Scholar4AI Updated 2026-10-26 12:13 UTC+09:00

Text and NLP benchmarks

3 papers in the last 7 days · 8 of its 9 datasets mentioned

← Most-used data

Corpora and benchmarks for language understanding, question answering and text classification.

Key findings

  • Datasets in the category “Text and NLP benchmarks” were mentioned in 19 papers in the last 30 days (2026-09-27 to 2026-10-26), ranking #21 of the 58 data categories mentioned.
  • The most-mentioned were IMDb (6), GLUE / SuperGLUE (4), Retrieval and QA (MS MARCO, Natural Questions, HotpotQA) (4), Natural language inference (SNLI, MultiNLI) (3) and CoNLL (2).
  • By journal category: AI (15), Management (2), Finance (1) and Economics (1).
  • Most of them appeared in Artificial Intelligence Review (3), Pattern Recognition (2) and Knowledge and Information Systems (2).

Datasets

Datasets in this category · 2026-09-27 – 2026-10-26 (30 days)
DatasetPapersLast 7 daysNames searched for
IMDb61IMDb
GLUE / SuperGLUE41GLUE benchmark, General Language Understanding Evaluation, SuperGLUE, GLUE
Retrieval and QA (MS MARCO, Natural Questions, HotpotQA)40MS MARCO, MSMARCO, Natural Questions dataset, Natural Questions benchmark, HotpotQA
Natural language inference (SNLI, MultiNLI)31SNLI, MultiNLI, MNLI
CoNLL20CoNLL
Pre-training corpora (Common Crawl, C4, The Pile)20Common Crawl, CommonCrawl, C4 corpus, BookCorpus, RefinedWeb
Stanford Sentiment Treebank20Stanford Sentiment Treebank, SST-2, SST-5
AG News / 20 Newsgroups10AG News, AG's News, AGNews, 20 Newsgroups, 20Newsgroups
SQuAD00Stanford Question Answering Dataset, SQuAD
Papers mentioning these datasets, newest first.
DateTitleJournalAuthorsAffiliationsDatasets mentioned
2026-10-22Beyond the survey: a systematic empirical study of detection and association in visual MOTArtificial Intelligence ReviewLinh Van Ma, Juhua Hu, Wei Cheng et al.Gwangju Institute of Science and Technology; University of Washington TacomaGLUE / SuperGLUE
2026-10-21Quantum heterogeneous graph attention networkPattern RecognitionWenjie Liu, Bohan Du, Qingshan WuNanjing University of Information Science and TechnologyIMDb
2026-10-20Weighted UnLearning from Experience for Improved Spurious Correlation RobustnessMachine LearningJeff Mitchell, Jesus; id_orcid 0000-0002-9574-4138 Martinez-del-Rincon, Niall McLaughlinQueen's University BelfastNatural language inference (SNLI, MultiNLI)
2026-10-16Evaluating LLMs for named entity recognition: a cost-benefit analysis in the legal domainKnowledge and Information SystemsShefali Singhal, Eoin O’Connell, Niall McCarroll et al.University of Ulster; Ulster University, Derry-Londonderry Campus; Ulster HospitalCoNLL
2026-10-14$$\Delta $$Semantics: a neuro-symbolic framework for dynamic ontological reasoning with proof-carrying machine learningKnowledge and Information SystemsRahul Kumar Singh, Ashok Kumar, Rajat KumarNoida International University; Teerthanker Mahaveer University; Galgotias UniversityRetrieval and QA (MS MARCO, Natural Questions, HotpotQA)
2026-10-11Enhanced DNMF-graph integrated multilevel semantic factorization for contextual named entity recognitionNeural NetworksPallabi Kakati, Devendra DandotiyaPresidency University; Presidency UniversityCoNLL
2026-10-11LiteSent: a lightweight adaptive multi-scale framework for social media and review-based sentiment classificationKnowledge-Based SystemsDharmendra Dangi, Dheeraj Kumar Dixit, Amit BhagatIndian Institute of Information Technology Bhopal; Madhav Institute of Technology & Science; Maulana Azad National Institute of TechnologyIMDb
2026-10-08HAPO: Hierarchical affinity aware propagation for unsupervised graph anomaly detectionPattern RecognitionHuahua Ding, Chaofan Dai, Haohao Zhou et al.National University of Defense TechnologyIMDb
2026-10-06Chronologically consistent large language modelsJournal of Financial EconomicsSongrun He, Linying Lv, Asaf Manela et al.Chinese University of Hong Kong; Washington University in St. Louis; University of IowaGLUE / SuperGLUE, Stanford Sentiment Treebank, Natural language inference (SNLI, MultiNLI), Pre-training corpora (Common Crawl, C4, The Pile)
2026-10-06Rising rested bandits: Lower bounds and efficient algorithmsArtificial IntelligenceMarco Fiandri, Alberto Maria Metelli, Francesco TrovòIMDb
2026-10-01ARION: Attention-Optimized Transformer Inference on Encrypted DataExpert Systems with ApplicationsLinhan Yang, Jingwei Chen, Wangchen Dai et al.Sun Yat-sen University; Chongqing Institute of Green and Intelligent Technology; University of Chinese Academy of Sciences; …Stanford Sentiment Treebank
2026-10-01Ontology-guided neuro-symbolic GraphRAG for grounded query answeringNeural Computing and ApplicationsDomenico Benfenati, Antonio M. RinaldiUniversity of Naples Federico IIRetrieval and QA (MS MARCO, Natural Questions, HotpotQA)
2026-10-01RDD: Improving Structure from Motion with a Robust Feature Detector and DescriptorInternational Journal of Computer VisionG Chen, Tianwen Fu, Haiwei Chen et al.University of Southern California; Creative Technologies (United States)GLUE / SuperGLUE
2026-10-01How sustainability affects financial brand value: A decision matrix for CMOs and CFOsEuropean Management JournalGabriela Salinas, Carmen AbrilUniversidad Pontificia Comillas; Universidad Complutense de MadridAG News / 20 Newsgroups
2026-10-01A comprehensive survey on multimodal sentiment analysis: Approaches, challenges and open issuesInternational Journal of Information ManagementFatemeh Hemmatian, Arash Sabbaghi, Mohammad Karim SohrabiIslamic Azad University SemnanGLUE / SuperGLUE, IMDb, Natural language inference (SNLI, MultiNLI)
2026-09-30Towards optimized forward–forward training for neural networksArtificial Intelligence ReviewYomna Abdulgawad Elnady, Amany Mahmoud Sarhan, Mohammad Ali EitaTanta University; ElSewedy University of TechnologyIMDb
2026-09-30U-RAG: Utility-aware Retrieval-Augmented Generation via marginal gain modelingInformation Processing & ManagementYao Guohui, Ying Tang, Haiming Wu et al.Beijing Institute of Technology; The Open University; Beijing Information Science & Technology UniversityRetrieval and QA (MS MARCO, Natural Questions, HotpotQA)
2026-09-28Mapping the RAG landscape: a four-axis taxonomy of efficiency, defense, interactivity, and reasoningArtificial Intelligence ReviewMeghana Sunil, Vaddepalli Shravya, Shravan Venkatraman et al.Vellore Institute of Technology University; Mohamed bin Zayed University of Artificial IntelligenceRetrieval and QA (MS MARCO, Natural Questions, HotpotQA)
2026-09-27The fantasy of digital immateriality: AI, ecologically unequal exchange, and appropriation of lived human timeEcological EconomicsMaximilian Pieper, Alf HornborgUniversity of Augsburg; Lund UniversityPre-training corpora (Common Crawl, C4, The Pile)