Math Word Problem Solving on MAWPS (5-fold cross-val)
92.3AccuracyMulti-view
Evaluation Results
| Method | Links | |
|---|---|---|
| Multi-viewpre-trained=true, std_dev=0.162022.10 | 92.3 | |
| RE-Deductioncategory=I-RE, pre-trained=true2022.10 | 92.2 | |
| H-Reasonercategory=Structure-Gen, pre-trained=true2022.10 | 89.8 | |
| Roberta-G2Tcategory=Structure-Gen, pre-trained=true2022.10 | 88.7 | |
| Roberta-GTScategory=Structure-Gen, pre-trained=true2022.10 | 88.5 | |
| RoGencategory=Seq2Seq, pre-trained=true2022.10 | 88.4 | |
| BERTGencategory=Seq2Seq, pre-trained=true2022.10 | 86.9 | |
| Transformercategory=Seq2Seq, pre-trained=false2022.10 | 85.6 | |
| Graph2Treecategory=Structure-Gen, pre-trained=false2022.10 | 85.6 | |
| T-Discategory=CL-Gen, pre-trained=true2022.10 | 84.2 | |
| Gen-Rankcategory=Seq2Seq, pre-trained=false2022.10 | 84 | |
| Generate & Ranktraining=multi-task training2021.09 | 84 | |
| Graph2Tree2021.09 | 83.7 | |
| GTScategory=Structure-Gen, pre-trained=false2022.10 | 82.6 | |
| GTS2021.09 | 82.6 | |
| mBARTtraining=fine-tuning2021.09 | 80.1 | |
| GroupAttncategory=Seq2Seq, pre-trained=false2022.10 | 76.1 | |
| Group-ATT2021.09 | 76.1 | |
| Math-EN2021.09 | 69.2 | |
| T-RNN2021.09 | 66.8 | |
| DNS2021.09 | 59.5 |