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Financial Advisory Preference Ranking on S&P 500 2017 (held-out)

56.8Win Rate vs Qwen3-VL-235BQwen3-VL-4B + Hindsight DPO
48.37650.56352.7554.937Apr 27, 2026

Evaluation results

MethodLinks
Qwen3-VL-4B + Hindsight DPOTraining Stage=Hindsight Direct Preference Optimization, Base Model=Qwen3-VL-4B, Evaluation protocol=LLM judge, Number of evaluation runs=52026.0456.852.671.4
Qwen3-VL-4B + SFT (Stage 1)Training Stage=Supervised Fine-Tuning (Stage 1), Base Model=Qwen3-VL-4B, Evaluation protocol=LLM judge, Number of evaluation runs=52026.0448.746.762.5