Factual Consistency Evaluation on FRANK CNNDM
61.8Spearman CorrelationALIGN
Evaluation Results
| Method | Links | |
|---|---|---|
| ALIGNModel size=large2023.07 | 61.8 | |
| ALIGNSCORE-largeType=Ours2023.05 | 60.9 | |
| ALIGNModel size=base2023.07 | 56.4 | |
| ALIGNSCORE-baseType=Ours2023.05 | 54.7 | |
| UniEvalType=Misc2023.05 | 54 | |
| UniEval2023.07 | 54 | |
| QAFactEvalType=QA2023.05 | 53.7 | |
| QAFactEval2023.07 | 53.7 | |
| BARTScoreType=Misc2023.05 | 53.3 | |
| BARTScore2023.07 | 53.3 | |
| SummaC-CONVType=NLI2023.05 | 52.4 | |
| CTCType=Misc2023.05 | 49.4 | |
| CTC2023.07 | 49.4 | |
| SummaC-ZSType=NLI2023.05 | 46.2 | |
| BERTScoreType=Similarity Matching2023.05 | 45.1 | |
| BERTScore2023.07 | 45.1 | |
| QuestEvalType=QA2023.05 | 40.5 | |
| BLEURTType=Regression2023.05 | 37.6 | |
| BLEURT2023.07 | 37.6 | |
| ROUGE-2Type=Similarity Matching2023.05 | 37.2 | |
| DAEType=NLI2023.05 | 36.9 | |
| ROUGE-LType=Similarity Matching2023.05 | 35.8 | |
| FactCCType=Misc2023.05 | 35.3 | |
| ROUGE-1Type=Similarity Matching2023.05 | 35.2 | |
| BLANCType=Misc2023.05 | 34.2 | |
| BLEUType=Similarity Matching2023.05 | 34 | |
| SimCSEType=Similarity Matching2023.05 | 31.3 | |
| NER-OverlapType=Similarity Matching2023.05 | 27.8 | |
| FEQAType=QA2023.05 | -2.9 | |
| MNLIType=NLI2023.05 | -5.5 |