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Factuality Correction on BIO dataset

93Factual PrecisionLLM2
30.646.86379.2Jan 16, 2026

Evaluation results

MethodLinks
LLM2Base Model=llama-3.3-70b-instruct, Evaluation Stage=After Correction2026.0193
RACBase Model=llama-3.3-70b-instruct, Evaluation Stage=After Correction2026.0191
FACTCORRECTORBase Model=llama-3.3-70b-instruct, Evaluation Stage=After Correction2026.0191
FACTCORRECTORBase Model=granite-4.0-h-small, Evaluation Stage=After Correction2026.0190
FACTCORRECTORBase Model=mixtral-8x22b-instruct, Evaluation Stage=After Correction2026.0187
CRITICBase Model=llama-3.3-70b-instruct, Evaluation Stage=After Correction2026.0186
LLM2Base Model=mixtral-8x22b-instruct, Evaluation Stage=After Correction2026.0186
RACBase Model=granite-4.0-h-small, Evaluation Stage=After Correction2026.0186
RACBase Model=gpt-oss-120b, Evaluation Stage=After Correction2026.0186
RACBase Model=mixtral-8x22b-instruct, Evaluation Stage=After Correction2026.0184
CRITICBase Model=granite-4.0-h-small, Evaluation Stage=After Correction2026.0180
LLM2Base Model=granite-4.0-h-small, Evaluation Stage=After Correction2026.0179
LLM2Base Model=gpt-oss-120b, Evaluation Stage=After Correction2026.0179
LLM1Base Model=llama-3.3-70b-instruct, Evaluation Stage=After Correction2026.0176
CRITICBase Model=mixtral-8x22b-instruct, Evaluation Stage=After Correction2026.0175
FACTCORRECTORBase Model=gpt-oss-120b, Evaluation Stage=After Correction2026.0175
granite-4.0-h-smallEvaluation Stage=Before Correction2026.0172
LLM1Base Model=mixtral-8x22b-instruct, Evaluation Stage=After Correction2026.0172
LLM1Base Model=granite-4.0-h-small, Evaluation Stage=After Correction2026.0171
llama-3.3-70b-instructEvaluation Stage=Before Correction2026.0165
mixtral-8x22b-instructEvaluation Stage=Before Correction2026.0164
gpt-oss-120bEvaluation Stage=Before Correction2026.0156
CRITICBase Model=gpt-oss-120b, Evaluation Stage=After Correction2026.0156
LLM1Base Model=gpt-oss-120b, Evaluation Stage=After Correction2026.0133