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Seeking Patterns, Not just Memorizing Procedures: Contrastive Learning
  for Solving Math Word Problems

Seeking Patterns, Not just Memorizing Procedures: Contrastive Learning for Solving Math Word Problems

16 October 2021
Zhongli Li
Wenxuan Zhang
Chao Yan
Qingyu Zhou
Chao Li
Hongzhi Liu
Yunbo Cao
    AIMat
ArXivPDFHTML

Papers citing "Seeking Patterns, Not just Memorizing Procedures: Contrastive Learning for Solving Math Word Problems"

32 / 32 papers shown
Title
A Survey on Mathematical Reasoning and Optimization with Large Language Models
A Survey on Mathematical Reasoning and Optimization with Large Language Models
Ali Forootani
OffRL
LRM
AI4CE
45
0
0
22 Mar 2025
A Diversity-Enhanced Knowledge Distillation Model for Practical Math Word Problem Solving
A Diversity-Enhanced Knowledge Distillation Model for Practical Math Word Problem Solving
Yi Zhang
Guangyou Zhou
Zhiwen Xie
Jinjin Ma
Jimmy Xiangji Huang
AIMat
43
4
0
08 Jan 2025
Mathematical Language Models: A Survey
Mathematical Language Models: A Survey
Wei Liu
Hanglei Hu
Jie Zhou
Yuyang Ding
Junsong Li
...
Mengliang He
Qin Chen
Bo Jiang
Aimin Zhou
Liang He
LRM
79
12
0
03 Jan 2025
How to Leverage Digit Embeddings to Represent Numbers?
How to Leverage Digit Embeddings to Represent Numbers?
Jasivan Sivakumar
N. Moosavi
23
0
0
01 Jul 2024
A Comprehensive Survey of Scientific Large Language Models and Their
  Applications in Scientific Discovery
A Comprehensive Survey of Scientific Large Language Models and Their Applications in Scientific Discovery
Yu Zhang
Xiusi Chen
Bowen Jin
Sheng Wang
Shuiwang Ji
Wei Wang
Jiawei Han
44
27
0
16 Jun 2024
Self-Consistency Boosts Calibration for Math Reasoning
Self-Consistency Boosts Calibration for Math Reasoning
Ante Wang
Linfeng Song
Ye Tian
Baolin Peng
Lifeng Jin
Haitao Mi
Jinsong Su
Dong Yu
LRM
23
5
0
14 Mar 2024
ATHENA: Mathematical Reasoning with Thought Expansion
ATHENA: Mathematical Reasoning with Thought Expansion
JB. Kim
Hazel Kim
Joonghyuk Hahn
Yo-Sub Han
ReLM
LRM
AIMat
42
7
0
02 Nov 2023
An Expression Tree Decoding Strategy for Mathematical Equation
  Generation
An Expression Tree Decoding Strategy for Mathematical Equation Generation
Wenqi Zhang
Yongliang Shen
Qingpeng Nong
Zeqi Tan
Zeqi Tan Yanna Ma
Weiming Lu
AIMat
31
6
0
14 Oct 2023
Solving Math Word Problems with Reexamination
Solving Math Word Problems with Reexamination
Yi Bin
Wenhao Shi
Yujuan Ding
Yang Yang
See-Kiong Ng
AIMat
27
4
0
14 Oct 2023
GraphReason: Enhancing Reasoning Capabilities of Large Language Models
  through A Graph-Based Verification Approach
GraphReason: Enhancing Reasoning Capabilities of Large Language Models through A Graph-Based Verification Approach
Lang Cao
LRM
34
11
0
18 Aug 2023
A Symbolic Character-Aware Model for Solving Geometry Problems
A Symbolic Character-Aware Model for Solving Geometry Problems
Maizhen Ning
Qiufeng Wang
Kaizhu Huang
Xiaowei Huang
31
16
0
05 Aug 2023
MinT: Boosting Generalization in Mathematical Reasoning via Multi-View
  Fine-Tuning
MinT: Boosting Generalization in Mathematical Reasoning via Multi-View Fine-Tuning
Zhenwen Liang
Dian Yu
Xiaoman Pan
Wenlin Yao
Qingkai Zeng
Xiangliang Zhang
Dong Yu
ALM
LRM
46
13
0
16 Jul 2023
MWPRanker: An Expression Similarity Based Math Word Problem Retriever
MWPRanker: An Expression Similarity Based Math Word Problem Retriever
Mayank Goel
Venktesh V
Vikram Goyal
21
1
0
03 Jul 2023
Math Word Problem Solving by Generating Linguistic Variants of Problem
  Statements
Math Word Problem Solving by Generating Linguistic Variants of Problem Statements
Syed Rifat Raiyan
Md. Nafis Faiyaz
S. Kabir
Mohsinul Kabir
H. Mahmud
Md. Kamrul Hasan
38
11
0
24 Jun 2023
Learning by Analogy: Diverse Questions Generation in Math Word Problem
Learning by Analogy: Diverse Questions Generation in Math Word Problem
Zihao Zhou
Maizhen Ning
Qiufeng Wang
Jie Yao
Wei Wang
Xiaowei Huang
Kaizhu Huang
AIMat
25
20
0
15 Jun 2023
Interpretable Math Word Problem Solution Generation Via Step-by-step
  Planning
Interpretable Math Word Problem Solution Generation Via Step-by-step Planning
Mengxue Zhang
Zichao Wang
Zhichao Yang
Weiqi Feng
Andrew S. Lan
LRM
22
16
0
01 Jun 2023
Neural Machine Translation for Mathematical Formulae
Neural Machine Translation for Mathematical Formulae
Felix Petersen
M. Schubotz
André Greiner-Petter
Bela Gipp
26
7
0
25 May 2023
Let GPT be a Math Tutor: Teaching Math Word Problem Solvers with
  Customized Exercise Generation
Let GPT be a Math Tutor: Teaching Math Word Problem Solvers with Customized Exercise Generation
Zhenwen Liang
W. Yu
Tanmay Rajpurohit
Peter Clark
Xiangliang Zhang
Ashwin Kaylan
32
37
0
22 May 2023
Non-Autoregressive Math Word Problem Solver with Unified Tree Structure
Non-Autoregressive Math Word Problem Solver with Unified Tree Structure
Yi Bin
Meng Han
Wenhao Shi
Lei Wang
Yang Yang
See-Kiong Ng
Heng Tao Shen
AIMat
22
7
0
08 May 2023
A Multi-Modal Neural Geometric Solver with Textual Clauses Parsed from
  Diagram
A Multi-Modal Neural Geometric Solver with Textual Clauses Parsed from Diagram
Ming-Liang Zhang
Fei Yin
Cheng-Lin Liu
AI4CE
53
40
0
22 Feb 2023
A Survey of Deep Learning for Mathematical Reasoning
A Survey of Deep Learning for Mathematical Reasoning
Pan Lu
Liang Qiu
Wenhao Yu
Sean Welleck
Kai-Wei Chang
ReLM
LRM
43
139
0
20 Dec 2022
Analogical Math Word Problems Solving with Enhanced Problem-Solution
  Association
Analogical Math Word Problems Solving with Enhanced Problem-Solution Association
Zhenwen Liang
Jipeng Zhang
Xiangliang Zhang
AIMat
34
17
0
01 Dec 2022
Generalizing Math Word Problem Solvers via Solution Diversification
Generalizing Math Word Problem Solvers via Solution Diversification
Zhenwen Liang
Jipeng Zhang
Lei Wang
Yan Wang
Jie Shao
Xiangliang Zhang
AIMat
23
8
0
01 Dec 2022
Chaining Simultaneous Thoughts for Numerical Reasoning
Chaining Simultaneous Thoughts for Numerical Reasoning
Zhihong Shao
Fei Huang
Minlie Huang
AIMat
AI4CE
16
18
0
29 Nov 2022
Textual Enhanced Contrastive Learning for Solving Math Word Problems
Textual Enhanced Contrastive Learning for Solving Math Word Problems
Yibin Shen
Qianying Liu
Zhuoyuan Mao
Fei Cheng
Sadao Kurohashi
13
8
0
29 Nov 2022
Multi-View Reasoning: Consistent Contrastive Learning for Math Word
  Problem
Multi-View Reasoning: Consistent Contrastive Learning for Math Word Problem
Wenqi Zhang
Yongliang Shen
Yanna Ma
Xiaoxia Cheng
Zeqi Tan
Qingpeng Nong
Weiming Lu
29
21
0
21 Oct 2022
Seeking Diverse Reasoning Logic: Controlled Equation Expression
  Generation for Solving Math Word Problems
Seeking Diverse Reasoning Logic: Controlled Equation Expression Generation for Solving Math Word Problems
Yibin Shen
Qianying Liu
Zhuoyuan Mao
Zhen Wan
Fei Cheng
Sadao Kurohashi
AIMat
37
5
0
21 Sep 2022
Why are NLP Models Fumbling at Elementary Math? A Survey of Deep
  Learning based Word Problem Solvers
Why are NLP Models Fumbling at Elementary Math? A Survey of Deep Learning based Word Problem Solvers
Sowmya S. Sundaram
Sairam Gurajada
M. Fisichella
Deepak P
Savitha Sam Abraham
ReLM
26
11
0
31 May 2022
Learning to Reason Deductively: Math Word Problem Solving as Complex
  Relation Extraction
Learning to Reason Deductively: Math Word Problem Solving as Complex Relation Extraction
Zhanming Jie
Jierui Li
Wei Lu
ReLM
AIMat
24
74
0
19 Mar 2022
MWP-BERT: Numeracy-Augmented Pre-training for Math Word Problem Solving
MWP-BERT: Numeracy-Augmented Pre-training for Math Word Problem Solving
Zhenwen Liang
Jipeng Zhang
Lei Wang
Wei Qin
Yunshi Lan
Jie Shao
Xiangliang Zhang
AIMat
44
61
0
28 Jul 2021
Investigating Math Word Problems using Pretrained Multilingual Language
  Models
Investigating Math Word Problems using Pretrained Multilingual Language Models
Minghuan Tan
Lei Wang
Lingxiao Jiang
Jing Jiang
LRM
25
33
0
19 May 2021
Improving BERT with Syntax-aware Local Attention
Improving BERT with Syntax-aware Local Attention
Zhongli Li
Qingyu Zhou
Chao Li
Ke Xu
Yunbo Cao
61
44
0
30 Dec 2020
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