Datasets › Math23K

Math23K (Math23K for Math Word Problem Solving)

Introduced by Yan Wang et al. in Deep Neural Solver for Math Word Problems1 Sep 2017 archive 2025-07-28

Math23K is a dataset created for math word problem solving, contains 23, 162 Chinese problems crawled from the Internet. Refer to our paper for more details: The dataset is originally introduced in the paper Deep Neural Solver for Math Word Problems. The original files are originally split into train/test split, while other research efforts (https://github.com/2003pro/Graph2Tree) perform the train/dev/test split.

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Math Word Problem Solving Math23K GPT-4 (Teaching-Inspired) Accuracy (5-fold) 94.3 Teaching-Inspired Integrated Prompting Framework: A... sallytan13/teaching-inspired-prompting 19 Compare

Papers archive 2025-07-28

15 shown of 15 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 95. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Teaching-Inspired Integrated Prompting Framework: A Novel Approach for Enhancing Reasoning in Large Language Models 1 1 10 Oct 2024 ran 8 of 8 samples (0 unverified; 8 pointer-only for licence)
ATHENA: Mathematical Reasoning with Thought Expansion 1 2 2 Nov 2023 not harvested
An Expression Tree Decoding Strategy for Mathematical Equation Generation 1 1 14 Oct 2023 not harvested
Multi-View Reasoning: Consistent Contrastive Learning for Math Word Problem 1 1 21 Oct 2022 ran 1 of 13 samples (12 unverified)
Learning to Reason Deductively: Math Word Problem Solving as Complex Relation Extraction 1 1 19 Mar 2022 ran 2 of 3 samples (1 unverified; 3 pointer-only for licence)
Recall and Learn: A Memory-augmented Solver for Math Word Problems 1 1 27 Sep 2021 not harvested
Generate & Rank: A Multi-task Framework for Math Word Problems 0 1 7 Sep 2021 not harvested
MWPToolkit: An Open-Source Framework for Deep Learning-Based Math Word Problem Solvers 1 1 2 Sep 2021 ran 1 of 2 samples (1 unverified)
MWP-BERT: Numeracy-Augmented Pre-training for Math Word Problem Solving 1 1 28 Jul 2021 ran 2 of 4 samples (2 unverified; 4 pointer-only for licence)
Learning by Fixing: Solving Math Word Problems with Weak Supervision 1 1 19 Dec 2020 not harvested
Semantically-Aligned Universal Tree-Structured Solver for Math Word Problems 1 1 14 Oct 2020 ran 1 of 2 samples (1 unverified; 2 pointer-only for licence)
Graph-to-Tree Learning for Solving Math Word Problems 1 1 1 Jul 2020 not harvested
A Goal-Driven Tree-Structured Neural Model for Math Word Problems 1 1 10 Aug 2019 not harvested
Modeling Intra-Relation in Math Word Problems with Different Functional Multi-Head Attentions 1 1 1 Jul 2019 not harvested
Deep Neural Solver for Math Word Problems 0 1 1 Sep 2017 not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

Languages archive 2025-07-28

Variants archive 2025-07-28

  • Math23K

1 variant name, as the archive lists them.

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