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evalstate
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+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
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+            "number": 46634,
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       "account_age_days": 4324,
       "young_account": false,
       "follow_through_score": "mixed",

new-contributors-report.md CHANGED Viewed

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
-- Snapshot: `20260614T000126Z`
-- Generated: `2026-06-14T00:02:05Z`
 - Activity window: `60d`
 - Contributors: `351`
@@ -40,6 +40,7 @@
 | `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 |
 | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 9 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
 | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 9 | 0 | mixed | moderate | low | targets high-star repos |
 | `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 8 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | CONTRIBUTOR | 9d | `2026-04-22T13:14:19Z` | 8 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
@@ -48,13 +49,13 @@
 | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 7 | 0 | strong | moderate | low | high recent PR volume |
 | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 6 | 0 | strong | moderate | low | high recent PR volume; 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 |
-| `Rohan5commit` | [profile](https://github.com/Rohan5commit) | no | NONE | 636d | `2026-06-12T06:11:19Z` | 6 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 | `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 |
 | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 5 | 0 | n/a | n/a | n/a | summary unavailable |
 | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 5 | 0 | strong | low | low | — |
 | `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 660d | `2025-12-04T12:38:46Z` | 5 | 0 | strong | moderate | low | — |
 | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
@@ -71,7 +72,6 @@
 | `ldkhang1201` | [profile](https://github.com/ldkhang1201) | no | FIRST_TIME_CONTRIBUTOR | 1377d | `2026-06-12T19:30:35Z` | 3 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Chao1Han` | [profile](https://github.com/Chao1Han) | no | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 3 | 0 | mixed | moderate | low | high open PR share |
 | `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | FIRST_TIME_CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `KirtiRamchandani` | [profile](https://github.com/KirtiRamchandani) | no | FIRST_TIME_CONTRIBUTOR | 3143d | `2026-06-13T17:53:25Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; 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 |
 | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 3 | 0 | mixed | low | low | — |
 | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 7 | strong | moderate | low | high recent PR volume; targets high-star repos |
@@ -186,7 +186,6 @@
 | `ronansgd` | [profile](https://github.com/ronansgd) | no | FIRST_TIME_CONTRIBUTOR | 2195d | `2026-04-22T08:50:02Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `shubhammr21` | [profile](https://github.com/shubhammr21) | no | FIRST_TIME_CONTRIBUTOR | 4155d | `2026-05-22T10:45:10Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Tokarak` | [profile](https://github.com/Tokarak) | no | CONTRIBUTOR | 2200d | `2026-04-19T17:22:36Z` | 1 | 1 | weak | low | low | high open PR share |
-| `ZSLsherly` | [profile](https://github.com/ZSLsherly) | no | FIRST_TIMER | 975d | `2026-04-15T03:09:38Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `0Sh1khar` | [profile](https://github.com/0Sh1khar) | no | NONE | 660d | `2026-05-18T14:31:57Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `1fanwang` | [profile](https://github.com/1fanwang) | no | FIRST_TIME_CONTRIBUTOR | 3545d | `2026-05-12T13:51:52Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `aaronmjz` | [profile](https://github.com/aaronmjz) | no | FIRST_TIMER | 1072d | `2026-05-10T17:17:58Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -220,6 +219,7 @@
 | `AzeezIsh` | [profile](https://github.com/AzeezIsh) | no | FIRST_TIME_CONTRIBUTOR | 1650d | `2026-06-04T16:46:37Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `Beichen-Ma` | [profile](https://github.com/Beichen-Ma) | no | FIRST_TIME_CONTRIBUTOR | 1684d | `2026-04-20T23:21:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `belamaran96-coder` | [profile](https://github.com/belamaran96-coder) | no | NONE | 288d | `2026-05-03T16:53:02Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `Bissmella` | [profile](https://github.com/Bissmella) | no | CONTRIBUTOR | 2186d | `2026-05-31T07:55:52Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 1 | 0 | mixed | low | low | — |
 | `blut-agent` | [profile](https://github.com/blut-agent) | no | FIRST_TIME_CONTRIBUTOR | 23d | `2026-05-16T06:31:21Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
@@ -260,7 +260,7 @@
 | `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 |
 | `huzama` | [profile](https://github.com/huzama) | no | NONE | 3081d | `2026-05-14T02:06:51Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
-| `iamsharduld` | [profile](https://github.com/iamsharduld) | yes | FIRST_TIME_CONTRIBUTOR | 4324d | `2026-06-13T10:20:36Z` | 1 | 0 | mixed | high | low | broad repo spread |
 | `igordertigor` | [profile](https://github.com/igordertigor) | no | CONTRIBUTOR | 5665d | `2026-05-12T19:17:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 1 | 0 | strong | low | low | high recent PR volume |
 | `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 |
@@ -1110,6 +1110,29 @@ Example artifacts:
 - [PR #46466: Fix generate masks for unknown layer types](https://github.com/huggingface/transformers/pull/46466) — closed
 - [PR #46450: docs: clarify distributed launch for semantic segmentation](https://github.com/huggingface/transformers/pull/46450) — closed
 ### `zhang-prog`
 - profile: [github.com/zhang-prog](https://github.com/zhang-prog)
@@ -1296,29 +1319,6 @@ 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
-### `Rohan5commit`
-- profile: [github.com/Rohan5commit](https://github.com/Rohan5commit)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARohan5commit)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARohan5commit)
-- repo first seen: `2026-06-12T06:11:19Z`
-- repo last seen: `2026-06-12T06:14:58Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **636 days**
-- recent public PR activity: **599 PRs** (210 merged / 211 closed-unmerged / 178 open; merged rate **35%**, closed-unmerged rate **35%**, open rate **30%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; no visible non-self stars**
-Example artifacts:
-- [PR #46586: fix: correct 'funcitonality' typo in RoPE utils](https://github.com/huggingface/transformers/pull/46586) — closed
-- [PR #46585: fix: correct 'lenghts' variable name typo in higgs_audio_v2 processor](https://github.com/huggingface/transformers/pull/46585) — closed
-- [PR #46584: fix: correct 'overriden' typo in multiple files](https://github.com/huggingface/transformers/pull/46584) — closed
 ### `XciD`
 - profile: [github.com/XciD](https://github.com/XciD)
@@ -1461,6 +1461,29 @@ Example artifacts:
 - [PR #46344: Fix flip_back graph break](https://github.com/huggingface/transformers/pull/46344) — closed, merged
 - [PR #46163: Return logits from semantic segmentation post-process](https://github.com/huggingface/transformers/pull/46163) — open
 ### `leaderofARS`
 - profile: [github.com/leaderofARS](https://github.com/leaderofARS)
@@ -1835,29 +1858,6 @@ Example artifacts:
 - [PR #46630: Fix/46612 beam search cache reorder](https://github.com/huggingface/transformers/pull/46630) — closed
 - [PR #46573: feat(pipelines): accept numpy arrays and tensors in ImageClassificationPipeline (#39607)](https://github.com/huggingface/transformers/pull/46573) — open
-### `KirtiRamchandani`
-- profile: [github.com/KirtiRamchandani](https://github.com/KirtiRamchandani)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKirtiRamchandani)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKirtiRamchandani)
-- repo first seen: `2026-06-13T17:53:25Z`
-- repo last seen: `2026-06-13T17:56:29Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3143 days**
-- recent public PR activity: **146 PRs** (14 merged / 38 closed-unmerged / 94 open; merged rate **10%**, closed-unmerged rate **26%**, open rate **64%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**
-Example artifacts:
-- [PR #46628: Restore RNG state before fetching resumed training batches](https://github.com/huggingface/transformers/pull/46628) — open
-- [PR #46627: Apply full_text_row_masked_out_mask before cross-attn residual in Mllama](https://github.com/huggingface/transformers/pull/46627) — open
-- [PR #46626: Reject path traversal in sharded checkpoint index files](https://github.com/huggingface/transformers/pull/46626) — open
 ### `Prachi-kushwaha`
 - profile: [github.com/Prachi-kushwaha](https://github.com/Prachi-kushwaha)
@@ -4443,28 +4443,6 @@ Example artifacts:
 - [PR #45516: T5Gemma2: fix `prepare_decoder_input_ids_from_labels`](https://github.com/huggingface/transformers/pull/45516) — closed, merged
 - [Issue #45517: MPS OOM error, finetuning T5Gemma2 with Seq2SeqTrainer](https://github.com/huggingface/transformers/issues/45517) — closed
-### `ZSLsherly`
-- profile: [github.com/ZSLsherly](https://github.com/ZSLsherly)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AZSLsherly)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AZSLsherly)
-- repo first seen: `2026-04-15T03:09:38Z`
-- repo last seen: `2026-04-15T11:36:37Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIMER**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **975 days**
-- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
-Example artifacts:
-- [PR #45445: Update Torch version check for flex attention](https://github.com/huggingface/transformers/pull/45445) — closed
-- [Issue #45446: Incorrect PyTorch version check for AuxRequest import in flex_attention](https://github.com/huggingface/transformers/issues/45446) — closed
 ### `0Sh1khar`
 - profile: [github.com/0Sh1khar](https://github.com/0Sh1khar)
@@ -5158,6 +5136,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45754: Fix mps device check for moe histogram routing](https://github.com/huggingface/transformers/pull/45754) — closed
 ### `Bissmella`
 - profile: [github.com/Bissmella](https://github.com/Bissmella)
@@ -6005,7 +6004,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aiamsharduld)
 - repo first seen: `2026-06-13T10:20:36Z`
 - repo last seen: `2026-06-13T20:30:21Z`
-- first seen in snapshot: **yes**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**

 # New Contributor Report: huggingface/transformers
+- Snapshot: `20260614T060034Z`
+- Generated: `2026-06-14T06:01:11Z`
 - Activity window: `60d`
 - Contributors: `351`
 | `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 |
 | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 9 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
+| `Rohan5commit` | [profile](https://github.com/Rohan5commit) | no | FIRST_TIME_CONTRIBUTOR | 636d | `2026-06-12T06:11:19Z` | 9 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 9 | 0 | mixed | moderate | low | targets high-star repos |
 | `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 8 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | CONTRIBUTOR | 9d | `2026-04-22T13:14:19Z` | 8 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 7 | 0 | strong | moderate | low | high recent PR volume |
 | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 6 | 0 | strong | moderate | low | high recent PR volume; 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 |
 | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 5 | 0 | n/a | n/a | n/a | summary unavailable |
 | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 5 | 0 | strong | low | low | — |
+| `KirtiRamchandani` | [profile](https://github.com/KirtiRamchandani) | no | FIRST_TIME_CONTRIBUTOR | 3143d | `2026-06-13T17:53:25Z` | 5 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 660d | `2025-12-04T12:38:46Z` | 5 | 0 | strong | moderate | low | — |
 | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `ldkhang1201` | [profile](https://github.com/ldkhang1201) | no | FIRST_TIME_CONTRIBUTOR | 1377d | `2026-06-12T19:30:35Z` | 3 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Chao1Han` | [profile](https://github.com/Chao1Han) | no | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 3 | 0 | mixed | moderate | low | high open PR share |
 | `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | FIRST_TIME_CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; 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 |
 | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 3 | 0 | mixed | low | low | — |
 | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 7 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `ronansgd` | [profile](https://github.com/ronansgd) | no | FIRST_TIME_CONTRIBUTOR | 2195d | `2026-04-22T08:50:02Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `shubhammr21` | [profile](https://github.com/shubhammr21) | no | FIRST_TIME_CONTRIBUTOR | 4155d | `2026-05-22T10:45:10Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Tokarak` | [profile](https://github.com/Tokarak) | no | CONTRIBUTOR | 2200d | `2026-04-19T17:22:36Z` | 1 | 1 | weak | low | low | high open PR share |
 | `0Sh1khar` | [profile](https://github.com/0Sh1khar) | no | NONE | 660d | `2026-05-18T14:31:57Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `1fanwang` | [profile](https://github.com/1fanwang) | no | FIRST_TIME_CONTRIBUTOR | 3545d | `2026-05-12T13:51:52Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `aaronmjz` | [profile](https://github.com/aaronmjz) | no | FIRST_TIMER | 1072d | `2026-05-10T17:17:58Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `AzeezIsh` | [profile](https://github.com/AzeezIsh) | no | FIRST_TIME_CONTRIBUTOR | 1650d | `2026-06-04T16:46:37Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `Beichen-Ma` | [profile](https://github.com/Beichen-Ma) | no | FIRST_TIME_CONTRIBUTOR | 1684d | `2026-04-20T23:21:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `belamaran96-coder` | [profile](https://github.com/belamaran96-coder) | no | NONE | 288d | `2026-05-03T16:53:02Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
+| `bin123apple` | [profile](https://github.com/bin123apple) | yes | FIRST_TIME_CONTRIBUTOR | 1577d | `2026-06-14T02:58:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Bissmella` | [profile](https://github.com/Bissmella) | no | CONTRIBUTOR | 2186d | `2026-05-31T07:55:52Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 1 | 0 | mixed | low | low | — |
 | `blut-agent` | [profile](https://github.com/blut-agent) | no | FIRST_TIME_CONTRIBUTOR | 23d | `2026-05-16T06:31:21Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 | `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 |
 | `huzama` | [profile](https://github.com/huzama) | no | NONE | 3081d | `2026-05-14T02:06:51Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
+| `iamsharduld` | [profile](https://github.com/iamsharduld) | no | FIRST_TIME_CONTRIBUTOR | 4324d | `2026-06-13T10:20:36Z` | 1 | 0 | mixed | high | low | broad repo spread |
 | `igordertigor` | [profile](https://github.com/igordertigor) | no | CONTRIBUTOR | 5665d | `2026-05-12T19:17:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 1 | 0 | strong | low | low | high recent PR volume |
 | `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 |
 - [PR #46466: Fix generate masks for unknown layer types](https://github.com/huggingface/transformers/pull/46466) — closed
 - [PR #46450: docs: clarify distributed launch for semantic segmentation](https://github.com/huggingface/transformers/pull/46450) — closed
+### `Rohan5commit`
+- profile: [github.com/Rohan5commit](https://github.com/Rohan5commit)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARohan5commit)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARohan5commit)
+- repo first seen: `2026-06-12T06:11:19Z`
+- repo last seen: `2026-06-14T04:39:16Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **9**
+- snapshot authored PRs/issues: **9 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **636 days**
+- recent public PR activity: **599 PRs** (210 merged / 211 closed-unmerged / 178 open; merged rate **35%**, closed-unmerged rate **35%**, open rate **30%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; no visible non-self stars**
+Example artifacts:
+- [PR #46637: Fix typo in modeling_mask2former.py: 'from from' → 'from'](https://github.com/huggingface/transformers/pull/46637) — open
+- [PR #46636: Fix typo in test_utils.py: 'that that' → 'that'](https://github.com/huggingface/transformers/pull/46636) — open
+- [PR #46635: Fix typo in configuration_utils.py: 'we we' → 'we'](https://github.com/huggingface/transformers/pull/46635) — open
 ### `zhang-prog`
 - profile: [github.com/zhang-prog](https://github.com/zhang-prog)
 - [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)
 - [PR #46344: Fix flip_back graph break](https://github.com/huggingface/transformers/pull/46344) — closed, merged
 - [PR #46163: Return logits from semantic segmentation post-process](https://github.com/huggingface/transformers/pull/46163) — open
+### `KirtiRamchandani`
+- profile: [github.com/KirtiRamchandani](https://github.com/KirtiRamchandani)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKirtiRamchandani)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKirtiRamchandani)
+- repo first seen: `2026-06-13T17:53:25Z`
+- repo last seen: `2026-06-14T04:56:32Z`
+- 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: **0 comments / 0 reviews / 0 review comments**
+- account age: **3143 days**
+- recent public PR activity: **146 PRs** (14 merged / 38 closed-unmerged / 94 open; merged rate **10%**, closed-unmerged rate **26%**, open rate **64%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**
+Example artifacts:
+- [PR #46639: fix(generation): reorder all cache types during beam search](https://github.com/huggingface/transformers/pull/46639) — open
+- [PR #46638: fix(wav2vec2_phoneme): restore phonemizer language after switching back](https://github.com/huggingface/transformers/pull/46638) — open
+- [PR #46628: Restore RNG state before fetching resumed training batches](https://github.com/huggingface/transformers/pull/46628) — open
 ### `leaderofARS`
 - profile: [github.com/leaderofARS](https://github.com/leaderofARS)
 - [PR #46630: Fix/46612 beam search cache reorder](https://github.com/huggingface/transformers/pull/46630) — closed
 - [PR #46573: feat(pipelines): accept numpy arrays and tensors in ImageClassificationPipeline (#39607)](https://github.com/huggingface/transformers/pull/46573) — open
 ### `Prachi-kushwaha`
 - profile: [github.com/Prachi-kushwaha](https://github.com/Prachi-kushwaha)
 - [PR #45516: T5Gemma2: fix `prepare_decoder_input_ids_from_labels`](https://github.com/huggingface/transformers/pull/45516) — closed, merged
 - [Issue #45517: MPS OOM error, finetuning T5Gemma2 with Seq2SeqTrainer](https://github.com/huggingface/transformers/issues/45517) — closed
 ### `0Sh1khar`
 - profile: [github.com/0Sh1khar](https://github.com/0Sh1khar)
 Example artifacts:
 - [PR #45754: Fix mps device check for moe histogram routing](https://github.com/huggingface/transformers/pull/45754) — closed
+### `bin123apple`
+- profile: [github.com/bin123apple](https://github.com/bin123apple)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abin123apple)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abin123apple)
+- repo first seen: `2026-06-14T02:58:39Z`
+- repo last seen: `2026-06-14T02:58:39Z`
+- 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: **1577 days**
+- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+Example artifacts:
+- [PR #46634: Fix packed-sequence mask ignored when a 2D attention_mask is passed](https://github.com/huggingface/transformers/pull/46634) — open
 ### `Bissmella`
 - profile: [github.com/Bissmella](https://github.com/Bissmella)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aiamsharduld)
 - repo first seen: `2026-06-13T10:20:36Z`
 - repo last seen: `2026-06-13T20:30:21Z`
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**

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