| IDOL: Indicator-oriented Logic Pre-training for Logical Reasoning | ✓ Link | 80.6 | Rational Reasoner / IDOL | 2023-06-27 |
| | 80.0 | AMR-LE-Ensemble | |
| MERIt: Meta-Path Guided Contrastive Learning for Logical Reasoning | ✓ Link | 79.3 | MERIt(MERIt-deberta-v2-xxlarge ) | 2022-03-01 |
| | 79.3 | MERIt-deberta-v2-xxlarge deberta.v2.xxlarge.path.override_True.norm_1.1.0.w2.A100.cp200.s42 | |
| | 79.2 | Knowledge model | |
| | 77.2 | DeBERTa-v2-xxlarge-AMR-LE-Contraposition | |
| Logic-Driven Context Extension and Data Augmentation for Logical Reasoning of Text | ✓ Link | 76.1 | LReasoner ensemble | 2021-05-08 |
| Answer Uncertainty and Unanswerability in Multiple-Choice Machine Reading Comprehension | | 71.0 | ELECTRA and ALBERT | |
| | 69.7 | WWZ | |
| | 69.3 | xlnet-large-uncased [extended data] | |
| | 68.6 | albert_4gpus_bs2_DACE | |
| | 66.7 | Tournament2 | |
| | 65.6 | MERIt + Structure Decouple (roberta-large) | |
| Logiformer: A Two-Branch Graph Transformer Network for Interpretable Logical Reasoning | ✓ Link | 63.5 | RoBERTa-single | 2022-05-02 |
| | 63.2 | MERIT w/ reasoning aware | |
| | 62.6 | ALBERT-XXLarge-V2 | |
| | 61.7 | VDGN(RoBERTa single model) | |
| | 61.7 | ro_DA_CE_v100_224 | |
| | 60.3 | qmcurtis | |
| | 60.2 | AdaLoGN | |
| | 60.2 | Zhangjie666 | |
| | 59.2 | alsace | |
| Fact-driven Logical Reasoning for Machine Reading Comprehension | ✓ Link | 58.9 | RoBERTa-single | 2021-05-21 |
| DAGN: Discourse-Aware Graph Network for Logical Reasoning | ✓ Link | 58.2 | NAACL 2021 | 2021-03-26 |
| | 57.7 | Roberta Large GCN(dev: 0.63) | |
| | 57.7 | xlnet_l | |
| | 57.3 | elBERto | |
| | 56.9 | 5BitClan | |
| | 56.0 | SimChea | |
| ReClor: A Reading Comprehension Dataset Requiring Logical Reasoning | ✓ Link | 56.0 | XLNet-large | 2020-02-11 |
| | 55.6 | RoBERTa-large | |
| ReClor: A Reading Comprehension Dataset Requiring Logical Reasoning | ✓ Link | 50.4 | XLNet-base | 2020-02-11 |
| | 50.3 | BERT-large+MNLI | |
| | 49.8 | BERT-large | |
| ReClor: A Reading Comprehension Dataset Requiring Logical Reasoning | ✓ Link | 48.5 | RoBERTa-base | 2020-02-11 |
| ReClor: A Reading Comprehension Dataset Requiring Logical Reasoning | ✓ Link | 47.3 | BERT-base | 2020-02-11 |
| | 40.5 | Gariscat | |
| | 26.0 | BachTE | |
| | 25.3 | TwistedFate | |