Generalist and Lightweight Model for Named Entity Recognition (Extract any entity types from texts) @ NAACL 2024
active 2025-03-06 → 2026-07-30 (UTC)
Activity over time
Daily event counts in the loaded window
Line chart, 512 days from 2025-03-06 to 2026-07-30. Pushes: 95 total, peak 5 in a day. Pull requests: 33 total, peak 2 in a day. Issues: 24 total, peak 3 in a day. Comments: 46 total, peak 4 in a day. Stars: 475 total, peak 6 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 |
|---|---|---|---|---|
| Ingvarstep | 93 | 63 | 19 | 10 |
| urchade | 24 | 16 | 2 | 5 |
| github-actions[bot] | 16 | 16 | 0 | 0 |
| rafmacalaba | 4 | 0 | 1 | 2 |
| tuv-jan-hery | 4 | 0 | 0 | 1 |
| wjbmattingly | 4 | 0 | 0 | 3 |
| tannonk | 3 | 0 | 0 | 0 |
| danilpavlov | 2 | 0 | 0 | 1 |
| BioMikeUkr | 2 | 0 | 2 | 0 |
| maxwbuckley | 2 | 0 | 2 | 0 |
| oleksandrlukashov | 2 | 0 | 2 | 0 |
| jzamora-281992 | 2 | 0 | 0 | 2 |
| uasan | 2 | 0 | 0 | 1 |
| freinold | 2 | 0 | 0 | 2 |
| dcrey7 | 2 | 0 | 1 | 0 |
| nitinsurya-salesforce | 1 | 0 | 0 | 1 |
| pandiraja-pt-17396 | 1 | 0 | 0 | 1 |
| ddilbazTT | 1 | 0 | 0 | 0 |
| deepanwadhwa | 1 | 0 | 0 | 0 |
| nitinsurya | 1 | 0 | 0 | 1 |
Recent activity
Latest issues, pull requests and releases
- Pull request#357Ingvarstep2026-05-01 09:43
- Pull request#352Ingvarstep2026-04-24 18:29
- Pull request#337Ingvarstep2026-03-07 16:42
- Pull request#333maxwbuckley2026-02-23 18:37
- Issue comment#333Ingvarstep2026-02-23 18:36Vectorize CPU-path preprocessing and decoding hot loops
- Pull request#333maxwbuckley2026-02-22 18:22
- Releaseurchade2026-02-11 14:32v0.2.25
- Pull request#328Ingvarstep2026-02-03 07:09
- Pull request#328Ingvarstep2026-01-31 19:39
- Issue comment#327Ingvarstep2026-01-30 10:49gliner>=0.2.23 breaks HuggingFace Inference Endpoints (transformers 5.x incompatible with HF toolkit)
- Issue#327achpalaman2026-01-30 00:35gliner>=0.2.23 breaks HuggingFace Inference Endpoints (transformers 5.x incompatible with HF toolkit)
- Issue comment#324Ingvarstep2026-01-29 09:53🚨 GLiNER returns uniform low scores with transformers v5.0.0 (released today)
- Pull request#326Ingvarstep2026-01-29 08:57
- Pull request#325Ingvarstep2026-01-27 06:21
- Issue comment#162ntatsumi2026-01-23 09:20Error loading model from cache in docker container
- Issue comment#323uasan2026-01-20 09:33mmBERT-base encoder instead of mdeberta-v3-base
- Issue comment#323Ingvarstep2026-01-20 06:41mmBERT-base encoder instead of mdeberta-v3-base
- Issue#323uasan2026-01-19 11:47mmBERT-base encoder instead of mdeberta-v3-base
- Issue comment#319fw7th2026-01-15 06:28Loading ONNX model requires config file
- Issue comment#312brandonbiggs2026-01-14 22:47`ImportError: cannot import name 'amp' from 'apex'` on recent NVIDIA PyTorch Images (25.11)
- Pull request#322BioMikeUkr2026-01-14 14:57
- Issue comment#319Ingvarstep2026-01-12 10:32Loading ONNX model requires config file
- Issue comment#319Ingvarstep2026-01-06 13:47Loading ONNX model requires config file
- Issue comment#139fjay3141592026-01-03 11:24Train on data without entities
- Pull request#318ajroetker2025-12-27 09:35
Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 475 stars here means stars gained during the window, not the repo's star count.