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Multi-Hop Question Answering on En.QA

1.41Helmet Correctness ScoreDirect Input
0.4740.7170.961.203May 27, 2025

Evaluation results

MethodLinks
Direct InputBase Model=gpt-4o-mini-2024-07-18, Input length (#tokens)=128k2025.051.41
ExtAgents (Ours)Base Model=gpt-4o-mini-2024-07-18, Input length (#tokens)=1024k2025.051.2
LLM×MapReduceBase Model=gpt-4o-mini-2024-07-18, Input length (#tokens)=256k2025.051.12
ExtAgents (Ours)Base Model=Llama-3.1-8B-Instruct, Input length (#tokens)=1024k2025.051.09
Direct InputBase Model=Llama-3.1-8B-Instruct, Input length (#tokens)=128k2025.050.93
LLM×MapReduceBase Model=Llama-3.1-8B-Instruct, Input length (#tokens)=256k2025.050.78
Direct InputBase Model=DeepSeek-R1-Distill-Llama-8B, Input length (#tokens)=32k2025.050.69
Chain of AgentsBase Model=Llama-3.1-8B-Instruct, Input length (#tokens)=32k2025.050.51