Time-series Reasoning on TSRBench
64.3Percept ScoreTIMECLAW
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TIMECLAWModel Category=Ours2026.06 | 64.3 | 43.9 | 59.3 | 33.3 | 49.8 | |
| Qwen3-235B-A22BModel Category=General LLMs2026.06 | 63.8 | 40.9 | 35.6 | 32.5 | 42.1 | |
| MiniCPM-V-4.5-8BModel Category=Multimodal LLMs2026.06 | 61.3 | 26.5 | 39 | 27.9 | 35.9 | |
| InternVL3.5-38BModel Category=Multimodal LLMs2026.06 | 60.3 | 38.1 | 32.3 | 32.3 | 39.5 | |
| InternVL3.5-8BModel Category=Multimodal LLMs2026.06 | 59.3 | 35.6 | 39.4 | 28.2 | 39.5 | |
| MiMo-VL-7B-RLModel Category=Multimodal LLMs2026.06 | 59.1 | 33.1 | 33.2 | 30.9 | 37.2 | |
| Gemma3-27B-itModel Category=General LLMs2026.06 | 57 | 33.7 | 38.3 | 31.8 | 38.6 | |
| Qwen2.5-72BModel Category=General LLMs2026.06 | 55.6 | 39.7 | 43.9 | 32.2 | 42.4 | |
| TimeOmni-1-7BModel Category=Time Series LLMs2026.06 | 54.7 | 31 | 36.5 | 32.2 | 36.6 | |
| Gemma3-12B-itModel Category=General LLMs2026.06 | 54.3 | 30.6 | 37.7 | 32.9 | 36.8 | |
| Qwen3-8BModel Category=General LLMs2026.06 | 52.6 | 29.1 | 47.4 | 32 | 38.3 | |
| TS-Reasoner-7BModel Category=Time Series LLMs2026.06 | 52.1 | 31.3 | 39.5 | 27.6 | 36.4 | |
| ChatTS-14BModel Category=Time Series LLMs2026.06 | 50.7 | 29.3 | 30.2 | 28.5 | 33 | |
| Qwen2.5-7BModel Category=General LLMs2026.06 | 49.6 | 28.3 | 34.8 | 28.5 | 33.7 | |
| Phi4-Multimodal-8BModel Category=Multimodal LLMs2026.06 | 49 | 26 | 30 | 32.1 | 31.9 | |
| Qwen3-1.7BModel Category=General LLMs2026.06 | 47 | 27.7 | 48.7 | 28.2 | 36.6 | |
| InternVL3.5-1BModel Category=Multimodal LLMs2026.06 | 45.9 | 27.8 | 38.6 | 28.2 | 33.8 | |
| Qwen2.5-3BModel Category=General LLMs2026.06 | 45.4 | 27.3 | 40.4 | 23.3 | 33.2 | |
| OpenTSLM-tsqa-sp-3BModel Category=Time Series LLMs2026.06 | 39.7 | 26.8 | 33.5 | 28.5 | 31 |