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ResearchFormerly WizWand

Math Word Problem Solving on MAWPS (5-fold cross-val)

92.3AccuracyMulti-view
58.18867.04475.984.756Sep 7, 2021Nov 14, 2021Jan 21, 2022Mar 30, 2022Jun 6, 2022Aug 13, 2022Oct 21, 2022
Updated 8mo ago

Evaluation results

MethodLinks
Multi-viewpre-trained=true, std_dev=0.162022.1092.3
RE-Deductioncategory=I-RE, pre-trained=true2022.1092.2
H-Reasonercategory=Structure-Gen, pre-trained=true2022.1089.8
Roberta-G2Tcategory=Structure-Gen, pre-trained=true2022.1088.7
Roberta-GTScategory=Structure-Gen, pre-trained=true2022.1088.5
RoGencategory=Seq2Seq, pre-trained=true2022.1088.4
BERTGencategory=Seq2Seq, pre-trained=true2022.1086.9
Transformercategory=Seq2Seq, pre-trained=false2022.1085.6
Graph2Treecategory=Structure-Gen, pre-trained=false2022.1085.6
T-Discategory=CL-Gen, pre-trained=true2022.1084.2
Gen-Rankcategory=Seq2Seq, pre-trained=false2022.1084
Generate & Ranktraining=multi-task training2021.0984
Graph2Tree2021.0983.7
GTScategory=Structure-Gen, pre-trained=false2022.1082.6
GTS2021.0982.6
mBARTtraining=fine-tuning2021.0980.1
GroupAttncategory=Seq2Seq, pre-trained=false2022.1076.1
Group-ATT2021.0976.1
Math-EN2021.0969.2
T-RNN2021.0966.8
DNS2021.0959.5