Math Word Problem Solving on MathQA

Metric: Answer Accuracy (lower is better)

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#	Model↕	Answer Accuracy▲	Extra Data	Paper	Date↕	Code
1	MWP-BERT	76.6	No	MWP-BERT: Numeracy-Augmented Pre-training for Ma...	2021-07-28	Code
2	Roberta-DeductReasoner	78.6	No	Learning to Reason Deductively: Math Word Proble...	2022-03-19	Code
3	Multi-view	80.6	Yes	Multi-View Reasoning: Consistent Contrastive Lea...	2022-10-21	Code
4	Exp-Tree	81.5	No	An Expression Tree Decoding Strategy for Mathema...	2023-10-14	Code
5	ELASTIC (RoBERTa-large)	83	No	ELASTIC: Numerical Reasoning with Adaptive Symbo...	2022-10-18	Code

#1MWP-BERTSOTA
76.6
Answer Accuracy· 2021-07-28
MWP-BERT: Numeracy-Augmented Pre-training for Math Word Problem Solving Code
#2Roberta-DeductReasoner
78.6
Answer Accuracy· 2022-03-19
Learning to Reason Deductively: Math Word Problem Solving as Complex Relation Extraction Code
#3Multi-view
80.6
Answer Accuracy· Extra Data· 2022-10-21
Multi-View Reasoning: Consistent Contrastive Learning for Math Word Problem Code
#4Exp-Tree
81.5
Answer Accuracy· 2023-10-14
An Expression Tree Decoding Strategy for Mathematical Equation Generation Code
#5ELASTIC (RoBERTa-large)
83
Answer Accuracy· 2022-10-18
ELASTIC: Numerical Reasoning with Adaptive Symbolic Compiler Code