mlsanityData to 14 Oct 2026

MWPRanker: An Expression Similarity Based Math Word Problem Retriever

arXiv 2307.01240 ↗First posted 3 Jul 2023cs.IR cs.AIcited by 1

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Abstract (arXiv)

Math Word Problems (MWPs) in online assessments help test the ability of the learner to make critical inferences by interpreting the linguistic information in them. To test the mathematical reasoning capabilities of the learners, sometimes the problem is rephrased or the thematic setting of the original MWP is changed. Since manual identification of MWPs with similar problem models is cumbersome, we propose a tool in this work for MWP retrieval. We propose a hybrid approach to retrieve similar MWPs with the same problem model. In our work, the problem model refers to the sequence of operations to be performed to arrive at the solution. We demonstrate that our tool is useful for the mentioned tasks and better than semantic similarity-based approaches, which fail to capture the arithmetic and logical sequence of the MWPs. A demo of the tool can be found at https://www.youtube.com/watch?v=gSQWP3chFIs

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 8 of its 14 references that are in the map. First posted on arXiv 3 Jul 2023.

Builds on

8 of 14 references.

References · 8

  1. 2021Training Verifiers to Solve Math Word Problemscited by 10,109
  2. 2017Inductive Representation Learning on Large Graphscited by 6,320
  3. 2021A Diverse Corpus for Evaluating and Developing English Math Word Problem Solverscited by 318
  4. 2021MWPToolkit: An Open-Source Framework for Deep Learning-Based Math Word Problem Solverscited by 39
  5. 2020Graph-to-Tree Neural Networks for Learning Structured Input-Output Translation with Applications to Semantic Parsing and Math Word Problemcited by 31
  6. 2021Seeking Patterns, Not just Memorizing Procedures: Contrastive Learning for Solving Math Word Problemscited by 30
  7. 2021Recall and Learn: A Memory-augmented Solver for Math Word Problemscited by 13
  8. 2018A Meaning-based Statistical English Math Word Problem Solvercited by 10

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Citing papers per year: 2024: 1.

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  1. 2023Math Word Problem Solving by Generating Linguistic Variants of Problem Statements
  2. 2022Analogical Math Word Problems Solving with Enhanced Problem-Solution Association
  3. 2024Learning by Analogy: Enhancing Few-Shot Prompting for Math Word Problem Solving with Computational Graph-Based Retrieval
  4. 2024Logic Contrastive Reasoning with Lightweight Large Language Model for Math Word Problems
  5. 2023Techniques to Improve Neural Math Word Problem Solvers
  6. 2022Why are NLP Models Fumbling at Elementary Math? A Survey of Deep Learning based Word Problem Solvers
  7. 2025Error Classification of Large Language Models on Math Word Problems: A Dynamically Adaptive Framework
  8. 2024Instructing Large Language Models to Identify and Ignore Irrelevant Conditions