Reasoning

TH-RAG : Topic-Based Hierarchical Knowledge Graphs for Robust Multi-hop Reasoning in Graph-based RAG Systems ACL 2026 ThreadSumm: Summarization of Nested Discourse Threads Using Tree of Thoughts ACL 2026 TInR: Exploring Tool-Internalized Reasoning in Large Language Models ACL 2026 Too Correct to Learn: Reinforcement Learning on Saturated Reasoning Data ACL 2026 Too Long, Do Re-weighting for Efficient LLM Reasoning Compression ACL 2026 ToolPRM: Fine-Grained Inference Scaling of Structured Outputs for Function Calling ACL 2026 Toward Consistent World Models with Multi-Token Prediction and Latent Semantic Enhancement ACL 2026 Towards a Mechanistic Understanding of Large Reasoning Models: A Survey of Training, Inference, and Failures ACL 2026 Towards Interpretable Tabular Reasoning: Enhancing LLM Reasoning on Tabular Data with Pre-Constructed Logic Graph ACL 2026 Towards Open Environments and Instructions: General Vision-Language Navigation via Fast-Slow Interactive Reasoning CVPR 2026 Towards Sparse Video Understanding and Reasoning CVPR 2026 TRAC: Teacher-Guided Token Reward with Adaptive Calibration for Robust Policy Optimization ACL 2026 Training LLMs for Divide-and-Conquer Reasoning Elevates Test-Time Scalability ACL 2026 Translation with Thought: Difficulty-Adaptive Reasoning via Reinforcement Learning for Multi-Domain Machine Translation ACL 2026 TrustTable: A Neuro-Symbolic Auditing Framework for Faithful Table QA ACL 2026 Truth as a Trajectory: What Internal Representations Reveal About Large Language Model Reasoning ACL 2026 TruthSplit: Revealing Conditional Validity in Arguments Through Multi-Worldview Comparative Reasoning ACL 2026 Tübingen-CL at SemEval-2026 Task 12: Reinforcement Learning and Verification for Abductive Reasoning SemEval 2026 TUCNLP at SemEval-2026 Task 11: Neuro-Symbolic Content Stripping for Debiased Syllogistic Reasoning SemEval 2026 UFAL-CUNI at SemEval-2026 Task 11: An Efficient Modular Neuro-symbolic Method for Syllogistic Reasoning SemEval 2026 uir-cis-7 at SemEval-2026 Task 7: Zero-Shot Chain-of-Thought Reasoning for Cross-Cultural Daily Knowledge SemEval 2026 UniVerse: Empower Unified Generation with Reasoning and Knowledge CVPR 2026 Unleashing Spatial Reasoning in Multimodal Large Language Models via Textual Representation Guided Reasoning ACL 2026 Unlocking Multilingual Reasoning Capability of LLMs and LVLMs through Representation Engineering ACL 2026 Unlocking the Black Box of Latent Reasoning: An Interpretability-Guided Approach to Intervention ACL 2026