GSM8K / MATH

data category: LLM evaluation benchmarks · 0 papers in the last 7 days

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Benchmarks used to compare large language models on knowledge, reasoning, math and code.

Names searched for: GSM8K, MATH benchmark, MATH dataset

Key findings#

From Nov 2023 to Oct 2026, 51 archived papers mentioned GSM8K / MATH in their title, abstract or keywords (the search of earlier months' full texts is still under way), most of them in Aug 2026 (8).
GSM8K / MATH was mentioned in 1 paper in the last 30 days (2026-10-06 to 2026-11-04), ranking #172 of the 255 datasets mentioned.
By journal category: AI (1).
Most of them appeared in Neural Networks (1).
From 2017 to 2026 (so far), GSM8K / MATH was mentioned in 51 papers in the tracked journals, most of them in AI (48), information systems (1) and operations research (1).
21 of them were published in 2025, against 0 in 2017.
Since 2023, the institutions with the most of these papers were National University of Singapore (3), South China University of Technology (3) and The Hong Kong University of Science and Technology (Guangzhou) (3).
The journals publishing most of them were IEEE Transactions on Pattern Analysis and Machine Intelligence (8), Artificial Intelligence Review (6) and Information Processing & Management (4).
The most-cited of them is “A Survey on Mixture of Experts in Large Language Models” (IEEE Transactions on Knowledge and Data Engineering, 2025), with 172 citations.
Papers use GSM8K / MATH most often with MMLU (24), HumanEval / MBPP (16) and TruthfulQA / HellaSwag / ARC (16); it has 15 partners in the code and data network, in the group around Twitter / X, Facebook, YouTube / TikTok.

Mentions over 36 months#

Papers mentioning it by publication month, Nov 2023 to Oct 2026 (titles, abstracts and keywords; the full texts of earlier months are still being searched)
Trend	Nov 23–Oct 24	Nov 24–Oct 25	Nov 25–Oct 26	36 months
	4	18	29	51

Papers per year#

20172026 (so far)

Papers per publication year and category
Category	2023	2024	2025	2026 (so far)
AI	1	4	21	22
Information Systems	0	0	0	1
Operations Research	0	0	0	1
Finance	0	0	0	1
All categories	1	4	21	25

Where the papers come from#

Journals with the most papers, since 2023
#	Journal	Papers
1	IEEE Transactions on Pattern Analysis and Machine Intelligence	8
2	Artificial Intelligence Review	6
3	Information Processing & Management	4
4	Expert Systems with Applications	4
5	Neural Networks	3
6	IEEE Transactions on Knowledge and Data Engineering	3
7	Nature Machine Intelligence	3
8	Neural Computing and Applications	2
9	Knowledge-Based Systems	2
10	Information Fusion	2

Institutions with the most papers, since 2023
#	Institution	Papers
1	National University of Singapore	3
2	South China University of Technology	3
3	The Hong Kong University of Science and Technology (Guangzhou)	3
4	Wuhan University	3
5	Beihang University	2
6	Beijing University of Posts and Telecommunications	2
7	Chinese Academy of Sciences	2
8	Chinese University of Hong Kong	2
9	City University of Hong Kong	2
10	East China Normal University	2

Countries with the most papers, since 2023
#	Country	Papers
1	China	29
2	United States	11
3	Hong Kong	6
4	United Kingdom	5
5	Singapore	4
6	United Arab Emirates	3
7	Australia	3
8	Canada	3
9	Germany	3
10	Italy	3

Keywords with the most papers, since 2023
#	Keyword	Papers
1	large language models	39
2	GSM8K	5
3	chain-of-thought prompting	5
4	mathematical reasoning	5
5	prompt engineering	4
6	LLM agents	3
7	arithmetic reasoning	3
8	hallucination mitigation	3
9	knowledge distillation	3
10	mixture of experts	3

Most-cited papers#

Most-cited papers since 2017
#	Citations	Per month	Title	Journal	Published	Authors
1	172	7.8	A Survey on Mixture of Experts in Large Language Models	IEEE Transactions on Knowledge and Data Engineering	2025-01-01	Weilin Cai, Juyong Jiang, Fan Wang et al.
2	158	6.0	Recent Advances in Generative AI and Large Language Models: Current Status, Challenges, and Perspectives	IEEE Transactions on Artificial Intelligence	2024-08-19	Desta Haileselassie Hagos, Rick Battle, Danda B. Rawat
3	119	9.8	Datasets for large language models: a comprehensive survey	Artificial Intelligence Review	2025-10-31	Yang Liu, Jiahuan Cao, Chongyu Liu et al.
4	104	5.9	Inadequacies of Large Language Model Benchmarks in the Era of Generative Artificial Intelligence	IEEE Transactions on Artificial Intelligence	2025-05-13	Timothy R. McIntosh, Teo Sušnjak, Nalin Asanka Gamagedara Arachchilage et al.
5	94	3.6	Contrasting Linguistic Patterns in Human and LLM-Generated News Text	Artificial Intelligence Review	2024-08-23	Alberto Muñoz-Ortiz, Carlos Gómez‐Rodríguez, David Vilares

Archive counts by publication year: a paper counts when its title, abstract or keywords name the dataset, or when OpenAlex's full-text search finds it there (searched for the last 30 days' papers and, by a pass over the past years, for older ones). Names added to the list later are looked for in older papers as the archive is read again.

Used together with#

Papers use GSM8K / MATH most often with MMLU (24), HumanEval / MBPP (16) and TruthfulQA / HellaSwag / ARC (16); it has 15 partners in the code and data network, in the group around Twitter / X, Facebook, YouTube / TikTok. The whole network →

What papers use GSM8K / MATH together with (at least 3 papers; lift 1 = chance)
Used with	Type	Papers using both	Lift
MMLU	Dataset	24	247.8
HumanEval / MBPP	Dataset	16	395.6
TruthfulQA / HellaSwag / ARC	Dataset	16	186.5
Hugging Face Hub	Dataset	15	26.6
BIG-bench	Dataset	11	289.5
MT-Bench / Chatbot Arena	Dataset	8	78.6
Retrieval and QA (MS MARCO, Natural Questions, HotpotQA)	Dataset	8	87.0
Wikipedia	Dataset	8	6.8
ImageNet	Dataset	6	2.1
GLUE / SuperGLUE	Dataset	5	37.8
CIFAR-10 / CIFAR-100	Dataset	3	1.9
MIMIC	Dataset	3	9.4

Papers mentioning GSM8K / MATH in the last 30 days, newest first.
Date	Title	Journal	Authors	Affiliations
2026-10-19	CODER: Data-efficient activation of mathematical reasoning via difficulty-aware core-set	Neural Networks	Lei Wang, GuoAo Liu, Xiaoyong Zhao	Beijing Information Science & Technology University

Cite this page

Scholar4AI. (2026). GSM8K / MATH. Journal and Conference Research Rankings. Retrieved November 4, 2026, from https://scholar4ai.com/datasets/gsm8k-math

@misc{scholar4ai-datasets-gsm8k-math,
  author = {{Scholar4AI}},
  title = {GSM8K / MATH},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/datasets/gsm8k-math}},
  urldate = {2026-11-04},
  note = {Journal and Conference Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}

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