Forecasting on FOREC
86.4FSTimeMQA-Llama3-8B
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TimeMQA-Llama3-8BBackbone=Llama3-8B2026.01 | 86.4 | 42.41 | |
| ChatAD-Llama3-8BBackbone=Llama3-8B2026.01 | 84.9 | 42.32 | |
| TimeMQA-Qwen2.5-7BBackbone=Qwen2.5-7B2026.01 | 79.4 | 42.79 | |
| ChatAD-Mistral-7BBackbone=Mistral-7B2026.01 | 77.8 | 50.15 | |
| ChatAD*Backbone=Qwen2.5-7B, Enhancement=TKTO2026.01 | 74.6 | 29.04 | |
| TimeMQA-Mistral-7BBackbone=Mistral-7B2026.01 | 71.4 | 41.98 | |
| Llama3-8B-InstructBackbone=Llama3-8B2026.01 | 49.4 | 48.52 | |
| Qwen2.5-7B-InstructBackbone=Qwen2.5-7B2026.01 | 42.3 | 31.56 | |
| ChatAD-Qwen2.5-7BBackbone=Qwen2.5-7B2026.01 | 41.5 | 41.48 | |
| Mistral-7B-InstructBackbone=Mistral-7B2026.01 | 7.2 | — | |
| DS-Llama3-8BDistillation=DeepSeek-R1-Distill, Backbone=Llama3-8B2026.01 | 3.8 | — | |
| DS-Qwen2.5-7BDistillation=DeepSeek-R1-Distill, Backbone=Qwen2.5-7B2026.01 | 0.5 | — | |
| Qwen3-8BBackbone=Qwen3-8B2026.01 | 0.3 | — |