What can Large Language Models do in chemistry? A comprehensive benchmark on eight tasks
active 2023-08-20 → 2026-05-18 (UTC)
Activity over time
Daily event counts in the loaded window
Line chart, 1003 days from 2023-08-20 to 2026-05-18. Pushes: 32 total, peak 12 in a day. Pull requests: 0 total, peak 0 in a day. Issues: 12 total, peak 2 in a day. Comments: 10 total, peak 4 in a day. Stars: 140 total, peak 3 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 |
|---|---|---|---|---|
| taichengguo | 35 | 24 | 0 | 6 |
| KehanGuo2 | 11 | 8 | 0 | 3 |
| ylwangy | 2 | 0 | 0 | 0 |
| bbjy | 1 | 0 | 0 | 0 |
| shijiale0609 | 1 | 0 | 0 | 0 |
| nickyoungforu | 1 | 0 | 0 | 0 |
| evergreen-bupt | 1 | 0 | 0 | 0 |
| Data-reindeer | 1 | 0 | 0 | 1 |
| hzlhzlhzlhzl | 1 | 0 | 0 | 0 |
Recent activity
Latest issues, pull requests and releases
- Issue#8taichengguo2024-08-21 06:02question about pipeline code &dataset
- Issue comment#8KehanGuo22024-07-26 06:54question about pipeline code &dataset
- Issue comment#8taichengguo2024-07-26 00:26question about pipeline code &dataset
- Issue comment#8taichengguo2024-07-26 00:25question about pipeline code &dataset
- Issue comment#9taichengguo2024-07-26 00:24PubChem下载链接失效
- Issue#9taichengguo2024-07-26 00:24PubChem下载链接失效
- Issue#9nickyoungforu2024-06-07 06:26下载链接失效
- Issue#8evergreen-bupt2024-04-18 13:47question about pipeline code &dataset
- Issue#6taichengguo2024-02-22 15:27chemical name to SMILES
- Issue#5taichengguo2024-02-19 00:50Question about the prompt for molecular property prediciton
- Issue comment#5KehanGuo22024-02-18 21:36Question about the prompt for molecular property prediciton
- Issue#6shijiale06092024-01-09 16:41chemical name to SMILES
- Issue comment#5taichengguo2024-01-07 16:36Question about the prompt for molecular property prediciton
- Issue comment#5Data-reindeer2023-12-30 13:25Question about the prompt for molecular property prediciton
- Issue comment#5taichengguo2023-12-29 22:21Question about the prompt for molecular property prediciton
- Issue#5bbjy2023-11-03 07:22Question about the prompt for molecular property prediciton
- Issue#3taichengguo2023-10-30 13:57PubChem data used in the paper
- Issue#4ylwangy2023-10-30 12:11prompt for property prediction
- Issue comment#4KehanGuo22023-10-29 20:33prompt for property prediction
- Issue#4ylwangy2023-10-26 02:43prompt for property prediction
- Issue comment#3taichengguo2023-10-25 23:20PubChem data used in the paper
- Issue#3hzlhzlhzlhzl2023-10-21 14:37PubChem data used in the paper
Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 140 stars here means stars gained during the window, not the repo's star count.