Work done on Efficient LLMs utilising Meta's Lingua: a lean, efficient, and easy-to-hack codebase to research LLMs.
active 2025-03-23 → 2026-06-23 (UTC)
Activity over time
Daily event counts in the loaded window
Line chart, 458 days from 2025-03-23 to 2026-06-23. Pushes: 2 total, peak 2 in a day. Pull requests: 5 total, peak 2 in a day. Issues: 5 total, peak 2 in a day. Comments: 6 total, peak 1 in a day. Stars: 150 total, peak 4 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 |
|---|---|---|---|---|
| mathuvu | 6 | 2 | 1 | 2 |
| nil0x9 | 2 | 0 | 0 | 0 |
| baowenxuan | 2 | 0 | 0 | 1 |
| ChouYuhong | 2 | 0 | 2 | 0 |
| teytaud | 1 | 0 | 1 | 0 |
| Hannibal046 | 1 | 0 | 0 | 1 |
| korbonits | 1 | 0 | 1 | 0 |
| jeffrey-dot-li | 1 | 0 | 0 | 1 |
| zeyuan-meta | 1 | 0 | 0 | 0 |
| facebook-github-bot | 1 | 0 | 0 | 1 |
Recent activity
Latest issues, pull requests and releases
- Pull request#100korbonits2026-04-13 05:31
- Pull request#95ChouYuhong2025-07-13 14:01
- Issue comment#95facebook-github-bot2025-07-13 13:58Update checkpoint.py
- Pull request#95ChouYuhong2025-07-13 13:57
- Issue comment#94baowenxuan2025-07-08 00:35Question about SimpleTransition in Autoregressive U-Net
- Issue#94baowenxuan2025-07-08 00:35Question about SimpleTransition in Autoregressive U-Net
- Issue comment#94mathuvu2025-07-07 23:03Question about SimpleTransition in Autoregressive U-Net
- Issue comment#90jeffrey-dot-li2025-07-04 19:02Would you like to share the yaml files to reproduce your baseline results?
- Pull request#92mathuvu2025-06-18 08:56
- Issue#91nil0x92025-06-14 12:52What tokenizer type should I use for llama3
- Issue#91nil0x92025-06-14 12:31What tokenizer type should I use for llama3
- Issue comment#90mathuvu2025-06-11 16:00Would you like to share the yaml files to reproduce your baseline results?
- Issue#90mathuvu2025-06-11 16:00Would you like to share the yaml files to reproduce your baseline results?
- Issue#90zeyuan-meta2025-06-06 08:05Would you like to share the yaml files to reproduce your baseline results?
- Pull request#88teytaud2025-05-11 09:55
- Issue comment#5Hannibal0462025-04-04 03:14mmlu benchmark scores
Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 150 stars here means stars gained during the window, not the repo's star count.