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Binary Fact-checking on MeetingBank

87.6Macro-F1GPT-5
61.28868.11974.9581.781Jan 10, 2026

Evaluation results

MethodLinks
GPT-5Model Category=The State-of-the-Art LLMs, Prompting Format=InFi-Check reasoning format, Number of Shots=zero/one-shot2026.0187.6
GPT-4.1Model Category=The State-of-the-Art LLMs, Prompting Format=InFi-Check reasoning format, Number of Shots=zero/one-shot2026.0186.3
Claude-3.7-SonnetModel Category=The State-of-the-Art LLMs, Prompting Format=InFi-Check reasoning format, Number of Shots=zero/one-shot2026.0184
o3Model Category=The State-of-the-Art LLMs, Prompting Format=InFi-Check reasoning format, Number of Shots=zero/one-shot2026.0183.8
DeepSeek-V3.2-NoThinkModel Category=The State-of-the-Art LLMs, Prompting Format=InFi-Check reasoning format, Number of Shots=zero/one-shot2026.0182.9
InFi-Checker-QwenModel Category=Specialized Fact-Checking Models, Backbone=Qwen3-8B, Training=Fine-tuned2026.0178.5
MiniCheckModel Category=Specialized Fact-Checking Models2026.0177.8
GPT-4oModel Category=The State-of-the-Art LLMs, Prompting Format=InFi-Check reasoning format, Number of Shots=zero/one-shot2026.0176.9
AlignScore-largeModel Category=Specialized Fact-Checking Models2026.0176.5
ClearCheck (COT)Model Category=Specialized Fact-Checking Models2026.0175.8
Qwen3-8BModel Category=The Open-Source Models, Prompting Format=InFi-Check reasoning format, Number of Shots=zero/one-shot2026.0174.2
FactCGModel Category=Specialized Fact-Checking Models2026.0171.9
InFi-Checker-LlamaModel Category=Specialized Fact-Checking Models, Backbone=Llama-3.1-8B-Instruct, Training=Fine-tuned2026.0165.8
Llama-3.1-8B-InstructModel Category=The Open-Source Models, Prompting Format=InFi-Check reasoning format, Number of Shots=zero/one-shot2026.0162.3