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Commonsense Plausibility Estimation (Free-form Text) on CFC

49.01Spearman Correlation (ρ)Mistral_w/ CL
28.532433.848739.16544.4813Feb 19, 2025

Evaluation results

MethodLinks
Mistral_w/ CLInference Parameters=7B, Model Category=LM, Method Framework=ComPaSS, Contrastive Learning=Yes2025.0249.01
Mistral+likelihoodInference Parameters=7B, Model Category=LM, Evaluation Method=Likelihood, Method Framework=Baseline2025.0247.98
Qwen2_w/ CLInference Parameters=7B, Model Category=LM, Method Framework=ComPaSS, Contrastive Learning=Yes2025.0246.41
VERA-T5Inference Parameters=5B, Model Category=CSM, Method Framework=Baseline2025.0245.81
Qwen2+likelihoodInference Parameters=7B, Model Category=LM, Evaluation Method=Likelihood, Method Framework=Baseline2025.0245.1
RoBERTa_w/ CLInference Parameters=355M, Model Category=LM, Method Framework=ComPaSS, Contrastive Learning=Yes2025.0244.46
Qwen2_w/ CL+likelihoodInference Parameters=7B, Model Category=LM, Evaluation Method=Likelihood, Method Framework=Baseline, Contrastive Learning=Yes2025.0243
RoBERTa+likelihoodInference Parameters=355M, Model Category=LM, Evaluation Method=Likelihood, Method Framework=Baseline2025.0242.46
EVA-CLIPInference Parameters=695M, Model Category=VLM, Method Framework=ComPaSS2025.0241.46
RoBERTa_w/ CL+likelihoodInference Parameters=355M, Model Category=LM, Evaluation Method=Likelihood, Method Framework=Baseline, Contrastive Learning=Yes2025.0238.03
CLIPInference Parameters=124M, Model Category=VLM, Method Framework=ComPaSS2025.0235.13
ACCENTInference Parameters=440M, Model Category=CSM, Method Framework=Baseline2025.0235.04
Mistral+verbal.Inference Parameters=7B, Model Category=LM, Evaluation Method=Verbalization, Method Framework=Baseline2025.0232.06
Qwen2+verbal.Inference Parameters=7B, Model Category=LM, Evaluation Method=Verbalization, Method Framework=Baseline2025.0229.32