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Evidence-Based Fact-Checking on AMBIFC

85.2AccuracySTRMAC
41.93653.16864.475.632Nov 4, 2025

Evaluation results

MethodLinks
STRMACBase LLM Model=Llama3.1-70B2025.1185.233882.4
MOABase LLM Model=Llama3.1-70B2025.1183.26,004.445.6
MDAgentsBase LLM Model=Llama3.1-70B2025.1182.235,165.72.4
IG-MASBase LLM Model=Llama3.1-70B2025.1182.25,77746.1
STRMACBase LLM Model=Llama3.1-8B2025.1180.2182.378.8
Random-ChainBase LLM Model=Llama3.1-70B2025.1179.22,811.759.8
IG-MASBase LLM Model=Llama3.1-8B2025.1179.22,371.462.5
MOABase LLM Model=Llama3.1-8B2025.1173.36,427.238.5
MDAgentsBase LLM Model=Qwen2.5-32B2025.1172.327,817.94.5
STRMACBase LLM Model=Qwen2.5-32B2025.1172.3486.268.9
MDAgentsBase LLM Model=Llama3.1-8B2025.1171.344,514.30.8
Random-ChainBase LLM Model=Llama3.1-8B2025.1165.42,996.148.5
LLM-DebateBase LLM Model=Qwen2.5-32B2025.1165.46,686.833.5
IG-MASBase LLM Model=Qwen2.5-32B2025.1158.42,303.346.4
LLM-DebateBase LLM Model=Llama3.1-70B2025.1156.412,523.416.1
MOABase LLM Model=Qwen2.5-32B2025.1151.56,169.927.8
Random-ChainBase LLM Model=Qwen2.5-32B2025.1148.53,009.635.9
MACNETBase LLM Model=Llama3.1-70B2025.1147.5902.743.4
MACNETBase LLM Model=Qwen2.5-32B2025.1147.51,124.342.4
MACNETBase LLM Model=Llama3.1-8B2025.1146.596042.2
LLM-DebateBase LLM Model=Llama3.1-8B2025.1143.611,988.313.1