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multilingual reasoning

40 papers

Papers

A Comprehensive Evaluation of Multilingual Chain-of-Thought Reasoning: Performance, Consistency, and Faithfulness Across Languages EACL 2026 Can Activation Steering Generalize Across Languages? A Study on Syllogistic Reasoning in Language Models EACL 2026 Can LLMs reason over extended multilingual contexts? Towards long-context evaluation beyond retrieval over haystacks EACL 2026 Cards Against Contamination: TCG-Bench for Difficulty-Scalable Multilingual LLM Reasoning EACL 2026 CURE-Med: Curriculum-Informed Reinforcement Learning for Multilingual Medical Reasoning ACL 2026 Gained in Translation: Privileged Pairwise Judges Enhance Multilingual Reasoning ACL 2026 Howard University-AI4PC at SemEval-2026 Task 7: Culturally Aware Multilingual Model Routing Through a Mixture-of-Specialists Framework SemEval 2026 LANG: Reinforcement Learning for Multilingual Reasoning with Language-Adaptive Hint Guidance ACL 2026 Less Languages, Less Tokens: An Efficient Unified Logic Cross-lingual Chain-of-Thought Reasoning Framework ACL 2026 MATH-IDN: A Multilingual Mathematical Problem Solving Dataset Featuring Local Languages in Indonesia EACL 2026 Reasoning Transfer for an Extremely Low-Resource and Endangered Language: Bridging Languages Through Sample-Efficient Language Understanding AAAI 2026 The Reasoning Lingua Franca: A Double-Edged Sword for Multilingual AI EACL 2026 Think Natively: Unlocking Multilingual Reasoning with Consistency-Enhanced Reinforcement Learning ACL 2026 Unlocking Multilingual Reasoning Capability of LLMs and LVLMs through Representation Engineering ACL 2026 A Survey of Multilingual Reasoning in Language Models EMNLP 2025 Demystifying Multilingual Reasoning in Process Reward Modeling EMNLP 2025 Do LLMs Need Inherent Reasoning Before Reinforcement Learning? A Study in Korean Self-Correction IJCNLP 2025 EfficientXLang: Towards Improving Token Efficiency Through Cross-Lingual Reasoning EMNLP 2025 Language Mixing in Reasoning Language Models: Patterns, Impact, and Internal Causes EMNLP 2025 LayAlign: Enhancing Multilingual Reasoning in Large Language Models via Layer-Wise Adaptive Fusion and Alignment Strategy NAACL 2025 Multilingual Reasoning via Self-training NAACL 2025 R2-MultiOmnia: Leading Multilingual Multimodal Reasoning via Self-Training ACL 2025 SLAM: Towards Efficient Multilingual Reasoning via Selective Language Alignment COLING 2025 SoT: Structured-of-Thought Prompting Guides Multilingual Reasoning in Large Language Models EMNLP 2025 Thai Winograd Schemas: A Benchmark for Thai Commonsense Reasoning COLING 2025