LLM evaluation benchmarks

0 papers in the last 7 days · 3 of its 6 datasets mentioned

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

Key findings#

Datasets in the category “LLM evaluation benchmarks” were mentioned in 7 papers in the last 30 days (2026-09-27 to 2026-10-26), ranking #40 of the 58 data categories mentioned.
The most-mentioned were MT-Bench / Chatbot Arena (4), GSM8K / MATH (2) and TruthfulQA / HellaSwag / ARC (1).
By journal category: AI (5), Finance (1) and Management (1).
Most of them appeared in Neural Computing and Applications (2), Neural Networks (1) and Journal of Financial Economics (1).

Datasets#

Datasets in this category · 2026-09-27 – 2026-10-26 (30 days)
Dataset	Papers	Names searched for
MT-Bench / Chatbot Arena	4	MT-Bench, Chatbot Arena
GSM8K / MATH	2	GSM8K, MATH benchmark, MATH dataset
TruthfulQA / HellaSwag / ARC	1	TruthfulQA, HellaSwag, AI2 Reasoning Challenge, ARC-Challenge, ARC-Easy
BIG-bench	0	BIG-bench, BIG-Bench Hard
HumanEval / MBPP	0	HumanEval, MBPP
MMLU	0	MMLU, Massive Multitask Language Understanding

Papers mentioning these datasets, newest first.
Date	Title	Journal	Authors	Affiliations	Datasets mentioned
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	GSM8K / MATH
2026-10-06	Chronologically consistent large language models	Journal of Financial Economics	Songrun He, Linying Lv, Asaf Manela et al.	Chinese University of Hong Kong; Washington University in St. Louis; University of Iowa	TruthfulQA / HellaSwag / ARC
2026-10-03	StoryReasoning dataset: Using chain-of-thought for scene understanding and grounded story generation	Pattern Recognition	Daniel A. P. Oliveira, David Martins de Matos	Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento; University of Lisbon; Instituto Superior Técnico	MT-Bench / Chatbot Arena
2026-10-02	Assessing inter-rater agreement among large language model judges: Evidence from persona evaluation across varying educational risk contexts	Technological Forecasting and Social Change	Danial Amin, Joni O. Salminen, Bernard J. Jim Jansen	University of Vaasa; Peking University; Nankai University	MT-Bench / Chatbot Arena
2026-10-01	Ontology-guided neuro-symbolic GraphRAG for grounded query answering	Neural Computing and Applications	Domenico Benfenati, Antonio M. Rinaldi	University of Naples Federico II	MT-Bench / Chatbot Arena
2026-10-01	Performance within the foundation paradox: the case for small qualitative evaluations	Neural Computing and Applications	Michael P. Simeone, Jacki Hyatt, Elisa Jayne Bienenstock et al.	Arizona State University	MT-Bench / Chatbot Arena
2026-09-28	Mapping the RAG landscape: a four-axis taxonomy of efficiency, defense, interactivity, and reasoning	Artificial Intelligence Review	Meghana Sunil, Vaddepalli Shravya, Shravan Venkatraman et al.	Vellore Institute of Technology University; Mohamed bin Zayed University of Artificial Intelligence	GSM8K / MATH

Cite this page

Scholar4AI. (2026). LLM evaluation benchmarks. Journal Research Rankings. Retrieved October 26, 2026, from https://scholar4ai.com/datasets/llm-evaluation-benchmarks

@misc{scholar4ai-datasets-llm-evaluation-benchmarks,
  author = {{Scholar4AI}},
  title = {LLM evaluation benchmarks},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/datasets/llm-evaluation-benchmarks}},
  urldate = {2026-10-26},
  note = {Journal Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}

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