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A unified evaluation toolkit and leaderboard for rigorously assessing the scientific intelligence of large language and vision–language models across the full research workflow.

active 2025-12-032026-06-17 (UTC)

Partial coverage13,064 / 15,474 hourly files (84%) · 2 absent upstream · 2,405 failed, retryable2024-11-042026-08-11 (UTC)— sampled evenly across the window, so rankings and trends hold; absolute counts scale up.
Events
89
Pushes
25
Pull requests
5
Issues
5
Stars
31
Forks
3

Activity over time

Daily event counts in the loaded window

Line chart, 197 days from 2025-12-03 to 2026-06-17. Pushes: 25 total, peak 4 in a day. Pull requests: 5 total, peak 1 in a day. Issues: 5 total, peak 2 in a day. Comments: 12 total, peak 3 in a day. Stars: 31 total, peak 8 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

ContributorContributionsPushesPRsComments
gemini-code-assist[bot]140011
YihengWang82810711
vaporhug8800
Hj-G8800
ch3n-s4ndy3030
bio-mlhui2000
suencgo1010
black-yt1100
SongWWWWWW1000
Guo-Wangxian1100
NielsRogge1000

Recent activity

Latest issues, pull requests and releases

  • Pull request#9ch3n-s4ndy2026-02-07 03:03
  • Pull request#8suencgo2026-02-05 09:56
  • Pull request#7ch3n-s4ndy2026-02-04 13:42
  • Issue comment#6gemini-code-assist[bot]2026-01-26 14:20
    Implement lazy loading of datasets and agents & add EarthLink agent
  • Issue comment#5gemini-code-assist[bot]2026-01-19 07:50
    construct the framework of agent-v1
  • Pull request#5YihengWang8282026-01-19 07:50
  • Pull request#4ch3n-s4ndy2026-01-09 09:48
  • Issue#3NielsRogge2026-01-08 01:55
    Release SciEval benchmark suite on Hugging Face
  • Issue#2YihengWang8282026-01-05 08:35
    Does SciEvalKit support the evaluation of LLMs on text-only benchmarks such as MaScQA?
  • Issue comment#2YihengWang8282026-01-05 08:35
    Does SciEvalKit support the evaluation of LLMs on text-only benchmarks such as MaScQA?
  • Issue#2SongWWWWWW2026-01-04 09:38
    Does SciEvalKit support the evaluation of LLMs on text-only benchmarks such as MaScQA?
  • Issue#1bio-mlhui2026-01-04 09:27
    qrcode expired
  • Issue#1bio-mlhui2026-01-01 18:41
    qrcode expired

Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 31 stars here means stars gained during the window, not the repo's star count.