LithoBench - Open-Ended: leaderboard
Metric: OPEN_J score (0-10) = 0.4 x ROUGE-L x 10 + 0.2 x BLEU-4 x 10 + 0.4 x the GPT-5.4 judge's overall score (0-10), comparing the answer with the reference answer, averaged over the 6,000 open-ended questions (1,200 per capability level) of LithoBench, remote-sensing lithology interpretation from GF-2 image patches of 12 lithological categories; temperature 0, 1,024 output tokens; higher is better. Source: arxiv.org. Saturation forecast: Around 2032. 12 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3.5 397B A17B | 3.99 |
| 2 | Kimi K2.5 | 3.92 |
| 3 | GLM-4.6V | 3.89 |
| 4 | Grok 4 | 3.78 |
| 5 | Gemini 3 Pro | 3.68 |
| 6 | Qwen 3.5 9B | 3.23 |
| 7 | Qwen 3.5 27B | 2.49 |
| 8 | Claude Sonnet 4.6 | 2.29 |
Interactive version: theaggregate.ai/benchmark?slug=lithobench-open-ended · How It Works · Data refreshed daily, snapshot 2026-10-07.