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Fact-checking on InFi-Check-FG 1.0 (test)

18.82PredELlama-3.1-8B-Instruct
15.761236.408157.05577.7019Jan 10, 2026

Evaluation results

MethodLinks
Llama-3.1-8B-Instructevaluation setting=zero-shot2026.0118.829.5231.033.130061.1117.66
Llama-3.1-8B-Instructevaluation setting=one-shot2026.0132.944.7613.7926.560088.4923.79
GPT-5evaluation setting=zero-shot2026.0163.5357.1462.0742.1916.6760.5341.2749.06
GPT-5evaluation setting=one-shot2026.0163.5361.951.7245.3113.3347.3741.2746.35
Claude-3.7-Sonnetevaluation setting=one-shot2026.0168.2471.4334.4821.8823.3378.9546.0349.19
Claude-3.7-Sonnetevaluation setting=zero-shot2026.0170.5966.6734.4837.526.6781.5853.9753.07
DeepSeek-V3.2-NoThinkevaluation setting=one-shot2026.0175.2971.4355.1715.6213.3389.4794.0559.19
Qwen3-8Bevaluation setting=zero-shot2026.0176.4752.3844.835005061.947.94
Qwen3-8Bevaluation setting=one-shot2026.0176.4752.3824.1470.3105080.1650.49
DeepSeek-V3.2-NoThinkevaluation setting=zero-shot2026.0178.8276.1958.629.3826.6786.8480.9559.64
GPT-4oevaluation setting=zero-shot2026.018076.1944.83503.3384.2184.9260.5
o3evaluation setting=zero-shot2026.018061.958.6243.75081.5880.1658
o3evaluation setting=one-shot2026.0181.1857.1458.6256.253.3381.5887.360.77
GPT-4oevaluation setting=one-shot2026.0184.7161.944.8375094.7491.6764.69
GPT-4.1evaluation setting=zero-shot2026.0185.8876.1937.9342.19063.1675.7954.45
GPT-4.1evaluation setting=one-shot2026.0185.8876.1941.3856.253.3368.4280.9558.91
InFi-Checker-Qwenbackbone=Qwen3-8B2026.0193.5191.6787.510088.8996.7788.0192.34
InFi-Checker-Llamabackbone=Llama-3.1-8B-Instruct2026.0195.2990.4879.3195.3186.6710089.2990.91