Sequential Trading on S&P 500 Sequential Trading Stage II
12.04Overall ReturnClaude-4.5-Sonnet
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Claude-4.5-SonnetProvider=Anthropic2026.04 | 12.04 | 0.82 | 54.5 | 21.26 | 3.8 | 14.59 | -0.24 | 0.26 | -9.6 | |
| DeepSeek-v3.1Provider=DeepSeek-AI2026.04 | 10.56 | 1.3 | 64.8 | 45.84 | 3.75 | -14.45 | -33.43 | 0.29 | -4.23 | |
| Ours (Full Model)Backbone=Llama-3.1-8B-Instruct, Fine-tuning=Q-LoRA, CORA=true, DARA=true, Verification=true2026.04 | 7.64 | 1.7 | 82.7 | 43.66 | 8.19 | -21.67 | -36.94 | 0.93 | -2.64 | |
| GPT-5.1Provider=OpenAI2026.04 | 7.08 | 0.68 | 157.7 | 10.52 | -13.1 | 9.81 | -3.41 | 0.91 | -7.89 | |
| Qwen3-8BParameters=8B, Provider=Alibaba2026.04 | 6.33 | 0.87 | 185.2 | 10.71 | -21.42 | 8.05 | -25.23 | 0.24 | -13.96 | |
| Llama-3.1-8B-InstructParameters=8B, Provider=Meta2026.04 | 6.23 | 1.11 | 284.6 | 24.61 | -14.35 | -4.93 | -32.6 | -0.99 | -14.68 | |
| Ours w/o DARABackbone=Llama-3.1-8B-Instruct, Fine-tuning=Q-LoRA, CORA=true2026.04 | 3.07 | 0.96 | 29.5 | 22.39 | 3.81 | -13.39 | -29.37 | 0.22 | -1.69 | |
| Ours w/o CORA, DARA & VerificationBackbone=Llama-3.1-8B-Instruct, Fine-tuning=Q-LoRA2026.04 | 1.36 | 1.22 | 141.2 | 27.57 | 1.04 | -14.25 | -28.36 | 0.19 | -5.42 | |
| Mistral-7B-Instruct-v0.3Parameters=7B2026.04 | 0.43 | 1.19 | 315.2 | 20.12 | -11.17 | -19.41 | -47.57 | 0.57 | -12.99 |