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Commonsense Triple Validation on Benchmark ¬ATOMIC

83Valid PrecisionClaude Sonnet 4
54.9262.2169.576.79Apr 21, 2026

Evaluation results

MethodLinks
Claude Sonnet 4Evaluation Protocol=Few-shot learning2026.0483385351635646645461565656
Llama 3.1 70BEvaluation Protocol=Few-shot learning2026.0473546250735948384356555353
GPT-4oEvaluation Protocol=Few-shot learning2026.0471485154655951545153545254
Llama 3.1 70BEvaluation Protocol=Fine-tuning2026.0470767379485951685865636364
Llama 3.1 8BEvaluation Protocol=Fine-tuning2026.0457806767485653454858575556
Llama 3.1 8BEvaluation Protocol=Few-shot learning2026.045658574071525471345453744