Reasoning

SteerForce at SemEval-2026 Task 11: Reducing Content Effects Using Layered Activation Steering SemEval 2026 Step-GRPO: Internalizing Dynamic Early Exit for Efficient Reasoning ACL 2026 StepHint: Multi-level Stepwise Hints Enhance Reinforcement Learning to Reason ACL 2026 STK-Adapter: Incorporating Evolving Graph and Event Chain for Temporal Knowledge Graph Extrapolation ACL 2026 Stratagem: Learning Transferable Reasoning via Trajectory-Modulated Game Self-Play ACL 2026 Streaming Video Crime Anticipation with Spatio-Temporal Causal Reasoning CVPR 2026 STReasoner: Empowering LLMs for Spatio-Temporal Reasoning in Time Series via Spatial-Aware Reinforcement Learning ACL 2026 STRIDE-ED: A Strategy-Grounded Stepwise Reasoning Framework for Empathetic Dialogue Systems ACL 2026 StructMem: Structured Memory for Long-Horizon Behavior in LLMs ACL 2026 Student Guides Teacher: Weak-to-Strong Inference via Spectral Orthogonal Exploration ACL 2026 sutta at SemEval-2026 Task 12: A Multi-Perspective Retrieve-Verify-Aggregate Framework for Abductive Event Reasoning SemEval 2026 SVBench: Evaluation of Video Generation Models on Social Reasoning CVPR 2026 Sylloscope at SemEval-2026 Task 11: Decoupling Logic from Belief via DeepSeek-Enhanced Distillation in Qwen Models SemEval 2026 Symbolic Grounding Reveals Representational Bottlenecks in Abstract Visual Reasoning CoNLL 2026 SymbolicThought: Integrating Language Models and Symbolic Reasoning for Consistent and Interpretable Human Relationship Understanding ACL 2026 Symphony: A Cognitively-Inspired Multi-Agent System for Long-Video Understanding CVPR 2026 Synthesizing Visual Concepts as Vision-Language Programs CVPR 2026 Synthetic Data Generation for Training Diversified Commonsense Reasoning Models ACL 2026 TableMix: Enhancing Multimodal Table Reasoning in MLLMs from a Data-Centric Perspective CVPR 2026 Tailored Primitive Initialization is the Secret Key to Reinforcement Learning ACL 2026 Tailoring Diagnostic Modeling to Individual Learners: Personalized Distractor Generation via MCTS-Guided Reasoning Reconstruction ACL 2026 Taming Extreme Tokens: Covariance-Aware GRPO with Gaussian-Kernel Advantage Reweighting ACL 2026 Team ewelinaksiez at SemEval-2026 Task 11: Reducing Content Bias in Syllogistic Reasoning via Semantic Abstraction SemEval 2026 Temporal Sampling for Forgotten Reasoning in LLMs ACL 2026 Temp-R1: A Unified Autonomous Agent for Complex Temporal KGQA via Reverse Curriculum Reinforcement Learning ACL 2026