Factual Consistency Evaluation on TRUE benchmark
98.4PAWS (AUC-ROC)ALIGNSCORE-large
Evaluation results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ALIGNSCORE-largeType=Ours2023.05 | 98.4 | 82.9 | 78.6 | 98.3 | 94.9 | 92.1 | 85.1 | 76.1 | 89.5 | 83.5 | 82.5 | 87.4 | 83.8 | — | — | — | — | — | — | — | |
| ALIGNSCORE-baseType=Ours2023.05 | 97.3 | 80.8 | 76.1 | 97.8 | 94.6 | 90 | 83.1 | 79.9 | 87.7 | 79.6 | 82.4 | 86.3 | 82.5 | — | — | — | — | — | — | — | |
| M + A + WLM size=T5 XXL2024.02 | 89.95 | — | 76.45 | 88.55 | — | — | — | 79.49 | — | — | 83.56 | 85.69 | — | — | 90.6 | 87.23 | 86.73 | 79.44 | 85.56 | 95.07 | |
| SummaC-ZSType=NLI2023.05 | 89 | 77.6 | 81.8 | 97.2 | 92.8 | 86.9 | 87.1 | 58 | 76 | 75.3 | 83.2 | 82.2 | 78.2 | — | — | — | — | — | — | — | |
| SummaC-CONVType=NLI2023.05 | 88.2 | 79.1 | 77.5 | 97.5 | 92 | 89 | 81.2 | 67.2 | 77.7 | 76 | 81.6 | 82.5 | 78.7 | — | — | — | — | — | — | — | |
| WANLILM size=T5 XXL2024.02 | 87.29 | — | 84.88 | 87.38 | — | — | — | 73.29 | — | — | 82.47 | 83.72 | — | — | 88.59 | 72.18 | 82.85 | 74.61 | 92.4 | 94.97 | |
| GNLILM size=T5 XXL2024.02 | 87.1 | — | 77.4 | 87.69 | — | — | — | 79.97 | — | — | 84 | 85.75 | — | — | 91.38 | 85.48 | 87.03 | 79.28 | 88.57 | 95.34 | |
| ANLILM size=T5 XXL2024.02 | 86.35 | — | 74.68 | 90.59 | — | — | — | 76.41 | — | — | 79.77 | 82.98 | — | — | 87.9 | 82.08 | 84.68 | 75.79 | 81.06 | 93.46 | |
| QAFactEvalType=QA2023.05 | 86.1 | 80.9 | 75.8 | 73.6 | 86 | 88.5 | 81.8 | 67.3 | 83.9 | 76.1 | 81 | 80.1 | 79.4 | — | — | — | — | — | — | — | |
| M + A + WLM size=T5 LARGE2024.02 | 85.86 | — | 79.81 | 86.48 | — | — | — | 78.28 | — | — | 81.13 | 82.2 | — | — | 83.57 | 72.28 | 82.27 | 72.61 | 87.25 | 94.63 | |
| ANLILM size=T5 LARGE2024.02 | 84.72 | — | 78.43 | 89.63 | — | — | — | 75.49 | — | — | 78.21 | 81.46 | — | — | 81.78 | 74.69 | 81.81 | 71.6 | 85.63 | 94.03 | |
| GNLILM size=T5 LARGE2024.02 | 84.63 | — | 79.77 | 85.86 | — | — | — | 79.49 | — | — | 83.45 | 84.72 | — | — | 90.14 | 81.33 | 84.02 | 79.75 | 88.76 | 94.73 | |
| WANLILM size=T5 LARGE2024.02 | 83.17 | — | 82.16 | 82.79 | — | — | — | 67.7 | — | — | 80.37 | 79.72 | — | — | 80.31 | 74.46 | 71.11 | 72.86 | 89.15 | 93.82 | |
| MNLILM size=T5 XXL2024.02 | 83.11 | — | 76.84 | 84.58 | — | — | — | 78.31 | — | — | 81.76 | 82.79 | — | — | 88.18 | 79.03 | 83.07 | 72.35 | 88.32 | 95.13 | |
| MNLIType=NLI2023.05 | 81.3 | 44.6 | 71.8 | 80.2 | 93.1 | 57.2 | 76.5 | 59.1 | 42.6 | 50.1 | 81.5 | 67.1 | 60.4 | — | — | — | — | — | — | — | |
| UniEvalType=Misc, Variant=Consistency2023.05 | 80.1 | 81.2 | 70.4 | 79.1 | 92.1 | 88.1 | 80.4 | 66.8 | 86.5 | 76.7 | 73.6 | 79.5 | 78 | — | — | — | — | — | — | — | |
| BERTScoreType=Similarity Matching2023.05 | 78.6 | 72.3 | 70.2 | 58.2 | 54.2 | 84 | 68.6 | 52.5 | 70.6 | 44.3 | 86.4 | 67.2 | 68.6 | — | — | — | — | — | — | — | |
| BARTScoreType=Misc, Checkpoint=BART-Large-CNN2023.05 | 77.1 | 78.9 | 65.1 | 64.2 | 66.1 | 87.8 | 60.8 | 63.5 | 83.9 | 60.2 | 86.7 | 72.2 | 73.4 | — | — | — | — | — | — | — | |
| ROUGE-LType=Similarity Matching2023.05 | 75.9 | 80.4 | 60.6 | 59.7 | 56.4 | 83.6 | 65.4 | 62.8 | 77.6 | 59.3 | 85 | 69.7 | 71.8 | — | — | — | — | — | — | — | |
| MNLILM size=T5 LARGE2024.02 | 75.82 | — | 77.32 | 81.6 | — | — | — | 79.27 | — | — | 82.13 | 77.84 | — | — | 79.15 | 58.13 | 79.56 | 61.59 | 87.65 | 93.97 | |
| BLEUType=Similarity Matching2023.05 | 71.3 | 74.8 | 55.2 | 56.1 | 51.7 | 84.1 | 61.2 | 56.7 | 77.4 | 54.7 | 74.6 | 65.2 | 67.3 | — | — | — | — | — | — | — | |
| SimCSEType=Similarity Matching2023.05 | 69.2 | 70.2 | 66.2 | 63.8 | 72.7 | 72.9 | 70.6 | 64.6 | 74.9 | 56.5 | 86.1 | 69.8 | 70.3 | — | — | — | — | — | — | — | |
| QuestEvalType=QA2023.05 | 69 | 69.7 | 72.2 | 66.6 | 72.5 | 84 | 77.2 | 64.8 | 64.5 | 55.2 | 83.9 | 70.9 | 71.4 | — | — | — | — | — | — | — | |
| ROUGE-2Type=Similarity Matching2023.05 | 68.6 | 79.4 | 61.4 | 59.9 | 55.5 | 84.5 | 67.7 | 65 | 78.4 | 60.2 | 82.8 | 69.4 | 72.4 | — | — | — | — | — | — | — | |
| BLEURTType=Regression2023.05 | 68.4 | 68 | 72.9 | 61.8 | 59.5 | 81.6 | 73 | 65.5 | 71.2 | 56.2 | 86.6 | 69.5 | 71.9 | — | — | — | — | — | — | — | |
| CTCType=Misc, Variant=D-CNNDM2023.05 | 63.1 | 79.8 | 66.8 | 65 | 72.5 | 87.1 | 63.7 | 65 | 77.3 | 67.7 | 72 | 70.9 | 72.4 | — | — | — | — | — | — | — | |
| M + A + WLM size=T5 SMALL2024.02 | 59.15 | — | 66 | 72.71 | — | — | — | 69.69 | — | — | 79.08 | 65.33 | — | — | 50.2 | 47.35 | 61.76 | 46.75 | 76.01 | 89.94 | |
| GNLILM size=T5 SMALL2024.02 | 57.33 | — | 72.1 | 76.11 | — | — | — | 76.91 | — | — | 82.21 | 72.06 | — | — | 67.32 | 60.22 | 72.39 | 56.29 | 81.23 | 90.54 | |
| BLANCType=Misc2023.05 | 56 | 63.3 | 62.9 | 55.7 | 53.6 | 82.1 | 63.8 | 54.2 | 60.9 | 50.9 | 73.7 | 61.6 | 64 | — | — | — | — | — | — | — | |
| DAEType=NLI2023.05 | 55.8 | 60.3 | 57.7 | 60.2 | 77.8 | 77.9 | 54.7 | 81 | 56.9 | 67.5 | 69.4 | 65.4 | 65.7 | — | — | — | — | — | — | — | |
| FactCCType=Misc2023.05 | 53.4 | 68.6 | 59.3 | 54.7 | 58.7 | 70.7 | 55 | 56.1 | 70.1 | 64.4 | 57.6 | 60.8 | 62.7 | — | — | — | — | — | — | — | |
| NER-OverlapType=Similarity Matching2023.05 | 51.7 | 56.6 | 59.1 | 57.8 | 62.4 | 65.5 | 62.7 | 68.4 | 48.4 | 63.6 | 50.6 | 58.8 | 59.3 | — | — | — | — | — | — | — | |
| MNLILM size=T5 SMALL2024.02 | 51.68 | — | 68.4 | 70.1 | — | — | — | 70.3 | — | — | 80.77 | 63.48 | — | — | 49.62 | 37.76 | 58.3 | 45.97 | 76.1 | 89.33 | |
| WANLILM size=T5 SMALL2024.02 | 51.51 | — | 68.97 | 67.85 | — | — | — | 69.9 | — | — | 65.79 | 65.21 | — | — | 57.99 | 54.14 | 70.21 | 48.98 | 77.62 | 84.35 | |
| ROUGE-1Type=Similarity Matching2023.05 | 50.2 | 80.4 | 59.7 | 60.9 | 57.8 | 83.6 | 65.3 | 64.8 | 77.3 | 60.1 | 84.6 | 67.7 | 72 | — | — | — | — | — | — | — | |
| FEQAType=QA2023.05 | 50 | 49.5 | 53.2 | 49.9 | 51.1 | 63 | 50.5 | 48.8 | 50.1 | 49.4 | 53 | 51.7 | 52.2 | — | — | — | — | — | — | — | |
| ANLILM size=T5 SMALL2024.02 | 47.09 | — | 45.02 | 53.5 | — | — | — | 53.99 | — | — | 57.66 | 51.77 | — | — | 50.95 | 54.64 | 44.7 | 51.34 | 55.39 | 55.24 | |
| AllParameters=350M, Model calls=15, MC Dropout=true2023.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | 83.2 | — | — | — | — | — | — | |
| All (-MC)Parameters=350M, Model calls=1, MC Dropout=false2023.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | 82.7 | — | — | — | — | — | — | |
| Q2Parameters=930M (220+355+355), Model calls=#Q * (QI + 2)2023.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | 81.4 | — | — | — | — | — | — | |
| SummacZSParameters=355M, Model calls=#snt x #snt2023.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | 80.7 | — | — | — | — | — | — | |
| T5 ANLIParameters=11,000M, Model calls=12023.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | 81.5 | — | — | — | — | — | — |