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Knowledge-intensive QA on SQuAD 5-shot

90.38EM AccuracyADAFUSE (Top-2 Base)
70.755275.850180.94586.0399Jan 9, 2026

Evaluation results

MethodLinks
ADAFUSE (Top-2 Base)Base model selection strategy=Oracle top-2 base selection2026.0190.38
ADAFUSE (Fixed Base)Base model selection strategy=Fixed base pair (LLaMA-3.1-8B-Instruct and Mistral-7B-Instruct-v0.3)2026.0190.15
SWEETSPANBase model selection strategy=Fixed base pair (LLaMA-3.1-8B-Instruct and Mistral-7B-Instruct-v0.3)2026.0186.58
Mistral-7B-Instruct-v0.3Model Type=Base Model2026.0183.49
UniTEBase model selection strategy=Fixed base pair (LLaMA-3.1-8B-Instruct and Mistral-7B-Instruct-v0.3)2026.0182.17
LLM-BLENDERBase model selection strategy=Fixed base pair (LLaMA-3.1-8B-Instruct and Mistral-7B-Instruct-v0.3)2026.0182.13
InternLM3-8B-InstructModel Type=Base Model2026.0181.77
LLaMA-3.1-8B-InstructModel Type=Base Model2026.0180.13
Qwen3-8BModel Type=Base Model2026.0176.72
DEEPENBase model selection strategy=Fixed base pair (LLaMA-3.1-8B-Instruct and Mistral-7B-Instruct-v0.3)2026.0171.51