny_models.yml",
+            ".github/workflows/model_jobs.yml",
+            ".github/workflows/release-conda.yml",
+            ".github/workflows/release.yml",
+            ".github/workflows/trufflehog.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 42976,
+          "right_pr_number": 45077,
+          "similarity": 0.487,
+          "content_similarity": 0.514,
+          "size_similarity": 0.074,
+          "breadth_similarity": 0.659,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            ".github/workflows/build-ci-docker-images.yml",
+            ".github/workflows/build-docker-images.yml",
+            ".github/workflows/build-nightly-ci-docker-images.yml",
+            ".github/workflows/build-past-ci-docker-images.yml",
+            ".github/workflows/release-conda.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 42975,
+          "right_pr_number": 42976,
+          "similarity": 0.408,
+          "content_similarity": 0.403,
+          "size_similarity": 0.101,
+          "breadth_similarity": 0.606,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            ".github/workflows/build-ci-docker-images.yml",
+            ".github/workflows/build-docker-images.yml",
+            ".github/workflows/build-nightly-ci-docker-images.yml",
+            ".github/workflows/build-past-ci-docker-images.yml",
+            ".github/workflows/check_failed_tests.yml",
+            ".github/workflows/new_model_pr_merged_notification.yml",
+            ".github/workflows/release-conda.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
           ]
         }
       ]
@@ -2472,7 +2112,7 @@
         44872
       ],
       "representative_pr_number": 34667,
-      "average_similarity": 0.465,
+      "average_similarity": 0.464,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #34667.",
       "shared_filenames": [
         "src/transformers/generation/utils.py"
@@ -2486,8 +2126,8 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 39683,
-          "similarity": 0.53,
-          "content_similarity": 0.441,
+          "similarity": 0.529,
+          "content_similarity": 0.439,
           "size_similarity": 0.478,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2503,8 +2143,8 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 44872,
-          "similarity": 0.44,
-          "content_similarity": 0.356,
+          "similarity": 0.439,
+          "content_similarity": 0.355,
           "size_similarity": 0.273,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2520,8 +2160,8 @@
         {
           "left_pr_number": 39683,
           "right_pr_number": 44872,
-          "similarity": 0.425,
-          "content_similarity": 0.365,
+          "similarity": 0.424,
+          "content_similarity": 0.363,
           "size_similarity": 0.13,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2720,7 +2360,7 @@
         "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
         "src/transformers/models/qwen2_5_vl/modeling_qwen2_5_vl.py",
         "src/transformers/models/qwen2_vl/modeling_qwen2_vl.py",
-        "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py"
+        "src/transformers/models/qwen3_vl/modeling_qwen3_vl.py"
       ],
       "shared_directories": [
         "src/transformers/models/glm46v",
@@ -2730,14 +2370,14 @@
         "src/transformers/models/qwen2_5_omni",
         "src/transformers/models/glm4v_moe",
         "src/transformers/models/qwen3_5_moe",
-        "src/transformers/models/ernie4_5_vl_moe"
+        "src/transformers/models/qwen3_vl"
       ],
       "pairwise": [
         {
           "left_pr_number": 44907,
           "right_pr_number": 45783,
           "similarity": 0.482,
-          "content_similarity": 0.483,
+          "content_similarity": 0.482,
           "size_similarity": 0.078,
           "breadth_similarity": 0.836,
           "concentration_similarity": 0.986,
@@ -2770,7 +2410,7 @@
           "left_pr_number": 45783,
           "right_pr_number": 45827,
           "similarity": 0.433,
-          "content_similarity": 0.474,
+          "content_similarity": 0.475,
           "size_similarity": 0.174,
           "breadth_similarity": 0.285,
           "concentration_similarity": 0.929,
@@ -2803,7 +2443,7 @@
           "left_pr_number": 44907,
           "right_pr_number": 45827,
           "similarity": 0.348,
-          "content_similarity": 0.286,
+          "content_similarity": 0.287,
           "size_similarity": 0.446,
           "breadth_similarity": 0.345,
           "concentration_similarity": 0.915,
@@ -2842,7 +2482,7 @@
         45655
       ],
       "representative_pr_number": 45649,
-      "average_similarity": 0.417,
+      "average_similarity": 0.414,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
       "shared_filenames": [
         "src/transformers/modeling_utils.py"
@@ -2855,8 +2495,8 @@
         {
           "left_pr_number": 45649,
           "right_pr_number": 45655,
-          "similarity": 0.512,
-          "content_similarity": 0.35,
+          "similarity": 0.505,
+          "content_similarity": 0.34,
           "size_similarity": 0.778,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2871,8 +2511,8 @@
         {
           "left_pr_number": 45548,
           "right_pr_number": 45649,
-          "similarity": 0.392,
-          "content_similarity": 0.349,
+          "similarity": 0.388,
+          "content_similarity": 0.343,
           "size_similarity": 0.149,
           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -2887,8 +2527,8 @@
         {
           "left_pr_number": 45548,
           "right_pr_number": 45655,
-          "similarity": 0.348,
-          "content_similarity": 0.278,
+          "similarity": 0.349,
+          "content_similarity": 0.279,
           "size_similarity": 0.191,
           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -2941,7 +2581,7 @@
         {
           "left_pr_number": 44385,
           "right_pr_number": 44615,
-          "similarity": 0.407,
+          "similarity": 0.408,
           "content_similarity": 0.336,
           "size_similarity": 0.371,
           "breadth_similarity": 0.667,
@@ -2974,6 +2614,86 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-35381-3",
+      "pr_numbers": [
+        35381,
+        42655,
+        45931
+      ],
+      "representative_pr_number": 45931,
+      "average_similarity": 0.393,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/cache_utils.py`, `tests/utils/test_cache_utils.py`, `src/transformers/generation/utils.py`; representative PR #45931.",
+      "shared_filenames": [
+        "src/transformers/cache_utils.py",
+        "tests/utils/test_cache_utils.py",
+        "src/transformers/generation/utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "tests",
+        "src",
+        "src/transformers/generation",
+        "tests/utils"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 42655,
+          "right_pr_number": 45931,
+          "similarity": 0.499,
+          "content_similarity": 0.392,
+          "size_similarity": 0.728,
+          "breadth_similarity": 0.762,
+          "concentration_similarity": 0.784,
+          "shared_filenames": [
+            "src/transformers/cache_utils.py",
+            "src/transformers/generation/utils.py",
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