Metric: Accuracy (5-fold) (higher is better)
| # | Model↕ | Accuracy (5-fold)▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | GPT-4 (Teaching-Inspired) | 94.3 | No | Teaching-Inspired Integrated Prompting Framework... | 2024-10-10 | Code |
| 2 | Multi-view* (ours) | 85.2 | Yes | Multi-View Reasoning: Consistent Contrastive Lea... | 2022-10-21 | Code |
| 3 | Generate and Rank | 84.3 | No | Generate & Rank: A Multi-task Framework for Math... | 2021-09-07 | - |
| 4 | Exp-Tree | 84.1 | No | An Expression Tree Decoding Strategy for Mathema... | 2023-10-14 | Code |
| 5 | REAL2: Memory-augmented Solver | 83.18 | No | - | - | - |
| 6 | Roberta-DeductReasoner | 83 | No | Learning to Reason Deductively: Math Word Proble... | 2022-03-19 | Code |
| 7 | MWP-BERT | 82.4 | No | MWP-BERT: Numeracy-Augmented Pre-training for Ma... | 2021-07-28 | Code |
| 8 | Recall and Learn | 80.8 | No | Recall and Learn: A Memory-augmented Solver for ... | 2021-09-27 | Code |
| 9 | RoBERTaGen | 76.6 | No | MWPToolkit: An Open-Source Framework for Deep Le... | 2021-09-02 | Code |
| 10 | GTS w/ Data Augmentation | 75.9 | No | - | - | - |
| 11 | Graph2Tree | 75.5 | No | - | - | Code |
| 12 | SAU-Solver | 74.84 | No | Semantically-Aligned Universal Tree-Structured S... | 2020-10-14 | Code |
| 13 | GTS | 74.3 | No | - | - | Code |
| 14 | GROUP-ATT | 66.9 | No | - | - | Code |
| 15 | Hybrid model w/ SNI | 64.7 | No | - | - | - |