Refresh transformers dataset snapshot 20260524T120021Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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+            "number": 46179,
+            "title": "[New model] Add Fun-ASR-Nano (FunAudioLLM/Fun-ASR-Nano-2512)",
+            "url": "https://github.com/huggingface/transformers/issues/46179",
+            "state": "open",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-05-24T11:07:04Z"
+          }
+        ]
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "LinZiyuu",
       "name": "Ziyu Lin",
@@ -14668,6 +14768,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "Aditya-ad48",
+      "name": "Aditya Ahirwar",
+      "profile_url": "https://github.com/Aditya-ad48",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAditya-ad48",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAditya-ad48",
+      "repo_first_seen_at": "2026-05-24T09:20:39Z",
+      "repo_last_seen_at": "2026-05-24T09:20:39Z",
+      "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 1,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 0,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "new_to_repo": true,
+      "first_seen_in_snapshot": true,
+      "known_via_prior_merged_pr": false,
+      "report_reason": "first_seen_in_snapshot",
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 705,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 19,
+        "merged_pr_count": 5,
+        "closed_unmerged_pr_count": 3,
+        "open_pr_count": 11,
+        "merged_pr_rate": 0.2632,
+        "closed_unmerged_pr_rate": 0.1579,
+        "still_open_pr_rate": 0.5789,
+        "distinct_repos_with_authored_prs": 8,
+        "distinct_repos_with_open_prs": 5
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46177,
+            "title": "Tighten exception handling in find_sentencepiece_model_file",
+            "url": "https://github.com/huggingface/transformers/pull/46177",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-24T09:20:39Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "adityachoksi2512",
       "name": null,

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260524T060021Z`
-- Generated: `2026-05-24T06:00:40Z`
+- Snapshot: `20260524T120021Z`
+- Generated: `2026-05-24T12:00:59Z`
 - Activity window: `60d`
-- Contributors: `357`
+- Contributors: `359`
 
 ## Summary
 
@@ -70,6 +70,7 @@
 | `Lidang-Jiang` | [profile](https://github.com/Lidang-Jiang) | no | CONTRIBUTOR | 1230d | `2026-03-27T02:44:21Z` | 3 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 3 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 3 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `NielsRogge` | [profile](https://github.com/NielsRogge) | no | MEMBER | 2598d | `2022-02-21T10:02:38Z` | 15 | 3 | mixed | moderate | low | high recent PR volume |
 | `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3177d | `2021-08-30T15:40:15Z` | 6 | 2 | mixed | low | low | 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 |
@@ -130,7 +131,6 @@
 | `saslifat-gif` | [profile](https://github.com/saslifat-gif) | no | CONTRIBUTOR | 229d | `2026-04-02T14:08:15Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `sharziki` | [profile](https://github.com/sharziki) | no | CONTRIBUTOR | 1559d | `2026-04-11T02:31:44Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `SindhuRaghuram97` | [profile](https://github.com/SindhuRaghuram97) | no | CONTRIBUTOR | 1319d | `2026-05-05T14:47:02Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
-| `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 2 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `UsamaKenway` | [profile](https://github.com/UsamaKenway) | no | CONTRIBUTOR | 2385d | `2026-04-07T18:39:33Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 25 | 0 | mixed | moderate | low | extremely high recent PR volume |
@@ -141,6 +141,7 @@
 | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 5 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
 | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
+| `ghost` | [profile](https://github.com/ghost) | no | NONE | 6553d | `2024-05-09T10:45:25Z` | 4 | 2 | weak | low | low | high open PR share; no visible non-self stars |
 | `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 977d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
 | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2804d | `2025-11-10T23:38:23Z` | 3 | 0 | mixed | moderate | low | — |
@@ -160,7 +161,6 @@
 | `zvik` | [profile](https://github.com/zvik) | no | FIRST_TIME_CONTRIBUTOR | 4383d | `2026-03-03T07:50:39Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
 | `artem-spector` | [profile](https://github.com/artem-spector) | no | CONTRIBUTOR | 4093d | `2026-04-13T13:31:01Z` | 1 | 2 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `baonudesifeizhai` | [profile](https://github.com/baonudesifeizhai) | no | FIRST_TIME_CONTRIBUTOR | 1781d | `2026-02-10T01:32:32Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
-| `ghost` | [profile](https://github.com/ghost) | no | NONE | 6553d | `2024-05-09T10:45:25Z` | 1 | 2 | weak | low | low | high open PR share; no visible non-self stars |
 | `ir2718` | [profile](https://github.com/ir2718) | no | FIRST_TIME_CONTRIBUTOR | 1648d | `2026-05-21T13:18:46Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `kndtran` | [profile](https://github.com/kndtran) | no | CONTRIBUTOR | 3650d | `2026-05-06T18:23:26Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `oleksii-tumanov` | [profile](https://github.com/oleksii-tumanov) | no | FIRST_TIME_CONTRIBUTOR | 4519d | `2026-04-22T03:12:11Z` | 1 | 2 | mixed | moderate | low | high recent PR volume |
@@ -184,6 +184,7 @@
 | `karnakarreddi` | [profile](https://github.com/karnakarreddi) | no | FIRST_TIME_CONTRIBUTOR | 3847d | `2026-05-20T05:12:29Z` | 1 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share |
 | `kasakh` | [profile](https://github.com/kasakh) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-05-10T06:09:08Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `KeitaW` | [profile](https://github.com/KeitaW) | no | CONTRIBUTOR | 4241d | `2026-04-20T02:00:45Z` | 1 | 1 | mixed | moderate | low | high open PR share |
+| `LauraGPT` | [profile](https://github.com/LauraGPT) | yes | FIRST_TIME_CONTRIBUTOR | 3699d | `2026-05-24T11:07:04Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | NONE | 1483d | `2026-05-13T14:52:41Z` | 1 | 1 | weak | moderate | low | high open PR share |
 | `masoudpz` | [profile](https://github.com/masoudpz) | no | FIRST_TIME_CONTRIBUTOR | 4678d | `2026-04-02T00:31:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `nealwu` | [profile](https://github.com/nealwu) | no | CONTRIBUTOR | 5508d | `2026-05-12T03:11:36Z` | 1 | 1 | strong | low | low | — |
@@ -202,6 +203,7 @@
 | `Abdeltoto` | [profile](https://github.com/Abdeltoto) | no | NONE | 265d | `2026-04-22T02:56:43Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share |
 | `abhiprd200` | [profile](https://github.com/abhiprd200) | no | FIRST_TIMER | 42d | `2026-04-24T18:01:06Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `abidlabs` | [profile](https://github.com/abidlabs) | no | MEMBER | 5075d | `2026-01-13T19:16:29Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
+| `Aditya-ad48` | [profile](https://github.com/Aditya-ad48) | yes | FIRST_TIME_CONTRIBUTOR | 705d | `2026-05-24T09:20:39Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `adityachoksi2512` | [profile](https://github.com/adityachoksi2512) | no | FIRST_TIMER | 1471d | `2026-05-01T03:03:13Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `adityasingh2400` | [profile](https://github.com/adityasingh2400) | no | NONE | 2313d | `2026-05-21T11:23:35Z` | 1 | 0 | weak | high | medium | extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `agentspan` | [profile](https://github.com/agentspan) | no | NONE | 15d | `2026-04-08T08:40:08Z` | 1 | 0 | weak | low | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
@@ -501,7 +503,7 @@ Example artifacts:
 - repo association: **MEMBER**
 - repo primary artifacts: **60**
 - snapshot authored PRs/issues: **57 PRs / 3 issues**
-- snapshot discussion activity: **175 comments / 608 reviews / 1212 review comments**
+- snapshot discussion activity: **175 comments / 609 reviews / 1212 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
@@ -1817,6 +1819,29 @@ Example artifacts:
 - [PR #45787: fix: ModuleNotFoundError caused by distributed race condition in ci/cd test](https://github.com/huggingface/transformers/pull/45787) — closed
 - [PR #45687: fix: Added Mps support in float fallback backends list ](https://github.com/huggingface/transformers/pull/45687) — closed, merged
 
+### `Sriniketh24`
+
+- profile: [github.com/Sriniketh24](https://github.com/Sriniketh24)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASriniketh24)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASriniketh24)
+- repo first seen: `2026-05-18T14:39:34Z`
+- repo last seen: `2026-05-24T08:00:46Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **3 comments / 1 reviews / 0 review comments**
+- account age: **609 days**
+- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #46176: [Gemma4] Replace one-hot matmul with F.embedding in position embeddings](https://github.com/huggingface/transformers/pull/46176) — open
+- [PR #46044: Fix remaining RAG doc examples that crash on current transformers](https://github.com/huggingface/transformers/pull/46044) — closed, merged
+- [PR #46035: Fix AttributeError in RAG generate() for missing config fields](https://github.com/huggingface/transformers/pull/46035) — closed, merged
+
 ### `NielsRogge`
 
 - profile: [github.com/NielsRogge](https://github.com/NielsRogge)
@@ -3166,28 +3191,6 @@ Example artifacts:
 - [PR #45855: -](https://github.com/huggingface/transformers/pull/45855) — closed, draft
 - [PR #45788: First model](https://github.com/huggingface/transformers/pull/45788) — closed, merged
 
-### `Sriniketh24`
-
-- profile: [github.com/Sriniketh24](https://github.com/Sriniketh24)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASriniketh24)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASriniketh24)
-- repo first seen: `2026-05-18T14:39:34Z`
-- repo last seen: `2026-05-24T02:28:51Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 1 reviews / 0 review comments**
-- account age: **609 days**
-- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #46044: Fix remaining RAG doc examples that crash on current transformers](https://github.com/huggingface/transformers/pull/46044) — closed, merged
-- [PR #46035: Fix AttributeError in RAG generate() for missing config fields](https://github.com/huggingface/transformers/pull/46035) — closed, merged
-
 ### `UsamaKenway`
 
 - profile: [github.com/UsamaKenway](https://github.com/UsamaKenway)
@@ -3419,6 +3422,31 @@ Example artifacts:
 - [Issue #43526: reduce_labels returns only one label instead of the whole array of labels in BeitImageProcessorFast](https://github.com/huggingface/transformers/issues/43526) — closed
 - [Issue #42977: Add ViT NEPA](https://github.com/huggingface/transformers/issues/42977) — open
 
+### `ghost`
+
+- profile: [github.com/ghost](https://github.com/ghost)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aghost)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aghost)
+- repo first seen: `2024-05-09T10:45:25Z`
+- repo last seen: `2026-04-23T01:06:37Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **4 PRs / 2 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **6553 days**
+- recent public PR activity: **5 PRs** (0 merged / 0 closed-unmerged / 5 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars**
+
+Example artifacts:
+- [PR #45590: fix #45588: guard s_aux against None in flash_attention_forward](https://github.com/huggingface/transformers/pull/45590) — closed
+- [PR #43020: Add mimo v2 flash](https://github.com/huggingface/transformers/pull/43020) — closed
+- [PR #42916: Fix: Apply clean_up_tokenization_spaces in TokenizersBackend._decode](https://github.com/huggingface/transformers/pull/42916) — closed
+- [Issue #35905: Convert RT-DETR model to coreml](https://github.com/huggingface/transformers/issues/35905) — closed
+- [Issue #30725: Support for Multiple Datasets and Domain-Specific Loss Calculation in Trainer](https://github.com/huggingface/transformers/issues/30725) — open
+
 ### `JaredforReal`
 
 - profile: [github.com/JaredforReal](https://github.com/JaredforReal)
@@ -3847,29 +3875,6 @@ Example artifacts:
 - [Issue #45092: [Bug] Old InternVL2 remote-code checkpoints are incompatible with Transformers v5 meta initialization](https://github.com/huggingface/transformers/issues/45092) — closed
 - [Issue #43874: [GLM46V] Glm46VImageProcessorFast missing get_number_of_image_patches breaks _get_num_multimodal_tokens (AttributeError)](https://github.com/huggingface/transformers/issues/43874) — closed
 
-### `ghost`
-
-- profile: [github.com/ghost](https://github.com/ghost)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aghost)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aghost)
-- repo first seen: `2024-05-09T10:45:25Z`
-- repo last seen: `2026-04-23T01:06:37Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **1 PRs / 2 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **6553 days**
-- recent public PR activity: **5 PRs** (0 merged / 0 closed-unmerged / 5 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; no visible non-self stars**
-
-Example artifacts:
-- [PR #45590: fix #45588: guard s_aux against None in flash_attention_forward](https://github.com/huggingface/transformers/pull/45590) — closed
-- [Issue #35905: Convert RT-DETR model to coreml](https://github.com/huggingface/transformers/issues/35905) — closed
-- [Issue #30725: Support for Multiple Datasets and Domain-Specific Loss Calculation in Trainer](https://github.com/huggingface/transformers/issues/30725) — open
-
 ### `ir2718`
 
 - profile: [github.com/ir2718](https://github.com/ir2718)
@@ -4381,6 +4386,28 @@ Example artifacts:
 - [PR #45519: [Trainer] Add ddp_static_graph option](https://github.com/huggingface/transformers/pull/45519) — closed, merged
 - [Issue #45518: Expose static_graph DDP flag via TrainingArguments](https://github.com/huggingface/transformers/issues/45518) — closed
 
+### `LauraGPT`
+
+- profile: [github.com/LauraGPT](https://github.com/LauraGPT)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALauraGPT)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALauraGPT)
+- repo first seen: `2026-05-24T11:07:04Z`
+- repo last seen: `2026-05-24T11:10:02Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **3699 days**
+- recent public PR activity: **9 PRs** (2 merged / 0 closed-unmerged / 7 open; merged rate **22%**, closed-unmerged rate **0%**, open rate **78%**)
+- public orgs: `FunAudioLLM`
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46180: Add Fun-ASR-Nano model](https://github.com/huggingface/transformers/pull/46180) — open, draft
+- [Issue #46179: [New model] Add Fun-ASR-Nano (FunAudioLLM/Fun-ASR-Nano-2512)](https://github.com/huggingface/transformers/issues/46179) — open
+
 ### `LinZiyuu`
 
 - profile: [github.com/LinZiyuu](https://github.com/LinZiyuu)
@@ -4769,6 +4796,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45329: Update `trackio` integration to use Buckets and "freeze" Space after training](https://github.com/huggingface/transformers/pull/45329) — closed, merged
 
+### `Aditya-ad48`
+
+- profile: [github.com/Aditya-ad48](https://github.com/Aditya-ad48)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAditya-ad48)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAditya-ad48)
+- repo first seen: `2026-05-24T09:20:39Z`
+- repo last seen: `2026-05-24T09:20:39Z`
+- 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: **705 days**
+- recent public PR activity: **19 PRs** (5 merged / 3 closed-unmerged / 11 open; merged rate **26%**, closed-unmerged rate **16%**, open rate **58%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #46177: Tighten exception handling in find_sentencepiece_model_file](https://github.com/huggingface/transformers/pull/46177) — open
+
 ### `adityachoksi2512`
 
 - profile: [github.com/adityachoksi2512](https://github.com/adityachoksi2512)

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