Hierarchical Time Series Reasoning on HiTSR
69L2 Local Pattern Differentiation AccuracyGPT-4o
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GPT-4oModality=Vision+Text (w/o index)2026.04 | 69 | 8 | 33 | 97 | 68 | 71 | |
| Qwen3-VL-8BModality=Vision+Text (w/ index)2026.04 | 69 | 19 | 70 | 89 | 78 | 46 | |
| Qwen3-VL-8BModality=Vision+Text (w/o index)2026.04 | 68 | 5 | 29 | 87 | 51 | 48 | |
| ChatTSModality=Time Series2026.04 | 67 | 37 | 54 | 88 | 63 | 70 | |
| Qwen3-VL-8BModality=Vision2026.04 | 65 | — | — | 88 | 47 | 35 | |
| Qwen3-8BModality=Text (w/o index)2026.04 | 59 | 33 | 67 | 66 | 36 | 54 | |
| GPT-4oModality=Text (w/ index)2026.04 | 55 | 23 | 66 | 98 | 62 | 62 | |
| Qwen3-8BModality=Text (w/ index)2026.04 | 55 | 60 | 80 | 89 | 64 | 66 | |
| GPT-4oModality=Vision2026.04 | 55 | — | — | 93 | 58 | 61 | |
| GPT-4oModality=Vision+Text (w/ index)2026.04 | 55 | 29 | 77 | 99 | 61 | 54 | |
| GPT-4oModality=Text (w/o index)2026.04 | 53 | 6 | 23 | 94 | 73 | 67 |