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+            "title": "fix typos and variable naming in quicktour.md",
+            "url": "https://github.com/huggingface/transformers/pull/47418",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-07-19T17:14:33Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "Yooniel",
       "name": null,

new-contributors-report.md CHANGED Viewed

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
-- Snapshot: `20260719T120035Z`
-- Generated: `2026-07-19T12:01:13Z`
 - Activity window: `60d`
 - Contributors: `361`
@@ -49,6 +49,7 @@
 | `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 9 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `kylesayrs` | [profile](https://github.com/kylesayrs) | no | CONTRIBUTOR | 3784d | `2025-07-28T19:40:18Z` | 9 | 2 | mixed | moderate | medium | high recent PR volume; high open PR share |
 | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 9 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 8 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2022-10-14T20:02:21Z` | 8 | 1 | strong | low | low | high recent PR volume |
 | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 8 | 0 | n/a | n/a | n/a | summary unavailable |
@@ -72,7 +73,6 @@
 | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 4 | 0 | mixed | low | low | — |
 | `rodrigoheniquesouza` | [profile](https://github.com/rodrigoheniquesouza) | no | NONE | 19d | `2026-07-13T03:46:02Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
 | `samyuktahegde` | [profile](https://github.com/samyuktahegde) | no | CONTRIBUTOR | 3567d | `2026-07-06T07:32:26Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `webtecnica` | [profile](https://github.com/webtecnica) | no | FIRST_TIME_CONTRIBUTOR | 2051d | `2026-07-19T03:43:20Z` | 4 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `ZAID646` | [profile](https://github.com/ZAID646) | no | FIRST_TIME_CONTRIBUTOR | 1315d | `2026-07-01T18:24:26Z` | 4 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `ldkhang1201` | [profile](https://github.com/ldkhang1201) | no | CONTRIBUTOR | 1377d | `2026-06-12T19:30:35Z` | 3 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `MutugiD` | [profile](https://github.com/MutugiD) | no | FIRST_TIME_CONTRIBUTOR | 2310d | `2026-07-04T00:14:46Z` | 3 | 1 | strong | moderate | low | high recent PR volume |
@@ -340,7 +340,6 @@
 | `Shanmuk4622` | [profile](https://github.com/Shanmuk4622) | no | NONE | 948d | `2026-05-28T06:31:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `ShareLer` | [profile](https://github.com/ShareLer) | no | FIRST_TIME_CONTRIBUTOR | 2684d | `2026-07-08T10:26:48Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `shark8pepper-eng` | [profile](https://github.com/shark8pepper-eng) | no | FIRST_TIMER | 0d | `2026-07-18T14:10:28Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
-| `Shashank-Tripathi-07` | [profile](https://github.com/Shashank-Tripathi-07) | no | NONE | 644d | `2026-05-20T15:18:30Z` | 1 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `shoushinya123` | [profile](https://github.com/shoushinya123) | no | CONTRIBUTOR | 669d | `2026-06-13T11:44:09Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars |
 | `shreyescodes` | [profile](https://github.com/shreyescodes) | no | NONE | 1108d | `2026-06-17T07:30:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Shylin26` | [profile](https://github.com/Shylin26) | no | NONE | 170d | `2026-06-08T23:29:09Z` | 1 | 0 | weak | moderate | medium | young account; high open PR share |
@@ -366,6 +365,7 @@
 | `W-Akrabi` | [profile](https://github.com/W-Akrabi) | no | NONE | 1346d | `2026-06-07T22:07:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `wangyi7099` | [profile](https://github.com/wangyi7099) | no | FIRST_TIME_CONTRIBUTOR | 3473d | `2026-06-11T00:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `wasim-builds` | [profile](https://github.com/wasim-builds) | no | NONE | 1478d | `2026-07-15T15:49:19Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `Yooniel` | [profile](https://github.com/Yooniel) | no | CONTRIBUTOR | 2080d | `2026-05-21T15:59:30Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `YuChangHui` | [profile](https://github.com/YuChangHui) | no | FIRST_TIME_CONTRIBUTOR | 2154d | `2026-07-06T02:04:32Z` | 1 | 0 | strong | low | low | — |
 | `yuekaizhang` | [profile](https://github.com/yuekaizhang) | no | CONTRIBUTOR | 3305d | `2026-06-08T05:30:02Z` | 1 | 0 | mixed | moderate | low | high open PR share |
@@ -867,12 +867,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
 - repo first seen: `2024-12-13T13:39:10Z`
-- repo last seen: `2026-07-18T02:40:59Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **43**
 - snapshot authored PRs/issues: **28 PRs / 15 issues**
-- snapshot discussion activity: **73 comments / 57 reviews / 56 review comments**
 - account age: **2692 days**
 - recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
 - public orgs: `huggingface`
@@ -1333,6 +1333,29 @@ Example artifacts:
 - [PR #46920: Adapt voxtral_realtime to mistral-common 1.11.5 audio API](https://github.com/huggingface/transformers/pull/46920) — closed, merged
 - [PR #46604: [Mistral] Add tekken tokenizer detection, conversion, and save utilities](https://github.com/huggingface/transformers/pull/46604) — open, draft
 ### `albertvillanova`
 - profile: [github.com/albertvillanova](https://github.com/albertvillanova)
@@ -1873,29 +1896,6 @@ Example artifacts:
 - [PR #47239: Clarify extra_special_tokens documentation to match the example](https://github.com/huggingface/transformers/pull/47239) — closed
 - [PR #47136: Clarify input device placement in the Quicktour inference example](https://github.com/huggingface/transformers/pull/47136) — closed, merged
-### `webtecnica`
-- profile: [github.com/webtecnica](https://github.com/webtecnica)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Awebtecnica)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Awebtecnica)
-- repo first seen: `2026-07-19T03:43:20Z`
-- repo last seen: `2026-07-19T11:54:07Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 1 reviews / 0 review comments**
-- account age: **2051 days**
-- recent public PR activity: **395 PRs** (5 merged / 160 closed-unmerged / 230 open; merged rate **1%**, closed-unmerged rate **41%**, open rate **58%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
-- heuristic read: **extremely high recent PR volume; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
-Example artifacts:
-- [PR #47412: fix: Wav2Vec2PhonemeCTCTokenizer.phonemize stale phonemizer_lang](https://github.com/huggingface/transformers/pull/47412) — open
-- [PR #47411: fix: raise hard error on total weight mismatch with conversions or quantization](https://github.com/huggingface/transformers/pull/47411) — open
-- [PR #47410: fix: raise hard error when compressed-tensors packed weights cannot be mapped](https://github.com/huggingface/transformers/pull/47410) — open
 ### `ZAID646`
 - profile: [github.com/ZAID646](https://github.com/ZAID646)
@@ -4578,12 +4578,12 @@ Example artifacts:
 - 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: `2026-07-19T00:22:05Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **41 comments / 32 reviews / 32 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`
@@ -7712,27 +7712,6 @@ Example artifacts:
 Example artifacts:
 - [PR #47398: Fix #47355: num_experts fallback instead of override in GlmMoeDsaConfig](https://github.com/huggingface/transformers/pull/47398) — open
-### `Shashank-Tripathi-07`
-- profile: [github.com/Shashank-Tripathi-07](https://github.com/Shashank-Tripathi-07)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AShashank-Tripathi-07)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShashank-Tripathi-07)
-- repo first seen: `2026-05-20T15:18:30Z`
-- repo last seen: `2026-05-21T12:40:56Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
-- account age: **644 days**
-- recent public PR activity: **60 PRs** (40 merged / 6 closed-unmerged / 14 open; merged rate **67%**, closed-unmerged rate **10%**, open rate **23%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-Example artifacts:
-- [PR #46120: Add video_processor support to VideoClassificationPipeline](https://github.com/huggingface/transformers/pull/46120) — closed
 ### `shoushinya123`
 - profile: [github.com/shoushinya123](https://github.com/shoushinya123)
@@ -8258,6 +8237,27 @@ Example artifacts:
 Example artifacts:
 - [PR #47343: docs: fix typo 'succesful' -> 'successful' in modeling_utils.py](https://github.com/huggingface/transformers/pull/47343) — closed
 ### `Yooniel`
 - profile: [github.com/Yooniel](https://github.com/Yooniel)

 # New Contributor Report: huggingface/transformers
+- Snapshot: `20260719T180031Z`
+- Generated: `2026-07-19T18:01:10Z`
 - Activity window: `60d`
 - Contributors: `361`
 | `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 9 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `kylesayrs` | [profile](https://github.com/kylesayrs) | no | CONTRIBUTOR | 3784d | `2025-07-28T19:40:18Z` | 9 | 2 | mixed | moderate | medium | high recent PR volume; high open PR share |
 | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 9 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `webtecnica` | [profile](https://github.com/webtecnica) | no | FIRST_TIME_CONTRIBUTOR | 2051d | `2026-07-19T03:43:20Z` | 9 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 8 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2022-10-14T20:02:21Z` | 8 | 1 | strong | low | low | high recent PR volume |
 | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 8 | 0 | n/a | n/a | n/a | summary unavailable |
 | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 4 | 0 | mixed | low | low | — |
 | `rodrigoheniquesouza` | [profile](https://github.com/rodrigoheniquesouza) | no | NONE | 19d | `2026-07-13T03:46:02Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
 | `samyuktahegde` | [profile](https://github.com/samyuktahegde) | no | CONTRIBUTOR | 3567d | `2026-07-06T07:32:26Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `ZAID646` | [profile](https://github.com/ZAID646) | no | FIRST_TIME_CONTRIBUTOR | 1315d | `2026-07-01T18:24:26Z` | 4 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `ldkhang1201` | [profile](https://github.com/ldkhang1201) | no | CONTRIBUTOR | 1377d | `2026-06-12T19:30:35Z` | 3 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `MutugiD` | [profile](https://github.com/MutugiD) | no | FIRST_TIME_CONTRIBUTOR | 2310d | `2026-07-04T00:14:46Z` | 3 | 1 | strong | moderate | low | high recent PR volume |
 | `Shanmuk4622` | [profile](https://github.com/Shanmuk4622) | no | NONE | 948d | `2026-05-28T06:31:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `ShareLer` | [profile](https://github.com/ShareLer) | no | FIRST_TIME_CONTRIBUTOR | 2684d | `2026-07-08T10:26:48Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `shark8pepper-eng` | [profile](https://github.com/shark8pepper-eng) | no | FIRST_TIMER | 0d | `2026-07-18T14:10:28Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `shoushinya123` | [profile](https://github.com/shoushinya123) | no | CONTRIBUTOR | 669d | `2026-06-13T11:44:09Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars |
 | `shreyescodes` | [profile](https://github.com/shreyescodes) | no | NONE | 1108d | `2026-06-17T07:30:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Shylin26` | [profile](https://github.com/Shylin26) | no | NONE | 170d | `2026-06-08T23:29:09Z` | 1 | 0 | weak | moderate | medium | young account; high open PR share |
 | `W-Akrabi` | [profile](https://github.com/W-Akrabi) | no | NONE | 1346d | `2026-06-07T22:07:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `wangyi7099` | [profile](https://github.com/wangyi7099) | no | FIRST_TIME_CONTRIBUTOR | 3473d | `2026-06-11T00:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `wasim-builds` | [profile](https://github.com/wasim-builds) | no | NONE | 1478d | `2026-07-15T15:49:19Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
+| `yashasvi-srivastava21` | [profile](https://github.com/yashasvi-srivastava21) | yes | FIRST_TIMER | 310d | `2026-07-19T17:14:33Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Yooniel` | [profile](https://github.com/Yooniel) | no | CONTRIBUTOR | 2080d | `2026-05-21T15:59:30Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `YuChangHui` | [profile](https://github.com/YuChangHui) | no | FIRST_TIME_CONTRIBUTOR | 2154d | `2026-07-06T02:04:32Z` | 1 | 0 | strong | low | low | — |
 | `yuekaizhang` | [profile](https://github.com/yuekaizhang) | no | CONTRIBUTOR | 3305d | `2026-06-08T05:30:02Z` | 1 | 0 | mixed | moderate | low | high open PR share |
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
 - repo first seen: `2024-12-13T13:39:10Z`
+- repo last seen: `2026-07-19T17:59:01Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **43**
 - snapshot authored PRs/issues: **28 PRs / 15 issues**
+- snapshot discussion activity: **75 comments / 57 reviews / 56 review comments**
 - account age: **2692 days**
 - recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
 - public orgs: `huggingface`
 - [PR #46920: Adapt voxtral_realtime to mistral-common 1.11.5 audio API](https://github.com/huggingface/transformers/pull/46920) — closed, merged
 - [PR #46604: [Mistral] Add tekken tokenizer detection, conversion, and save utilities](https://github.com/huggingface/transformers/pull/46604) — open, draft
+### `webtecnica`
+- profile: [github.com/webtecnica](https://github.com/webtecnica)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Awebtecnica)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Awebtecnica)
+- repo first seen: `2026-07-19T03:43:20Z`
+- repo last seen: `2026-07-19T13:54:26Z`
+- 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: **5 comments / 1 reviews / 0 review comments**
+- account age: **2051 days**
+- recent public PR activity: **395 PRs** (5 merged / 160 closed-unmerged / 230 open; merged rate **1%**, closed-unmerged rate **41%**, open rate **58%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
+- heuristic read: **extremely high recent PR volume; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+Example artifacts:
+- [PR #47417: fix: restore fast tokenizer thread-safety (#47085)](https://github.com/huggingface/transformers/pull/47417) — open
+- [PR #47416: fix: handle list input for special_tokens (#47110)](https://github.com/huggingface/transformers/pull/47416) — open
+- [PR #47415: fix: serialize ContinuousBatchingConfig properly instead of null (#47039)](https://github.com/huggingface/transformers/pull/47415) — open
 ### `albertvillanova`
 - profile: [github.com/albertvillanova](https://github.com/albertvillanova)
 - [PR #47239: Clarify extra_special_tokens documentation to match the example](https://github.com/huggingface/transformers/pull/47239) — closed
 - [PR #47136: Clarify input device placement in the Quicktour inference example](https://github.com/huggingface/transformers/pull/47136) — closed, merged
 ### `ZAID646`
 - profile: [github.com/ZAID646](https://github.com/ZAID646)
 - 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: `2026-07-19T13:40:04Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **42 comments / 32 reviews / 32 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`
 Example artifacts:
 - [PR #47398: Fix #47355: num_experts fallback instead of override in GlmMoeDsaConfig](https://github.com/huggingface/transformers/pull/47398) — open
 ### `shoushinya123`
 - profile: [github.com/shoushinya123](https://github.com/shoushinya123)
 Example artifacts:
 - [PR #47343: docs: fix typo 'succesful' -> 'successful' in modeling_utils.py](https://github.com/huggingface/transformers/pull/47343) — closed
+### `yashasvi-srivastava21`
+- profile: [github.com/yashasvi-srivastava21](https://github.com/yashasvi-srivastava21)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayashasvi-srivastava21)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayashasvi-srivastava21)
+- repo first seen: `2026-07-19T17:14:33Z`
+- repo last seen: `2026-07-19T17:14:33Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIMER**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **310 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**
+Example artifacts:
+- [PR #47418: fix typos and variable naming in quicktour.md](https://github.com/huggingface/transformers/pull/47418) — open
 ### `Yooniel`
 - profile: [github.com/Yooniel](https://github.com/Yooniel)

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@@ -3746,7 +3746,7 @@
         47208
       ],
       "representative_pr_number": 47208,
-      "average_similarity": 0.564,
       "summary": "4 open PRs share weighted file overlap around `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`, `.github/workflows/build-past-ci-docker-images.yml`; representative PR #47208.",
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@@ -4060,7 +4060,7 @@
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@@ -4108,7 +4108,7 @@
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@@ -4147,7 +4147,7 @@
         47017
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       "summary": "4 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`, `src/transformers/models/auto/tokenization_auto.py`; representative PR #45293.",
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       "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
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@@ -5937,8 +6066,8 @@
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@@ -7436,7 +7565,7 @@
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@@ -7599,6 +7728,43 @@
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@@ -7998,6 +8088,41 @@
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           "size_similarity": 0.182,
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         {
           "left_pr_number": 45546,
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           "size_similarity": 0.773,
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           "left_pr_number": 44070,
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           "similarity": 0.545,
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       "summary": "6 open PRs share weighted file overlap around `.github/workflows/pr-ci-security-gate.yml`; representative PR #46716.",
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           "concentration_similarity": 1.0,
         {
           "left_pr_number": 46504,
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         {
           "left_pr_number": 46504,
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         {
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         {
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         {
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         {
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         {
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         {
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       ],
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       "summary": "5 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
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         "src/transformers/generation/utils.py"
         {
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         {
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         {
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         {
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         {
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         {
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       "summary": "5 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
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         {
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         {
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         {
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         {
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         {
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         {
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         {
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         {
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         {
           "left_pr_number": 46995,
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         {
           "left_pr_number": 44385,
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       ],
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       "summary": "4 open PRs share weighted file overlap around `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`, `.github/workflows/build-past-ci-docker-images.yml`; representative PR #47208.",
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         {
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         {
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         {
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         {
           "left_pr_number": 42976,
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         {
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         {
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           "left_pr_number": 41097,
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           "similarity": 0.555,
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           "left_pr_number": 43549,
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           "similarity": 0.435,
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           "concentration_similarity": 1.0,
         {
           "left_pr_number": 41097,
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+          "similarity": 0.393,
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           "breadth_similarity": 1.0,
         47017
       ],
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       "summary": "4 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`, `src/transformers/models/auto/tokenization_auto.py`; representative PR #45293.",
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           "concentration_similarity": 0.75,
           "left_pr_number": 45293,
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