Time Series Reasoning on MMTS-Bench
60Average ScoreTS-Agent
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TS-Agent2025.10 | 60 | 21 | 71 | 77 | 97 | |
| GPT-4oModality=Text2025.10 | 52 | 22 | 61 | 51 | 96 | |
| Gemini-2.5Modality=Vision2025.10 | 51 | 27 | 58 | 44 | 92 | |
| ChatTSModality=TS2025.10 | 49 | 39 | 50 | 37 | 80 | |
| Qwen2.5-7BModality=Text2025.10 | 45 | 33 | 44 | 40 | 69 | |
| Gemini-2.5Modality=Text2025.10 | 45 | 18 | 53 | 39 | 93 | |
| GPT-4o-miniModality=Text2025.10 | 43 | 17 | 52 | 44 | 85 | |
| ITFormerModality=TS2025.10 | 31 | 31 | 33 | 24 | 29 | |
| MistralModality=Text2025.10 | 28 | 13 | 37 | 24 | 40 |