Natural Language Processing

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Period ending 2026-09-21

7 new papers

A weekly snapshot of new work published in Natural Language Processing.

Period ending 2026-09-14

21 new papers

A weekly snapshot of new work published in Natural Language Processing.

Period ending 2026-09-07

36 new papers

A weekly snapshot of new work published in Natural Language Processing.

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302 papers

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  1. Complementary Attention Head Pruning for Efficient Transformers

    Jun 17, 2026Yaniv Livertovsky, Shahar Somin, Gonen SingerTransformer AttentionHeterogeneous Pruning Scores

  2. Approximate Structured Diffusion for Sequence Labelling

    Jun 17, 2026Nicolas Floquet, Joseph Le Roux, Nadi TomehHidden Markov ModelsSequence

  3. Beyond Helpfulness: A Teaching-over-Solving Diagnostic for Measuring Educational Impact in LLM Tutors

    Jun 15, 2026Junyi Yao, Zihao Zheng, Baichuan LiTutorsEducation

  4. FinBalance: A Multi-Document Accounting Reconciliation Benchmark

    Jun 14, 2026Sasank Tumpati, Devansh Agarwal, Ayush Kedia +6Finance DomainLegal Natural Language Processing Benchmarks

  5. On Defining Erasure Harms for NLP

    Jun 14, 2026Yu Lu Liu, Arnav Goel, Jackie Chi Kit Cheung +3Concept ErasureHarms

  6. ttda704 at SemEval-2026 Task 4: Modeling Narrative Structures via Pseudonymization and Multi-View Sentence Alignment

    Jun 14, 2026Tai Tran Tan, An Dinh ThienNarrativesGeo-Contextual Alignment

  7. Distilling Examples into Task Instructions: Enhanced In-Context Learning for Real-World B2B Conversations

    Jun 14, 2026Guy Rotman, Adi Kopilov, Danit Berger Zalmanson +1In-Context LearningFew-Shot Learning

  8. AmchiBias: Measuring Stereotypical Bias in Goan Identity Groups with a Minimal Pair Dataset in English and Konkani

    Jun 13, 2026Michelle Barbosa, Sebastian Padó, Franziska WeeberStereotype MitigationLegal Natural Language Processing Benchmarks

  9. Confidence Composition for Multiagent Language Model Systems

    Jun 11, 2026Ali Elahi, Michael J. Curry, Barbara Di EugenioMulti-Agent DebateConfidence Calibration

  10. S-GBT: Smooth Growth Bound Tensor for Certified Robustness Against Word Substitution Attacks in NLP

    Jun 11, 2026Mohammed Bouri, Mohammed Erradi, Adnane SaoudNatural Language ProcessingLong-Term Memory

  11. LAUKIN: A Multi-jurisdictional Common Law Contract Dataset

    Jun 11, 2026Amrita Singh, Aditya Joshi, Jiaojiao Jiang +2Natural Language ProcessingEquivalence

  12. sebis at CRF Filling 2026: A Two-Stage Local LLM Pipeline for Medical CRF Filling

    Jun 11, 2026Katharina Sommer, Tristan Till, Florian MatthesMedical Report GenerationLarge Language Model Pipelines

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

    Jun 10, 2026Haotao XiePoetryNatural Language Datasets

  14. Can News Predict the Market? Limits of Zero-Shot Financial NLP and the Role of Explainable AI

    Jun 10, 2026Ali M Karaoglu, Shreyank N GowdaFinancial Sentiment AnalysisZero-Shot Forecasting

  15. Debiasing Without Protected Attributes: Latent Concept Erasure from Textual Profiles

    Jun 10, 2026Shun Shao, Zheng Zhao, Anna Korhonen +2Large Language Model BiasAnonymization

  16. StanceNakba Shared Task: Actor and Topic-Aware Stance Detection in Public Discourse

    Jun 10, 2026Kholoud K. Aldous, Md Rafiul Biswas, Mabrouka Bessghaier +3Tweet-Level Stance DetectionSentiment Analysis

  17. Semantic Grading of Written Answers in Low-Resource Language Bangla Using a Fine-Tuned Lightweight Language Model

    Jun 10, 2026Meherun Farzana, Aniket Joarder, Mahmudul Hasan +1BanglaGrading

  18. Small Data, Big Noise: Adversarial Training for Robust Parameter-Efficient Fine-Tuning

    Jun 9, 2026Eitan Cohen, Idan Simai, Uri ShahamParameter-Efficient Fine-TuningAdversarial Training

  19. Causally Evaluating the Learnability of Formal Language Tasks

    Jun 8, 2026Vésteinn Snæbjarnarson, Anej Svete, Josef Valvoda +3Legal Natural Language Processing BenchmarksLearn

  20. Beyond Accuracy: Community Perspectives on Machine Translation

    Jun 8, 2026Yujun Wang, Ehud Reiter, Shimei Pan +2Machine TranslationTranslation Quality

  21. Automated IEP Generation from Traditional Chinese Parent-Teacher Interviews via Corpus-Grounded Feature Diffusion

    Jun 8, 2026Kuanlin Chen, Cheng-En OuTutorsGenerative Artificial Intelligence

  22. From Statute to Control Flow: Span-Grounded Deontic Trees for Defeasible Scope Parsing

    Jun 8, 2026Jian Chen, Siyuan Li, Chucheng Wan +1Predictive LawLegal Natural Language Processing Benchmarks

  23. Learning Perspectivist Social Meaning via Demographic-Conditioned Fusion Embeddings

    Jun 5, 2026Amanda Cercas Curry, Lucio La Cava, Luca Maria Aiello +1DemographicsNatural Language Processing

  24. Meaning in Order, Order in Meaning: Semantic R-precision for Keyphrase Evaluation

    Jun 5, 2026Shamira Venturini, Steffen KinkelInformation Retrieval MetricsEvaluation Metrics

  25. Artificial Intelligence-Enabled Accounting Information Systems and Fraud Detection in Nigeria's Financial Services Sector: The Moderating Role of Natural Language Processing

    Jun 4, 2026Timothy Oluwapelumi Adeyemi, Abigail Omotola OjogbedeFraud DetectionBanking

  26. AI-Driven Test Case Generation from Natural Language Requirements: A Survey of Techniques and Research Gaps

    Jun 4, 2026Orimoloye Folorunsho, Hassan RezaTest GenerationNatural Language Queries

  27. Analysis of the Neglect-Zero Effect in Large Language Models

    Jun 4, 2026Jin Tanaka, Daiki Matsuoka, Ryoma Kumon +1Large Language Model PerformanceImplicit Bias

  28. LLMCodec: Adapting Video Codecs for Efficient Weight Compression of Large Language Models

    Jun 4, 2026Rui Wang, Yan Zhao, Li Song +1Large Language Model CompressionVideo Coding

  29. Multilingual Coreference Resolution via Cycle-Consistent Machine Translation

    Jun 3, 2026Adriana-Valentina Costache, Eduard Poesina, Silviu-Florin Gheorghe +2Coreference ResolutionMachine Translation

  30. Can Crowdsourcing Survive the LLM Era? A Community Survey on Human Data Collection

    Jun 3, 2026Aswathy Velutharambath, Neele Falk, Sofie Labat +2Crowdsourced FrameworkLarge Language

  31. Hybrid Adversarial Defence for Natural Language Understanding Tasks

    Jun 3, 2026Manar Abouzaid, Yang Wang, Chenghua Lin +1Language Model Evasion AttacksDefense Strategies

  32. SANE Schema-aware Natural-language Evaluation of Biological Data

    Jun 3, 2026Rolf Gattung, Martin Krueger, Markus ReischlText-To-SqlLegal Natural Language Processing Benchmarks

  33. Structuring the Space of Sociotechnical Alignment

    Jun 2, 2026Esra Dönmez, Agnieszka FalenskaSociotechnical SystemsSocial Norms

  34. Lexicons and grammars for language processing: industrial or handcrafted products?

    Jun 2, 2026Eric LaporteLinguisticsContext-Free Grammars

  35. SEA-NLI: Natural Language Inference as a Lens into Southeast Asian Cultural Understanding

    Jun 2, 2026Peerawat Chomphooyod, Jian Gang Ngui, Yosephine Susanto +5PhilippinesLegal Natural Language Processing Benchmarks

  36. Sample-Size Scaling of the African Languages NLI Evaluation

    Jun 2, 2026Anuj Tiwari, Oluwapelumi Ogunremu, Terry Oko-odion +2Legal Natural Language Processing BenchmarksMultilingual Language Models

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

    Jun 2, 2026Ruihui Hou, Siyi Zhu, Ziyue Huai +4ClinicalLarge Language Model Performance

  38. SEA-LION-Embedding: Open and Reproducible Text Embeddings for Southeast Asia

    Jun 2, 2026Peerat Limkonchotiwat, Raymond Ng, Sarana Nutanong +1Domain-Invariant Text EmbeddingsNatural Language Processing

  39. Who Annotates in NLP? A Large-scale Assessment of Human Annotation Reporting between 2018 and 2025

    Jun 1, 2026Maria Kunilovskaya, Gagan Bhatia, Lisa Sophie Albertelli +10Human AnnotatorsHuman Annotations

  40. PortBERT: Navigating the Depths of Portuguese Language Models

    Jun 1, 2026Raphael Scheible-Schmitt, Henry He, Armando B. MendesBert-Based ModelsPortuguese

  41. An NLP-Driven Framework for Curriculum-Labor Market Alignment: Schema-Constrained LLM Extraction, ESCO-Anchored Semantic Matching, and Multi-Dimensional Gap Quantification

    Jun 1, 2026Sherzod Turaev, Mary John, Mamoun Awad +2Competency QuestionsCurriculum

  42. KliniskVestBERT: BERT Model Specialised to Norwegian Clinical Texts

    Jun 1, 2026Christian Autenried, Cosimo PersiaBert-Based ModelsNatural Language Processing

  43. LLMs in the Real World: Evaluating "AI" in Emergency Contexts

    May 29, 2026Sara Court, Lara Downing, Micha ElsnerMachine TranslationEmergency Evacuations

  44. Disagreeing Rationales: Rethinking Classification and Explainability Evaluation in Hate Speech Detection

    May 29, 2026Benedetta Muscato, Beiduo Chen, Gizem Gezici +2Hate SpeechExplainability

  45. AI for Monitoring and Classifying Data Used in Research Literature

    May 28, 2026Rafael Macalaba, Aivin V. SolatorioCitationsAcademic Papers

  46. Data filtering methods for training language models

    May 28, 2026Egor Shevchenko, Elena BruchesNatural Language DatasetsNoisy Labels

  47. Multi-Legal-Bench: Evaluating LLMs on Legal Reasoning Across Jurisdictions, Languages, and Legal Traditions

    May 28, 2026Volodymyr OvcharovLegal DomainLegal Natural Language Processing Benchmarks

  48. UA-Legal-Bench: A Benchmark for Evaluating Large Language Models on Ukrainian Legal Reasoning

    May 27, 2026Volodymyr OvcharovLegal Natural Language Processing BenchmarksUkrainian

  49. Same Question, Different Source, Different Answer: Auditing Source-Dependence in Medical Multi-Source RAG

    May 27, 2026Yubo Li, Rema Padman, Ramayya KrishnanMulti-Source Retrieval-Augmented GenerationMulti-Hop Question Answering Benchmarks

  50. The Trust Paradox: How CS Researchers Engage LLM Leaderboards

    May 27, 2026Pouya Sadeghi, Anamaria Crisan, Jimmy LinLeaderboardComputer Science

  51. Bilinear Coordinate Alignment for Training-Free Task-Vector Transfer

    May 27, 2026Jungyong Son, Jinwook Jung, Minhee Park +1Transfer LearningModel Pretraining

  52. PrionNER: A Named Entity Recognition Dataset for Prion Disease Biomedical Literature

    May 27, 2026An Dao, Nhan Ly, Thao Tran +2Named-Entity RecognitionNatural Language Datasets

  53. Challenges in Explaining Pretrained Clinical Text Classifiers

    May 27, 2026Kristian Miok, Matej Klemen, Blaz Škrlj +1Natural Language Processing

  54. MATCHA: Matching Text via Contrastive Semantic Alignment

    May 26, 2026Siran Li, Ece Sena Etoglu, Carsten Eickhoff +1Geo-Contextual AlignmentLegal Natural Language Processing Benchmarks

  55. LELA: An End-to-end LLM-based Entity Linking Framework with Zero-shot Domain Adaptation

    May 26, 2026Samy Haffoudhi, Nikola Dobričić, Fabian Suchanek +1Named-Entity RecognitionNatural Language Processing

  56. From Norms to Indicators (N2I-RAG): An Agentic Retrieval-Augmented Generation Framework for Legal Indicator Computation

    May 26, 2026Youssef Al Mouatamid, Marie Bonnin, Jihad ZahirLegal DomainLegal Natural Language Processing Benchmarks

  57. Telenor Nordics Customer Service self-help corpus

    May 26, 2026Mike RiessText CorporaMobile Networks

  58. Granuscore: A Reference-Free Measure of Granularity for Text Analysis and Question Answering

    May 26, 2026Lukas Ellinger, Alexander Fichtl, Miriam Anschütz +1Legal Natural Language Processing Benchmarks

  59. StakeBench: Evaluating Language Understanding Grounded in Market Commitment

    May 25, 2026Yunhua Pei, Jingyu Hu, Yiwei Shi +3MarketLegal Natural Language Processing Benchmarks

  60. From Automation to Collaboration: Human-in-the-Loop Methods for Safe and Trustworthy NLP

    May 24, 2026Most. Sharmin Sultana Samu, MD. Tanvir Ahmed Seum, Md. Rakibul IslamTrustworthy Artificial IntelligenceNatural Language Processing