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Knowledge-intensive QA on TriviaQA (5-shot)

82.17Exact Match AccuracyADAFUSE (Top-2 Base)
64.02268.733573.44578.1565Jan 9, 2026

Evaluation results

MethodLinks
ADAFUSE (Top-2 Base)Base model selection strategy=Oracle top-2 base selection2026.0182.17
ADAFUSE (Fixed Base)Base model selection strategy=Fixed base pair (LLaMA-3.1-8B-Instruct and Mistral-7B-Instruct-v0.3)2026.0182.17
UniTEBase model selection strategy=Fixed base pair (LLaMA-3.1-8B-Instruct and Mistral-7B-Instruct-v0.3)2026.0181.38
SWEETSPANBase model selection strategy=Fixed base pair (LLaMA-3.1-8B-Instruct and Mistral-7B-Instruct-v0.3)2026.0180.75
LLaMA-3.1-8B-InstructModel Type=Base Model2026.0178.97
Mistral-7B-Instruct-v0.3Model Type=Base Model2026.0177.27
LLM-BLENDERBase model selection strategy=Fixed base pair (LLaMA-3.1-8B-Instruct and Mistral-7B-Instruct-v0.3)2026.0175.58
DEEPENBase model selection strategy=Fixed base pair (LLaMA-3.1-8B-Instruct and Mistral-7B-Instruct-v0.3)2026.0173.85
InternLM3-8B-InstructModel Type=Base Model2026.0165.38
Qwen3-8BModel Type=Base Model2026.0164.72