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Cost and Coverage Evaluation on HotpotQA

0Cost (cents)LLaMA-3 EXIT
-33.08190.21413.5636.79Nov 14, 2025

Evaluation results

MethodLinks
LLaMA-3 EXITBase model=LLaMA-3.2-3b, alpha=0.12025.11071.844
RandomBase model=LLaMA-3.2-3b, alpha=0.12025.111.411611.511
LLaMA-3.2-3bBase model=LLaMA-3.2-3b, alpha=0.12025.114.44961.511
CPOBase model=LLaMA-3.2-3b, alpha=0.12025.114.65582.911
CCPO (λ = 0)Base model=LLaMA-3.2-3b, alpha=0.1, lambda=02025.117.06190.11.593.18
CCPO (λ = 1e−4)Base model=LLaMA-3.2-3b, alpha=0.1, lambda=1e-42025.117.39790.21.662.78
CPO batchBase model=LLaMA-3.2-3b, alpha=0.12025.118.00793.21.793.58
UALABase model=LLaMA-3.2-3b, alpha=0.12025.118.01292.322
CPO onlineBase model=LLaMA-3.2-3b, alpha=0.12025.118.82987.51.8563.11
GPT-4oBase model=LLaMA-3.2-3b, alpha=0.12025.1118.09851.151
GPT-4o EXITBase model=LLaMA-3.2-3b, alpha=0.12025.1182790.82.392.39