OpenCodePapers
math-word-problem-solving-on-math23k
Mathematical Reasoning
Math Word Problem Solving
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Paper
Code
Accuracy (5-fold)
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Accuracy (training-test)
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weakly-supervised
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ModelName
ReleaseDate
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Teaching-Inspired Integrated Prompting Framework: A Novel Approach for Enhancing Reasoning in Large Language Models
✓ Link
94.3
GPT-4 (Teaching-Inspired)
2024-10-10
Multi-View Reasoning: Consistent Contrastive Learning for Math Word Problem
✓ Link
85.2
87.1
Multi-view* (ours)
2022-10-21
Generate & Rank: A Multi-task Framework for Math Word Problems
84.3
85.4
Generate and Rank
2021-09-07
An Expression Tree Decoding Strategy for Mathematical Equation Generation
✓ Link
84.1
86.2
Exp-Tree
2023-10-14
[]()
83.18
85.2
REAL2: Memory-augmented Solver
Learning to Reason Deductively: Math Word Problem Solving as Complex Relation Extraction
✓ Link
83
Roberta-DeductReasoner
2022-03-19
MWP-BERT: Numeracy-Augmented Pre-training for Math Word Problem Solving
✓ Link
82.4
84.7
MWP-BERT
2021-07-28
Recall and Learn: A Memory-augmented Solver for Math Word Problems
✓ Link
80.8
82.3
Recall and Learn
2021-09-27
MWPToolkit: An Open-Source Framework for Deep Learning-Based Math Word Problem Solvers
✓ Link
76.6
RoBERTaGen
2021-09-02
[]()
75.9
GTS w/ Data Augmentation
Graph-to-Tree Learning for Solving Math Word Problems
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75.5
77.4
Graph2Tree
2020-07-01
Semantically-Aligned Universal Tree-Structured Solver for Math Word Problems
✓ Link
74.84
SAU-Solver
2020-10-14
A Goal-Driven Tree-Structured Neural Model for Math Word Problems
✓ Link
74.3
GTS
2019-08-10
Modeling Intra-Relation in Math Word Problems with Different Functional Multi-Head Attentions
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66.9
69.5
GROUP-ATT
2019-07-01
Deep Neural Solver for Math Word Problems
64.7
Hybrid model w/ SNI
2017-09-01
ATHENA: Mathematical Reasoning with Thought Expansion
✓ Link
86.5
ATHENA (roberta-large)
2023-11-02
ATHENA: Mathematical Reasoning with Thought Expansion
✓ Link
84.4
ATHENA (roberta-base)
2023-11-02
[]()
66.9
T-RNN
Learning by Fixing: Solving Math Word Problems with Weak Supervision
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59.8
LBF
2020-12-19