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Question Answering on expert-curated (test)

31.65Token F1DoRA SFT with human-annotated supervision
22.612424.958727.30529.6513Apr 20, 2026

Evaluation results

MethodLinks
DoRA SFT with human-annotated supervisionRetrieval mechanism=GTE-based, Supervision strategy=Human-annotated2026.0431.6529.286.78-0.475.88
Llama3.1-8B-Instruct (base)Retrieval mechanism=GTE-based2026.0425.2723.56.62-0.82770.98
GPT-4oRetrieval mechanism=GTE-based2026.0425.1923.615.9-0.79371.05
DoRA SFTRetrieval mechanism=GTE-based, Supervision strategy=Synthetic-only2026.0422.9623.072-0.56572.26