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Math Word Problem Solving On Math23K

Metrics

Accuracy (training-test)

Results

Performance results of various models on this benchmark

Paper Title
ATHENA (roberta-base)84.4ATHENA: Mathematical Reasoning with Thought Expansion
GTS w/ Data Augmentation--
Generate and Rank85.4Generate & Rank: A Multi-task Framework for Math Word Problems
Exp-Tree86.2An Expression Tree Decoding Strategy for Mathematical Equation Generation
REAL2: Memory-augmented Solver85.2-
Graph2Tree77.4Graph-to-Tree Learning for Solving Math Word Problems
Multi-view* (ours)87.1Multi-View Reasoning: Consistent Contrastive Learning for Math Word Problem
SAU-Solver-Semantically-Aligned Universal Tree-Structured Solver for Math Word Problems
LBF-Learning by Fixing: Solving Math Word Problems with Weak Supervision
ATHENA (roberta-large)86.5ATHENA: Mathematical Reasoning with Thought Expansion
Recall and Learn82.3Recall and Learn: A Memory-augmented Solver for Math Word Problems
Roberta-DeductReasoner-Learning to Reason Deductively: Math Word Problem Solving as Complex Relation Extraction
GROUP-ATT69.5Modeling Intra-Relation in Math Word Problems with Different Functional Multi-Head Attentions
MWP-BERT84.7MWP-BERT: Numeracy-Augmented Pre-training for Math Word Problem Solving
RoBERTaGen-MWPToolkit: An Open-Source Framework for Deep Learning-Based Math Word Problem Solvers
GPT-4 (Teaching-Inspired)-Teaching-Inspired Integrated Prompting Framework: A Novel Approach for Enhancing Reasoning in Large Language Models
T-RNN66.9-
GTS-A Goal-Driven Tree-Structured Neural Model for Math Word Problems
Hybrid model w/ SNI-Deep Neural Solver for Math Word Problems
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