Local Pattern Perception on BEDTime
75.6AccuracyLLATISA
Evaluation results
| Method | Links | |
|---|---|---|
| LLATISAModality=Vision (plot + num)2026.04 | 75.6 | |
| GPT-4oModality=Vision (plot)2026.04 | 72.2 | |
| GPT-4oModality=Vision + Text (w/o index)2026.04 | 65.8 | |
| GPT-4oModality=Vision + Text (w/ index)2026.04 | 65.8 | |
| GPT-4oModality=Vision (plot + num)2026.04 | 65.4 | |
| ChatTSModality=Time Series2026.04 | 57 | |
| GPT-4oModality=Text (w/o index)2026.04 | 47.6 | |
| Qwen3-VL-8BModality=Vision + Text (w/ index)2026.04 | 43 | |
| Qwen3-VL-8BModality=Vision + Text (w/o index)2026.04 | 42.8 | |
| Qwen3-VL-8BModality=Vision (plot)2026.04 | 38.2 | |
| Qwen3-VL-8BModality=Vision (plot + num)2026.04 | 36.4 | |
| Qwen3-8BModality=Text (w/o index)2026.04 | 35.6 | |
| Time-R1Modality=Text (w/o index)2026.04 | 32.4 | |
| Time-MQAModality=Text (w/o index)2026.04 | 19 | |
| OpenTSLMModality=Time Series2026.04 | 7.8 |