Code for "Think Before You Exit: Replacing Confidence-Based Early-Exit Heuristics with Symbolic Sufficiency for Robust Dynamic Inference", ACL 2026
active 2024-10-18 → 2026-06-25 (UTC)
Activity over time
Daily event counts in the loaded window
Line chart, 616 days from 2024-10-18 to 2026-06-25. Pushes: 32 total, peak 4 in a day. Pull requests: 36 total, peak 4 in a day. Issues: 18 total, peak 2 in a day. Comments: 81 total, peak 9 in a day. Stars: 357 total, peak 48 in a day.
- Pushes
- Pull requests
- Issues
- Comments
- Stars
Stars, PRs, issues and forks are under-captured in the later part of this window. GH Archive progressively stopped capturing non-push events during 2026 — −95% or worse by the end of the window. Every series here except Pushes fades for that reason, so a decline above reflects the archive, not this repository. Pushes stay reliable throughout, so read them, and the contributor counts derived from them, as the real signal. Data health has the measurements.
Top contributors
Pushes, PRs, issues, reviews and comments — stars and forks excluded, so this is contribution rather than popularity
| Contributor | Contributions | Pushes | PRs | Comments |
|---|---|---|---|---|
| mostafaelhoushi | 95 | 27 | 7 | 35 |
| HimanshuJanbandhu | 15 | 0 | 1 | 10 |
| Adesoji1 | 8 | 0 | 2 | 4 |
| facebook-github-bot | 8 | 0 | 0 | 8 |
| SimonCao1207 | 8 | 0 | 2 | 4 |
| nazMahmoud | 7 | 1 | 5 | 0 |
| Leymore | 6 | 0 | 0 | 3 |
| dependabot[bot] | 6 | 0 | 6 | 0 |
| ariG23498 | 6 | 0 | 1 | 3 |
| Zoey-Cheng | 6 | 0 | 5 | 1 |
| samhsia | 4 | 2 | 1 | 1 |
| Ridam2k | 4 | 0 | 4 | 0 |
| bilgeacun | 4 | 2 | 2 | 0 |
| abubakar12 | 3 | 0 | 0 | 1 |
| jcxthedawn | 2 | 0 | 0 | 1 |
| pigmeetsomebody | 2 | 0 | 0 | 2 |
| meta-cla[bot] | 2 | 0 | 1 | 1 |
| taemin6697 | 2 | 0 | 0 | 2 |
| PaulWang0513 | 2 | 0 | 0 | 2 |
| samuelselvan | 2 | 0 | 0 | 2 |
Recent activity
Latest issues, pull requests and releases
- Pull request#39dependabot[bot]2026-04-13 23:42
- Issue comment#38meta-cla[bot]2026-04-13 04:15Fix forward functions for transformers v4.46+ compatibility
- Pull request#37dependabot[bot]2026-04-08 06:29
- Issue comment#27tkob-vh2026-03-19 05:13Requesting permission to access Layerskip on Hugging Face
- Pull request#35meta-cla[bot]2026-01-23 21:16
- Pull request#35dependabot[bot]2026-01-23 21:16
- Pull request#35dependabot[bot]2026-01-23 21:16
- Pull request#34dependabot[bot]2026-01-22 20:42
- Pull request#34dependabot[bot]2026-01-22 20:42
- Issue comment#32taemin66972025-08-07 05:19Huggingface trl implementation code
- Issue comment#32taemin66972025-08-07 05:17Huggingface trl implementation code
- Issue comment#32jiogenes2025-08-05 08:34Huggingface trl implementation code
- Pull request#31Zoey-Cheng2025-05-14 04:18
- Issue comment#30Zoey-Cheng2025-05-14 04:18Separate kv cache
- Pull request#30Zoey-Cheng2025-05-14 04:18
- Issue comment#31facebook-github-bot2025-05-12 21:40Add sparsity mask
- Pull request#31Zoey-Cheng2025-05-12 21:40
- Issue comment#30facebook-github-bot2025-05-12 16:53Separate kv cache
- Pull request#30Zoey-Cheng2025-05-12 16:53
- Pull request#28samhsia2025-04-30 17:18
- Pull request#29Ridam2k2025-04-25 04:32
- Issue comment#29facebook-github-bot2025-04-25 04:31Deberta adapter enhancement
- Pull request#29Ridam2k2025-04-25 04:31
- Pull request#29Ridam2k2025-04-25 04:31
- Issue comment#29facebook-github-bot2025-04-25 04:28Deberta adapter enhancement
Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 357 stars here means stars gained during the window, not the repo's star count.