Financial Strategy Generation on Crypto
0.01∆VaRDS-Agent
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DS-AgentLLM Backbone=GPT-4o2026.05 | 0.01 | 0.014 | — | 30.572 | |
| ResearchAgentLLM Backbone=GPT-4o2026.05 | 0.01 | 0.015 | — | 12.85 | |
| MOSAICLLM Backbone=GPT-4o2026.05 | 0.012 | 0.014 | — | 6.654 | |
| MOSAICLLM Backbone=GPT-5.42026.05 | 0.012 | 0.015 | — | 4.329 | |
| DS-AgentLLM Backbone=Claude2026.05 | 0.013 | 0.013 | — | 39.897 | |
| ResearchAgentLLM Backbone=Nova2026.05 | 0.013 | 0.017 | — | 21.249 | |
| MOSAICLLM Backbone=Nova2026.05 | 0.014 | 0.016 | — | 10.211 | |
| DS-AgentLLM Backbone=GPT-5.42026.05 | 0.014 | 0.014 | — | 29.352 | |
| ResearchAgentLLM Backbone=GPT-5.42026.05 | 0.014 | 0.015 | — | 13.236 | |
| ResearchAgentLLM Backbone=Claude2026.05 | 0.014 | 0.019 | — | 11.942 | |
| MOSAICLLM Backbone=Claude2026.05 | 0.015 | 0.016 | — | 10.687 | |
| TS-AgentLLM Backbone=GPT-4o2026.05 | 0.015 | 0.019 | — | 12.431 | |
| TS-AgentLLM Backbone=GPT-5.42026.05 | 0.015 | 0.022 | — | 4.53 | |
| TS-AgentLLM Backbone=Nova2026.05 | 0.015 | 0.023 | — | 12.416 | |
| DS-AgentLLM Backbone=Nova2026.05 | 0.015 | 0.017 | — | 30.868 | |
| TS-AgentLLM Backbone=Claude2026.05 | 0.017 | 0.024 | — | 11.297 | |
| AutoGluon2026.05 | 0.022 | 0.031 | — | 22.639 | |
| TS-AgentLLM Backbone=GPT-5.42026.05 | 4.4 | 5.4 | 100 | — | |
| TS-AgentLLM Backbone=GPT-4o2026.05 | 6.8 | 10.3 | 100 | — | |
| MOSAICLLM Backbone=GPT-4o2026.05 | 7.2 | 8.7 | 100 | — | |
| MOSAICLLM Backbone=GPT-5.42026.05 | 7.3 | 9.6 | 100 | — | |
| MOSAICLLM Backbone=Claude2026.05 | 7.5 | 10.4 | 100 | — | |
| MOSAICLLM Backbone=Nova2026.05 | 7.8 | 9.5 | 100 | — | |
| TS-AgentLLM Backbone=Claude2026.05 | 8.4 | 11.1 | 100 | — | |
| TS-AgentLLM Backbone=Nova2026.05 | 9.1 | 10.4 | 100 | — | |
| Optuna2026.05 | 9.1 | 12.6 | 100 | — | |
| ResearchAgentLLM Backbone=GPT-4o2026.05 | 9.3 | 10.5 | 80 | — | |
| ResearchAgentLLM Backbone=GPT-5.42026.05 | 9.4 | 10.5 | 80 | — | |
| DS-AgentLLM Backbone=GPT-5.42026.05 | 9.6 | 14.7 | 80 | — | |
| DS-AgentLLM Backbone=Nova2026.05 | 9.6 | 13 | 40 | — | |
| ResearchAgentLLM Backbone=Claude2026.05 | 9.9 | 13.4 | 100 | — | |
| DS-AgentLLM Backbone=GPT-4o2026.05 | 10.3 | 14.8 | 80 | — | |
| ResearchAgentLLM Backbone=Nova2026.05 | 10.3 | 10.5 | 40 | — | |
| DS-AgentLLM Backbone=Claude2026.05 | 11.9 | 15.2 | 100 | — |