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🧮 Reasoning

508 papers · page 6 of 6 · 426–508 · the most cited first · all topics

Logic, inference and step-by-step problem solving: entailment, commonsense, mathematics.

 Papers (508)

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  1. Probing the Natural Language Inference Task with Automated Reasoning ToolsarXiv:2005.02573Zaid Marji, Animesh Nighojkar, John Licato2020 · 3 citations
  2. Corpora for Learning the Mutual Relationship between Semantic Relatedness and Textual EntailmentLanguage Resources and Evaluation Conference (LREC)Ngoc Phuoc An Vo, Octavian Popescu2016 · 3 citations
  3. Remedy-R: Generative Reasoning for Machine Translation Evaluation without Error AnnotationsFindings of the Association for Computational LinguisticsShaomu Tan, Ryosuke Mitani, Ritvik Choudhary, et al.2026 · 2 citations
  4. The Riddle of Reflection: Evaluating Reasoning and Self-Awareness in Multilingual LLMs Using Indian RiddlesLanguage Resources and Evaluation Conference (LREC)Abhinav P M, Ojasva Saxena, Oswald C, et al.2026 · 2 citations
  5. AraTable: Benchmarking LLMs' Reasoning and Understanding of Arabic Tabular DataarXiv:2507.18442Rana Alshaikh, Israa Alghanmi, Shelan Jeawak2025 · 2 citations
  6. Benchmarking the Legal Reasoning of LLMs in Arabic Islamic Inheritance CasesarXiv:2508.15796Nouar AlDahoul, Yasir Zaki2025 · 2 citations
  7. Improving Natural Language Inference in Arabic using Transformer Models and Linguistically Informed Pre-TrainingarXiv:2307.14666Mohammad Majd Saad Al Deen, Maren Pielka, Jorn Hees, et al.2023 · 2 citations
  8. Pragmatic and Logical Inferences in NLI Systems: The Case of Conjunction ButtressingPaolo Pedinotti, Emmanuele Chersoni, Enrico Santus, et al.2022 · 2 citations
  9. Uncovering More Shallow Heuristics: Probing the Natural Language Inference Capacities of Transformer-Based Pre-Trained Language Models Using Syllogistic PatternsarXiv:2201.07614Reto Gubelmann, Siegfried Handschuh2022 · 2 citations
  10. Understanding Roles and Entities: Datasets and Models for Natural Language InferencearXiv:1904.09720Arindam Mitra, Ishan Shrivastava, Chitta Baral2019 · 2 citations
  11. A mostly unlexicalized model for recognizing textual entailmentWorkshop on Fact Extraction and VERification (FEVER)Mithun Paul, Rebecca Sharp, Mihai Surdeanu2018 · 2 citations
  12. Towards a Semantic Model for Textual Entailment AnnotationLinguistic Issues in Language TechnologyAssaf Toledo, Stavroula Alexandropoulou, Sophie Chesney, et al.2014 · 2 citations
  13. BIS Reasoning 1.0: The First Large-Scale Japanese Benchmark for Belief-Inconsistent Syllogistic ReasoningLanguage Resources and Evaluation Conference (LREC)Ha Thanh Nguyen, Hideyuki Tachibana, Chaoran Liu, et al.2026 · 1 citation
  14. Bridging the Culture Gap: A Framework for LLM-Driven Socio-Cultural Localization of Math Word Problems in Low-Resource LanguagesFindings of the Association for Computational LinguisticsIsrael Abebe Azime, Tadesse Destaw Belay, Dietrich Klakow, et al.2026 · 1 citation
  15. GIL-Zaragoza at SemEval 2026 Task 11: Comparing Classification, Autoformalization, and Ontologies for Formal Reasoning CapabilitiesInternational Workshop on Semantic Evaluation (SemEval)Francisco Lopez-Ponce, Lucia Pitarch, Iván Saavedra Martínez, et al.2026 · 1 citation
  16. Modeling Clinical Uncertainty in Radiology Reports: From Explicit Uncertainty Markers to Implicit Reasoning PathwaysLanguage Resources and Evaluation Conference (LREC)Paloma Rabaey, Jong Hak Moon, Jung-Oh Lee, et al.2026 · 1 citation
  17. Sense and Sensitivity: “Reasoning” Models are More Robust, but can Diverge from Human Consensus in a Legal Interpretation TaskConference on Computational Natural Language Learning (CoNLL)Dawson Petersen, Abhishek Purushothama, Nathan Schneider2026 · 1 citation
  18. Symbolic Grounding Reveals Representational Bottlenecks in Abstract Visual ReasoningConference on Computational Natural Language Learning (CoNLL)Mohit Vaishnav, Tanel Tammet2026 · 1 citation
  19. Benchmarking the Medical Understanding and Reasoning of Large Language Models in Arabic Healthcare TasksarXiv:2508.15797Nouar AlDahoul, Yasir Zaki2025 · 1 citation
  20. LCHAIM - Investigating Long Context Reasoning in HebrewEhud Malul, Oriel Perets, Ziv Mor, et al.2025 · 1 citation
  21. Finite State Reasoning for Presupposition SatisfactionInternational Workshop on Language Cognition and Computational ModelsJacob Collard2018 · 1 citation
  22. Semi-Automatic Construction of a Textual Entailment Dataset: Selecting Candidates with Vector Space ModelsBrazilian Symposium in Information and Human Language TechnologyErick R. Fonseca, Sandra Maria Aluísio2015 · 1 citation
  23. A Cascade Reinforcement Learning Strategy for Efficiently Enhancing the Reasoning Ability of Multimodal Large Language Models (高效提升多模态大语言模型推理能力的级联强化学习策略)Acta Automatica Sinica (自动化学报)Weiyun Wang (王玮赟), Hengjun Pu (蒲恒骏), Linglin Jing (景凌林), et al.2026
  24. A Reasoning Path Ranking Method for Reasoning Optimization of Small-scale Large Language Models (面向小规模大语言模型推理优化的推理路径排序方法)Journal of Chinese Information ProcessingJun Li (李俊), Yu Bai (白宇), Yuting Liu (刘雨婷)2026
  25. AgriChain: Visually-Grounded Expert-Verified Reasoning for Interpretable Agricultural Vision–Language ModelsLanguage Resources and Evaluation Conference (LREC)Hazza Mahmood, Yongqiang Yu, Rao Anwer2026
  26. Augmenting LLM Reasoning with Dynamic Notes Writing for Complex MultiHop QALanguage Resources and Evaluation Conference (LREC)Rishabh Maheshwary, Masoud Hashemi, Khyati Mahajan, et al.2026
  27. Beyond Simple Term Injection: Reasoning Models for Legal Translation in a Non-Dominant Language VarietyAnnual Conference of the European Association for Machine Translation (EAMT)Paolo Di Natale, Elena Chiocchetti, Marlies Alber, et al.2026
  28. Common Sense vs. Morality: The Curious Case of Narrative Focus Bias in LLMsLanguage Resources and Evaluation Conference (LREC)Saugata Purkayastha, Pranav Kushare, Pragya Paramita Pal, et al.2026
  29. Commonsense Plausibility Estimation Based on Pretrained Models: A Survey (基于预训练模型的文本常识合理性估计研究综述)Journal of Chinese Information ProcessingWanqing Cui (崔莞清), Keping Bi (毕可平), Jiafeng Guo (郭嘉丰), et al.2026
  30. Consistency of LLMs to Comparative Statements in Mathematical Reasoning TasksLanguage Resources and Evaluation Conference (LREC)Aidan W. San, Daniel Juyoung Son, Xiaodong Liu, et al.2026
  31. Creation and Validation of a Monolingual Spanish NLI Dataset for Metaphor Interpretation via Model-in-the-LoopLearning Non-Literal Expressions with Small Data @ LRECAlec Sanchez-Montero, Gemma Bel-Enguix, Sergio Luis Ojeda Trueba2026
  32. CRiT-QA: Evaluating Multi-hop Reasoning with Counterfactual Chains and Distractor TrapsLanguage Resources and Evaluation Conference (LREC)Jungmin Yun, June Hyoung Kwon, Youngbin Kim2026
  33. DeepICD-R1: Medical Reasoning through Hierarchical Rewards and Unsupervised DistillationLanguage Resources and Evaluation Conference (LREC)Tom Röhr, Thomas Maximilian Josef Steffek, Roman Teucher, et al.2026
  34. Do Multimodal LLMs Understand Order? Measuring the Fragility of Multimodal Reasoning under Input Order PerturbationsLanguage Resources and Evaluation Conference (LREC)Sheng-Lun Wei, Yu-Ling Liao, Hen-Hsen Huang, et al.2026
  35. E-CONAN (Entailment, CONtradition And Neutral) Benchmarks: Arabic Textual Entailment and Natural Inference DatasetsIEEE AccessKhloud AL Jallad, Nada Ghneim, Ghaida Rebdawi2026
  36. Enhancing the Role-playing Capabilities of Reasoning-optimized Large Language Models (推理型大语言模型角色扮演能力评估与优化)Journal of Chinese Information ProcessingXiachong Feng (冯夏冲), Yichong Huang (黄毅翀), Xiaocheng Feng (冯骁骋), et al.2026
  37. Facilitating Large Language Model-based Multiple-choice Reading Comprehension with Question-solving Thought (基于解题思维机制的大语言模型多项选择阅读理解增强框架)Journal of Chinese Information ProcessingYisong Su (苏艺淞), Yuanzhe Zhang (张元哲), Xiangwen Liao (廖祥文), et al.2026
  38. From Perception to Reasoning: Deep Thinking Empowers Multimodal Large Language Models (从感知到推理：深度思考赋能多模态大语言模型)Journal of Chinese Information ProcessingWenxin Zhu (祝文鑫), Andong Chen (陈安东), Yuchen Song (宋宇宸), et al.2026
  39. GreekCommonGen: A Benchmark for Evaluating Generative Commonsense Reasoning in GreekSIGUL Joint Workshop with ELE, EURALI, and DCLRL: Towards Inclusivity and Equality: Language Resources and Technologies for Under-Resourced and Endangered LanguagesAristotelis Stamopoulos, Dimitrios Galanis2026
  40. Investigating Reasoning with Hypotheses: The RIP2 CorpusLanguage Resources and Evaluation Conference (LREC)Ella Schad, Clara Seyfried, Chris Reed2026
  41. JudgeMeNot: Personalizing Large Language Models to Emulate Judicial Reasoning in HebrewItay Razumenko, Arnon Sturm, Nir Grinberg2026
  42. K-CoT: Chinese Parallelism Generation Based on Keywords Chain-of-Thought Prompting (K-CoT：基于关键词思维链提示的中文排比句生成研究)Journal of Chinese Information ProcessingMaosheng Zhong (钟茂生), Jiaqi Gan (甘家其), Hejun Zhang (张鹤君), et al.2026
  43. Large Language Models Put to the Test on Chinese Noun Compounds: Experiments on Natural Language Inference and Compound SemanticsWorkshop on Multiword Expressions (MWE)Le Qiu, Emmanuele Chersoni, He Zhou, et al.2026
  44. MEUR: A Benchmark for Evaluating Vision-Language Models on Multimodal Event Understanding and ReasoningLanguage Resources and Evaluation Conference (LREC)Zimu Wang, Yuqi Wang, Tong Chen, et al.2026
  45. mSCoRe: A Multilingual and Scalable Benchmark for Skill-based Commonsense ReasoningLanguage Resources and Evaluation Conference (LREC)Nghia Trung Ngo, Franck Dernoncourt, Thien Huu Nguyen2026
  46. Multimodal LLMs Do Not Compose Skills Optimally across ModalitiesLanguage Resources and Evaluation Conference (LREC)Paula Ontalvilla, Aitor Ormazabal, Gorka Azkune2026
  47. NegNLI-BR: A Brazilian Portuguese Benchmark for Negation in Natural Language InferenceLanguage Resources and Evaluation Conference (LREC)Matheus Westhelle, Viviane Moreira2026
  48. Ontology-Graph Dual-Agent Reinforcement Learning Method for Temporal Knowledge Graph Reasoning (面向时序知识图谱推理的本体-图谱双智能体强化学习方法)Journal of Computer Research and DevelopmentYuehang Si (司悦航), Zefan Zeng (曾泽凡), Boyan Wang (王博岩), et al.2026
  49. Reasoning About Gender: How Source Text Strategies Impact Italian–to-German Machine Translation Beyond the BinaryWorkshop on Gender-Inclusive Translation TechnologiesPaolo Di Natale, Laura Schlutter, Elena Chiocchetti, et al.2026
  50. Reasoning as Supportive Context for Machine Translation: A Case Study on Hindi to Bengali Language PairAnnual Conference of the European Association for Machine Translation (EAMT)Kshetrimayum Boynao Singh, Saksham Singh, Partha Pakray, et al.2026
  51. Reasoning Graph-Structured Question Answering: Datasets and Insights from LLM BenchmarkingLanguage Resources and Evaluation Conference (LREC)Khin Yone, Devasha Trivedi, Anish Pahilajani, et al.2026
  52. Retrieval-augmented Chain-of-thought Prompting Method for Chinese Frame Semantic Parsing (基于检索增强思维提示的汉语框架语义解析方法)Journal of Chinese Information ProcessingYingxu Li (李迎旭), Tao Chen (陈涛), Binyang Li (李斌阳), et al.2026
  53. SagaQA: A Multi-hop Reasoning Benchmark for Long-form Narrative Understanding in TV SeriesAnnual Meeting of the Special Interest Group on Discourse and Dialogue (SIGDIAL)Galann Pennec, Zhengyuan Liu, Nicholas Asher, et al.2026
  54. Seeing the Other Side: Diagnostic Tasks for Viewpoint Reasoning in Vision–Language ModelsLanguage Resources and Evaluation Conference (LREC)Makoto Takenaka, Hitomi Yanaka2026
  55. SPARTA: Evaluating Reasoning Segmentation Robustness through Black-Box Adversarial Paraphrasing in Text Autoencoder Latent SpaceConference of the European Chapter of the Association for Computational Linguistics (EACL)Viktoriia Zinkovich, Anton Antonov, Andrei Spiridonov, et al.2026
  56. Stands to Reason: Investigating the Effect of Reasoning on Idiomaticity DetectionLanguage Resources and Evaluation Conference (LREC)Dylan Phelps, Rodrigo Wilkens, Edward Gow-Smith, et al.2026
  57. ThinkStruct: RST-Aware Attention for Logical Reasoning in Machine Reading ComprehensionConference on Computational Natural Language Learning (CoNLL)Nhi Thao Tran, Tien Le, Toan Pham, et al.2026
  58. Time-for-Accuracy: Formalizing Chain-of-Thought as an Expansion of Logical DepthFindings of the Association for Computational LinguisticsYue Wang, Zhi Zhang, Wang Xi, et al.2026
  59. Translation-CoT: A Human-Inspired Chain-of-Thought Framework for Multilingual LLM TranslationConference of the Association for Machine Translation in the Americas (AMTA)Tabia Tanzin Prama, Juniper L Lovato, Chris Danforth, et al.2026
  60. Why do Large Language Models Fail in Low-resource Translation? Unraveling the Token Dynamics of Large Language Models for Machine TranslationAnnual Conference of the European Association for Machine Translation (EAMT)Shenbin Qian, Yves Scherrer2026
  61. An Empirical Study of Chinese Entity Linking Based on Large Language Model (基于大语言模型的中文实体链接实证研究)Acta Automatica Sinica (自动化学报)Zhengfei Xu (徐正斐), Xin Xin (辛欣)2025
  62. Huaputong: Large Language Model for Genealogical Question-answering with Knowledge Reasoning (华谱通: 基于知识推理的家谱问答大语言模型)Journal of SoftwareXindong Wu (吴信东), Xingrui Zhuo (卓兴锐), Yongpan Chang (常永泮), et al.2025
  63. MuDRiC: Multi-Dialect Reasoning for Arabic Commonsense ValidationarXiv:2508.13130Kareem Elozeiri, Mervat Abassy, Preslav Nakov, et al.2025
  64. Positive and Negative Chain-of-Thoughts Based Question Answering Method for Table-Text Financial Data (基于正负例思维链的表格-文本混合金融数据自动问答方法)Journal of Chinese Information ProcessingXi Li (李希), Xiping Liu (刘喜平), Qing Shu (舒晴), et al.2025
  65. Proceedings of Bridging Neurons and Symbols for Natural Language Processing and Knowledge Graphs Reasoning @ COLING 20252025
  66. Self-Guide: Enhancing LLM Reasoning Ability via Self-Planning (Self-Guide:一种基于自我规划的大语言模型推理增强方法)Journal of Chinese Information ProcessingYibin Liu (刘艺彬), Zhenghao Liu (刘正皓), Yukun Yan (闫宇坤), et al.2025
  67. A Pre-trained Universal Knowledge Graph Reasoning Model Based on Rule Prompts (基于规则提示的知识图谱通用推理预训练模型)Journal of Computer Research and DevelopmentYuanning Cui (崔员宁), Zequn Sun (孙泽群), Wei Hu (胡伟)2024
  68. Can generative AI recognise textual entailment? (生成 AI は含意関係認識ができるのか)Annual Meeting of the Association for Natural Language Processing荒沢康平, 狩野芳伸2024
  69. Dynamic changes in search strategy during chain-of-thought reasoning of language models (言語モデルの思考連鎖的推論における探索戦略の動的変化)Annual Meeting of the Association for Natural Language Processing青木洋一, 工藤慧音, 曾根周作, et al.2024
  70. Method for Expanding Event Commonsense Knowledge Graph Based on Large Language Models (基于大语言模型的事件常识知识图谱扩展方法)Journal of SoftwareQiaojuan Huang (黄俏娟), Cungen Cao (曹存根), Ya Wang (王亚), et al.2024
  71. Research Progress and Trend of Temporal Knowledge Graph Representation and Reasoning (时序知识图谱表示与推理的研究进展与趋势)Journal of SoftwareYuhan Wang (王俞涵), Ziyang Chen (陈子阳), Xiang Zhao (赵翔), et al.2024
  72. Survey on Interactive Theorem Proving Based Concurrent Program Verification (基于交互式定理证明的并发程序验证工作综述)Journal of SoftwareZhongye Wang (王中烨), Shushu Wu (吴姝姝), Qinxiang Cao (曹钦翔)2024
  73. Difficulties in Handling Mathematical Expressions in Universal DependenciesLauren Levine2023
  74. How to teach the reasoning process in neural-symbolic reasoning (ニューラル記号推論における推論過程の教示方法)Annual Meeting of the Association for Natural Language Processing青木洋一, 工藤慧音, Ana Brassard, et al.2023
  75. Japanese textual entailment robust to swapped noun roles (名詞役割入れ替えに頑健な日本語含意関係認識)Annual Meeting of the Association for Natural Language Processing雨宮正弥, 増川哲太, 仲田明良, et al.2023
  76. Survey on Commonsense Question Answering (常识问答研究综述)Journal of SoftwareYifan Fan (范怡帆), Bowei Zou (邹博伟), Qingting Xu (徐庆婷), et al.2023
  77. Investigating the improvement of students' performance and autonomy in problem-solving styles of learning English grammar under the flipped learning patternFanāvarī-i āmūzish 16Sh. Soleymani, Kh. Aliabadi, I. Zaraii Zavaraki, et al.2022
  78. Exploring Lexical Irregularities in Hypothesis-Only Models of Natural Language InferencearXiv:2101.07397Qingyuan Hu, Yi Zhang, Kanishka Misra, et al.2021
  79. From compositional semantics to Bayesian pragmatics via logical inferenceWorkshops on Natural Logic Meets Machine Learning (NALOMA)Julian Grove, Jean-Philippe Bernardy, Stergios Chatzikyriakidis2021
  80. A corpus of precise natural textual entailment problemsarXiv:1812.05813Jean-Philippe Bernardy, Stergios Chatzikyriakidis2018
  81. Book Reviews: Recognizing Textual Entailment: Models and Applications by Ido Dagan, Dan Roth, Mark Sammons and Fabio Massimo ZanzottoComputational LinguisticsBernardo Magnini2015
  82. Syntactic Testsuites and Textual Entailment RecognitionLanguage Resources and Evaluation Conference (LREC)Paul Bedaride, Claire Gardent2010
  83. Using English for commonsense knowledgeAllan Ramsay, Debora Field2009

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