Natural Language Datasets

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5 papers in the last four weeks, up 67% on the four weeks before. 0.0% of all new papers.

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  1. Dataset Signatures in Human-LLM Interactions and User Modeling

    Oct 4, 2026Joseph Suh, Serina ChangNatural Language DatasetsHuman-Ai Interaction

    University of California, Berkeley

  2. Scalable, Transferable Meta-network for Data Selection Requires a Different Loss (and Why the Obvious Choice is Problematic)

    Oct 1, 2026Zilin Du, Bowen Yang, Boyang Albert LiNatural Language DatasetsTraining Data

    College of Computing and Data Science Nanyang Technological University Singapore

  3. It's All Training: A Fully Synthetic Single-Stage Recipe for LLMs

    Sep 29, 2026Pierre-Carl Langlais, Pieter Delobelle, Yannick Detrois +7Synthetic Training DataSynthetic Data

    PleIAs · Sorbonne Center for Artificial Intelligence · Sciences Po Médialab +6

  4. From Normative Frameworks to Alignment Data: Constructing and Evaluating SFT and Preference Data

    Sep 28, 2026Husrev Taha Sencar, Rezart Beka, Danish Naeem +6Large Language Model AlignmentSocial Norms

    Qatar Computing Research Institute, HBKU, Qatar. · College of Islamic Studies, HBKU, Qatar. · Argumentation and Conflict Studies, Ibn Haldun University, Turkiye. +1

  5. ParsHate: A Benchmark Dataset for Hate and Target Detection in Persian

    Sep 14, 2026Zahra Bokaei, Walid Magdy, Bonnie WebberHate Speech DetectionHate Speech

    School of Informatics University of Edinburgh

  6. Does task decomposition improve automatic NLG evaluation?

    Sep 1, 2026Sebastian Steindl, Nikos Voskarides, Alberto Gasparin +1Llm-As-A-JudgeNatural Language Datasets

    Amazon, Barcelona, Spain · Amazon, Berlin, Germany

  7. Token Distribution versus Data Volume: Domain Balancing in Multi-Domain Meeting Summarisation

    Aug 16, 2026Ashima Sood, Bryan Gardiner, Joan CondellBalanced LearningNatural Language Datasets

    School of Computing, Engineering and Intelligent Systems, Ulster University Londonderry, Northern Ireland, United Kingdom

  8. ViTOED: A Dataset for Target-Oriented Emotion Detection on Vietnamese Social Media Texts

    Aug 13, 2026Chanh Vo, Son T. Luu, Ngan Luu-Thuy NguyenEmotion RecognitionNatural Language Datasets

    Faculty of Information Science and Engineering, University of Information Technology, Ho Chi Minh City · Vietnam National University, Ho Chi Minh City, Vietnam

  9. Selecting Open-Weight Language Models for Zero-Shot Intent Classification: A Systematic Evaluation of 41 Models

    Jul 29, 2026Parishruthi Ganesh, Gerry Dozier, Cheryl SealsInstruction-Tuned ModelsNatural Language Datasets

    Department of Computer Science and Software Engineering Auburn University Auburn, Alabama, USA

  10. DataOrchestra: Learning to Orchestrate Per-Example Curation of Pretraining Data

    Jul 27, 2026Zhen Huang, Yikun Wang, Shijie Xia +1Data-CurationPretraining

    1Fudan University · 3SII · 4GAIR +1

  11. IKS-Instruct: A 24,000-Example Multilingual Dataset for Teaching Language Models Indian Knowledge Systems

    Jul 25, 2026Shwetha Singaravelu, Gayathri Muruganantham, Lakshmi Rajendran +1Natural Language DatasetsInstruction

    Intrinsic Lab, Centre for Sensors, Instrumentation and Cyber-Physical System Engineering (Centre for SeNSE), Indian Institute of Technology Delhi, New Delhi 110016, India · RSL Quantum, FITT, IIT Delhi, New Delhi 110016, India

  12. SpEmoC: A Balanced Speaker-Segment Multimodal Emotion Benchmark

    Jul 20, 2026Sania Bano, Shahzad Ahmad, Santosh Kumar Vipparthi +2Emotion RecognitionMultimodal Dataset

    CVPR Lab, Indian Institute of Technology Ropar, India · Østfold University College, Norway · CVPR Lab, SCSS, Trinity College Dublin, Ireland

  13. Can Transformers Really Do It All? On the Compatibility of Inductive Biases Across Tasks

    Jul 20, 2026Damien Teney, Liangze Jiang, Hemanth Saratchandran +1Transformer ArchitecturesInductive Bias

    Idiap Research Institute · Adelaide University · EPFL

  14. Exploring Post-Training Alignment of Small Language Models for Biomedical Data-to-Text Generation: A Case Study of Medication Leaflet

    Jul 15, 2026Xi Yang, Guodong Liu, Chuqin Li +10Large Language Model AlignmentBiomedical Text

    Advanced Intelligence, Eli Lilly and Company, Indianapolis, IN, USA · Department of Biostatistics and Health Data Science, Indiana University, Indianapolis, IN, USA · Center for Biomedical Informatics, Regenstrief Institute, Indianapolis, IN, United States +2

  15. Data-Efficient Adaptation of LLMs via Attention Head Reweighting

    Jul 15, 2026Tuomas Oikarinen, Zixiao Chen, Charlotte Siska +3Parameter-Efficient AdaptationNatural Language Datasets

    UC San Diego, Microsoft Research · Microsoft Security AI · UC San Diego +1

  16. Learning to Fine-tune Foundation Models under Resource Limitations

    Jul 12, 2026Thomas Tsouparopoulos, Iordanis KoutsopoulosContinual Fine-TuningWireless Foundation Models

    Department of Informatics Athens University of Economics and Business Athens, Greece

  17. PLURAL: A Global Dataset for Value Alignment

    Jul 9, 2026Dhruv Agarwal, Anya Shukla, Tanya Goyal +1Preference DatasetsPluralistic Alignment

    Cornell University

  18. SalAngaBhava: A Sinhala Market Dataset for Aspect-based Sentiment Analysis

    Jul 6, 2026Lakshani Galwatta, Nisansa de Silva, Sarangi Aththanayake +1Natural Language DatasetsIndian Languages

    Dept. of Computer Science & Engineering, University of Moratuwa, Sri Lanka. · School of Technologies, Cardiff Metropolitan university, United Kingdom.

  19. When Reranking Hurts: Uncertainty-Based Gating for Few-Shot Reranking

    Jun 30, 2026Orian Dabod, Amir DN Cohen, Gabriel StanovskyRerankingNatural Language Datasets

    The Hebrew University of Jerusalem · OriginAI / Ramat Gan, Israel

  20. Improving Large-Scale Weakly Supervised ASR by Filtering and Selection

    Jun 27, 2026Kohei Matsuura, Masato MimuraAutomatic Speech RecognitionCharacter Error Rate

    Human Informatics Laboratories, NTT Corporation, Japan

  21. ToxiREX: A Dataset on Toxic REasoning in ConteXt

    Jun 26, 2026Stefan F. Schouten, Ilia Markov, Piek VossenHarmful LanguageToxicity

    Vrije Universiteit Amsterdam, the Netherlands

  22. L3Cube-MahaPOS: A Marathi Part-of-Speech Tagging Dataset and BERT Models

    Jun 23, 2026Hariom Ingle, Ronit Ghode, Ishwari Gondkar +2Natural Language DatasetsTagging

    Department of Information Technology, PICT, Pune, India · L3 Cube Labs, Pune, India · Indian Institute of Technology Madras, Chennai, India

  23. Evaluating and Preserving Lexical Stress in English-to-Chinese Speech-to-Speech Translation

    Jun 13, 2026Yuchen Song, Xi Chen, Mingze Li +1Speech TranslationTranslation Quality

    The Chinese University of Hong Kong, Shenzhen, China · Shenzhen Loop Area Institute, China

  24. AudioDER: A Deduplication-Enhanced Reasoning Dataset for Post-Training Large Audio-Language Models

    Jun 12, 2026Hui Geng, Yi Su, Han Yin +7Large Audio Language ModelsTable Reasoning Datasets

    College of Computer Science and Technology, National University of Defense Technology Changsha, Hunan, China · Korea Advanced Institute of Science and Technology (KAIST) Korea · Shanghai Jiaotong University Shanghai, China

  25. The Culture Funnel: You Can't Align What isn't in the Data

    Jun 11, 2026Ananya Sahu, Mehrnaz Mofakhami, Daniel D'Souza +3Cultural AwarenessLarge Language Model Alignment

    CohereCorrespondingLabs

  26. System Report for CCL25-Eval Task 5: New Dataset and LoRA-Fine-Tuned Qwen2.5

    Jun 10, 2026Haotao XiePoetryNatural Language Datasets

    The Hangzhou International Innovation Institute · Beihang University

  27. AgriGov: A Structured Multilingual Dataset Curation for Indian Government Schemes for Farmers

    Jun 6, 2026Mohsina Bilal, Gopakumar GNatural Language DatasetsIndian Languages

    Computer Science and Engineering Department, National Institute of Technology Calicut, Kozhikode, 673601, Kerala, India.

  28. ACAT: A Collaborative Platform for Efficient Aspect-Based Sentiment Dataset Annotation

    Jun 2, 2026Ana-Maria Luisa Mocanu, Ciprian-Octavian Truica, Elena-Simona ApostolSentimentInter-Annotator Agreement

    1National University of Science and Technology POLITEHNICA Bucharest, Romania · 2Academy of Romanian Scientists, Ilfov 3, Bucharest, 050044, Romania

  29. KletterMix: Climbing Toward High-Quality German Pretraining Data

    Jun 2, 2026Maurice Kraus, Ruben Härle, Sebastian Sztwiertnia +4Natural Language DatasetsLarge Language Model Pretraining

    AI & ML Group, TU Darmstadt · Lab1141 · Fraunhofer IAIS +3

  30. ClinicalMC: A Benchmark for Multi-Course Clinical Decision-Making with Large Language Models

    Jun 2, 2026Ruihui Hou, Siyi Zhu, Ziyue Huai +4Multimodal Clinical DataNatural Language Datasets

    East China University of Science and Technology, Shanghai, China · Renji Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China.

  31. Translating Classical Poetry into Modern Prose

    Jun 1, 2026Chalamalasetti Kranti, Sowmya VajjalaPoetryNatural Language Datasets

    Computational Linguistics, University of Potsdam, Germany · National Research Council, Ottawa, Canada

  32. Demystifying Data Organization for Enhanced LLM Training

    May 28, 2026Yalun Dai, Yangyu Huang, Tongshen Yang +8Large Language Model TrainingData-Curation

    Nanyang Technological University · Microsoft Research · The Hong Kong University of Science and Technology

  33. Data filtering methods for training language models

    May 28, 2026Egor Shevchenko, Elena BruchesNatural Language DatasetsAutomatic Labelling

  34. VLMs May Not Globally Enhance Human Alignment over LLMs During Natural Reading

    May 27, 2026Jinzhou Wu, Zhengwu Ma, Jixing Li +2Vision-Language Foundation ModelsNatural Language Datasets

    Department of Mechanical and Vehicle Engineering, Chongqing University · Department of Linguistics and Translation, City University of Hong Kong · McGovern Institute for Brain Research, Massachusetts Institute of Technology

  35. How Human-Like Are Large Language Models? A Register-Aware Linguistic Evaluation Framework

    May 22, 2026Björn Nieth, Marianna Gracheva, Michaela Mahlberg +2Large Language Model EvaluationLinguistics

    Department Artificial Intelligence in Biomedical Engineering (AIBE), FAU Erlangen-Nürnberg, Germany · Department of Digital Humanities and Social Studies (DHSS), FAU Erlangen-Nürnberg, Germany · University of Birmingham, United Kingdom +2

  36. A Scalable Tool for Measuring Manner and Result Verbs in Developmental Language Research

    May 15, 2026Divyesh Pratap Singh, Dakshesh Gusain, Federica Bulgarelli +4Language AcquisitionNatural Language Datasets

    University at Buffalo · Nanyang Technological University · The University of Texas at Austin

  37. LLMs as annotators of credibility assessment in Danish asylum decisions: evaluating classification performance and errors beyond aggregated metrics

    May 13, 2026Galadrielle Humblot-Renaux, Mohammad N. S. Jahromi, Rohat Bakuri-Jørgensen +7Large Language Model AnnotationsCredibility

    Visual Analysis and Perception Lab, Aalborg University · Pioneer Center for AI, Denmark · Center of Excellence for Global Mobility Law, University of Copenhagen +1

  38. Can Language Models Analyze Data? Evaluating Large Language Models for Question Answering over Datasets

    May 11, 2026Andreas Xenofontos, Pavlos FafaliosTable Reasoning DatasetsNatural Language Datasets

    School of Production Engineering and Management, Technical University of Crete, Greece · Institute of Computer Science, Foundation for Research and Technology - Hellas, Greece.

  39. Generating training datasets for legal chatbots in Korean

    May 8, 2026Changhoe Hwang, Jee-Sun Nam, Eric LaporteChatbotsNatural Language Datasets

    Hankuk University of Foreign Studies, DICORA · Univ Gustave Eiffel, CNRS, LIGM

  40. Automatic Reflection Level Classification in Hungarian Student Essays

    May 4, 2026Zsolt Csibi, Mónika Sándor, Mónika Serfőző +2Automated Essay ScoringNatural Language Datasets

    Department of Artificial Intelligence, Faculty of Informatics, Eötvös Lor´and University, Budapest, Hungary · Department of Education, Faculty of Primary and Pre-school Education, Eötvös Lor´and University, Budapest, Hungary

  41. SiNFluD: Creating and Evaluating Figurative Language Dataset for Sindhi

    May 2, 2026Wazir Ali, Adeeb Noor, Saifullah TumraniNatural Language DatasetsMetaphors

    Department of Data Science, Quaid-e-Awam University of Engineering, Science and Technology, Nawabshah, Pakistan. · SoloGenAI Pvt. Ltd. · Department of Information Technology, Faculty of Computing and Information Technology, King Abdulaziz University, Jeddah, Saudi Arabia. +1

  42. SCARV: Structure-Constrained Aggregation for Stable Sample Ranking in Redundant NLP Datasets

    May 1, 2026Xu Zheng, Feiyu Wu, Linhong Wu +2Natural Language Datasets

    School of Cyber Engineering, Xidian University

  43. Progressing beyond Art Masterpieces or Touristic Clichés: how to assess your LLMs for cultural alignment?

    Apr 28, 2026António Branco, João Silva, Nuno Marques +10Cultural AwarenessLarge Language Model Alignment

    †University of Lisbon · ‡University of Beira Interior

  44. Programming with Data: Test-Driven Data Engineering for Self-Improving LLMs from Raw Corpora

    Apr 27, 2026Chenkai Pan, Xinglong Xu, Yuhang Xu +6Training DataNatural Language Datasets

    Zhejiang University · University of Chinese Academy of Sciences · Shanghai Artificial Intelligence Laboratory

  45. Chinese-SkillSpan: A Span-Level Dataset for ESCO-Aligned Competency Extraction from Chinese Job Ads

    Apr 24, 2026Guojing Li, Zichuan Fu, Junyi Li +6JobsNamed-Entity Recognition

    City University of Hong Kong · Renmin University of China

  46. Why are all LLMs Obsessed with Japanese Culture? On the Hidden Cultural and Regional Biases of LLMs

    Apr 23, 2026Joseba Fernandez de Landa, Carla Perez-Almendros, Jose Camacho-ColladosLarge Language Model BiasNatural Language Datasets

    HiTZ Center - Ixa, University of the Basque Country EHU · Cardiff University

  47. CHASM: Unveiling Covert Advertisements on Chinese Social Media

    Apr 22, 2026Jingyi Zheng, Tianyi Hu, Yule Liu +5Social Media PostsContent Moderation

    Hong Kong University of Science and Technology (Guangzhou) · Aarhus Univeristy

  48. AlignCultura: Towards Culturally Aligned Large Language Models?

    Apr 21, 2026Gautam Siddharth Kashyap, Mark Dras, Usman NaseemCultural AwarenessLarge Language Model Alignment

    School of Computing, Macquarie University, Australia

  49. BhashaSutra: A Task-Centric Unified Survey of Indian NLP Datasets, Corpora, and Resources

    Apr 20, 2026Raghvendra Kumar, Devankar Raj, Sriparna SahaIndian LanguagesNatural Language Datasets

    Department of Computer Science and Engineering, Indian Institute of Technology Patna, India · Indian Institute of Technology Patna, India

  50. Not All Subjectivity Is the Same! Defining Desiderata for the Evaluation of Subjectivity in NLP

    Mar 30, 2026Urja Khurana, Michiel van der Meer, Enrico Liscio +2SubjectivityDesiderata

    Department of Intelligent Systems, Delft University of Technology · Leiden Institute of Advanced Computer Science (LIACS), Leiden University · Computational Linguistics and Text Mining Lab, Vrije Universiteit Amsterdam

  51. Deriving Neural Scaling Laws from the statistics of natural language

    Feb 7, 2026Francesco Cagnetta, Allan Raventós, Surya Ganguli +1Scaling LawsNext-Token Distribution

    Theoretical and Scientific Data Science, International School for Advanced Studies (SISSA), Trieste, Italy · Department of Applied Physics, Stanford University, Stanford, California · Department of Physics and Astronomy, Johns Hopkins University, Baltimore, Maryland +1

  52. The Role of Dataset Linguistic Structure in the Cultural Awareness of Large Language Models

    Feb 1, 2026Reem I. Masoud, Chen Feng, Shunta Asano +3Natural Language DatasetsCultural Awareness

    University College London · King Abdulaziz University · Queen’s University Belfast +3

  53. LuxIT: A Luxembourgish Instruction Tuning Dataset from Monolingual Seed Data

    Oct 28, 2025Julian Valline, Cedric Lothritz, Siwen Guo +1Multimodal Continual Instruction TuningNatural Language Datasets

    Luxembourg Institute of Science and Technology 5 Av. des Hauts-Fourneaux L-4362 Esch-sur-Alzette

  54. Removing Noise, not Finding Gold: Quality Filtering for Large-Scale Pretraining

    Oct 1, 2025Thiziri Nait Saada, Louis Bethune, Michal Klein +3PretrainingNatural Language Datasets

    Work done as an intern at Apple · University of Oxford · Apple

  55. ToxSyn-PT: A Synthetic Fine-Grained Dataset of Minority-Targeted Toxic Language in Portuguese

    Jun 11, 2025Iago Alves Brito, Julia Soares Dollis, Fernanda Bufon Farber +2Hate Speech DetectionNatural Language Datasets

    Advanced Knowledge Center for Immersive Technologies (AKCIT) · Federal University of Goiás

  56. Common Corpus: The Largest Collection of Ethical Data for LLM Pre-Training

    Jun 2, 2025Pierre-Carl Langlais, Pavel Chizhov, Catherine Arnett +7Natural Language DatasetsLarge Language Model Pretraining

    PleIAs, Paris, France · CAIRO, Technical University of Applied Sciences Würzburg-Schweinfurt, Germany · EleutherAI

  57. Transferring Natural Language Datasets Between Languages Using Large Language Models for Modern Decision Support and Sci-Tech Analytical Systems

    Oct 17, 2024Dmitrii Popov, Egor Terentev, Danil Serenko +2Natural Language DatasetsBert-Based Models

    Federal Research Center “Computer Science and Control” of the Russian Academy of Sciences (FRC CSC RAS), Moscow 119333, Russia · Faculty of Physics and Mathematics and Natural Sciences, RUDN University, Moscow 117198, Russia · Institute for Information Transmission Problems of the Russian Academy of Sciences (IITP RAS), Moscow 127051, Russia +1

  58. Which Demographics do LLMs Default to During Annotation?

    Oct 11, 2024Johannes Schäfer, Aidan Combs, Christopher Bagdon +9Large Language Model AnnotationsLarge Language Model Bias

    Fundamentals of Natural Language Processing, University of Bamberg, Germany

  59. A Survey of Intent Classification and Slot-Filling Datasets for Task-Oriented Dialog

    Jul 26, 2022Stefan Larson, Kevin LeachNatural Language DatasetsBenchmark Datasets

    Department of Computer Science, Vanderbilt University, 1400 18th St. S, Nashville, 37212, TN, USA

  60. AtlasNLP: A Country-Aware Atlas of Dataset Representation in NLP

    Date pendingJoan Nwatu, Tsedeniya Solomon Amare, Longju Bai +17Natural Language DatasetsLegal Natural Language Processing Benchmarks

    University of Michigan, USA · Addis Ababa University, Ethiopia · San Jose State University, USA +3