AI benchmarks and leaderboards are different things
Learn the difference between a benchmark, an evaluation run and a leaderboard, and use each to answer the right question.
LLM Stats
SciCode
SciCode is a research coding benchmark curated by scientists that challenges language models to code solutions for scientific problems. It contains 338 subproblems decomposed from 80 challenging main problems across 16 natural science sub-fields including mathematics, physics, chemistry, biology, and materials science. Problems require knowledge recall, reasoning, and code synthesis skills.
Evaluation context and evidence
- Source
- LLM Stats
- Publisher
- Not recorded
- Benchmark release
- 2024-07-18
- Collected
- 2026-08-17
- Modality
- text
These are source-reported observations, not independent reruns by this site. Check the task version, evaluation protocol, unit and reporting date before comparing models. Results from different setups are not a universal ranking.
Original sources
Reported results 21
Shown in source observation order, not ranked. Dates retain the precision provided by the source.
| Model | Value | Unit | Protocol | Reported date and basis | Source |
|---|---|---|---|---|---|
| Seed 2.1 Pro | 0.598 | Not recorded | Not recorded | 2026-06-24 · model_announcement | LLM Stats |
| Gemini 3.1 Pro | 0.59 | Not recorded | Not recorded | 2026-02-19 · model_announcement | LLM Stats |
| Seed 2.1 Turbo | 0.578 | Not recorded | Not recorded | 2026-06-24 · model_announcement | LLM Stats |
| Qwen3.7 Max | 0.535 | Not recorded | Not recorded | 2026-05-19 · model_announcement | LLM Stats |
| Kimi K2.6 | 0.522 | Not recorded | Not recorded | 2026-04-20 · model_announcement | LLM Stats |
| Qwen3.7-Plus | 0.513 | Not recorded | Not recorded | 2026-05-31 · model_announcement | LLM Stats |
| Inkling-Small | 0.487 | Not recorded | Not recorded | 2026-07-30 · model_announcement | LLM Stats |
| Kimi K2.5 | 0.487 | Not recorded | Not recorded | 2026-01-27 · model_announcement | LLM Stats |
| Kimi K2-Thinking-0905 | 0.448 | Not recorded | Not recorded | 2025-09-05 · model_announcement | LLM Stats |
| Nemotron 3 Ultra (550B A55B) | 0.446 | Not recorded | Not recorded | 2026-06-04 · model_announcement | LLM Stats |
| Muse Glimmer-30B | 0.436 | Not recorded | Not recorded | 2026-08-10 · model_announcement | LLM Stats |
| Nemotron 3 Super (120B A12B) | 0.4205 | Not recorded | Not recorded | 2026-03-11 · model_announcement | LLM Stats |
| GLM-4.5 | 0.417 | Not recorded | Not recorded | 2025-07-28 · model_announcement | LLM Stats |
| MiniMax M2.1 | 0.39 | Not recorded | Not recorded | 2025-12-23 · model_announcement | LLM Stats |
| North Mini Code 1.0 | 0.382 | Not recorded | Not recorded | 2026-06-09 · model_announcement | LLM Stats |
| Command A+ | 0.38 | Not recorded | Not recorded | 2026-05-20 · model_announcement | LLM Stats |
| Mercury 2 | 0.38 | Not recorded | Not recorded | 2026-02-24 · model_announcement | LLM Stats |
| GLM-4.5-Air | 0.373 | Not recorded | Not recorded | 2025-07-28 · model_announcement | LLM Stats |
| MiniMax M2 | 0.36 | Not recorded | Not recorded | 2025-10-27 · model_announcement | LLM Stats |
| Nemotron 3 Nano (30B A3B) | 0.333 | Not recorded | Not recorded | 2025-12-15 · model_announcement | LLM Stats |
| Nemotron 3.5 Lightning (30B A3B) | 0.326 | Not recorded | Not recorded | 2026-08-11 · model_announcement | LLM Stats |