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Papers
AbstractReasoner at SemEval-2026 Task 11: Reducing Content Effects via Knowledge Distillation and Structured Reasoning Prompts
SemEval 2026
AI for Climate Finance: Agentic Retrieval and Multi-Step Reasoning for Early Warning System Investments
EACL 2026
A Reasoning Paradigm for Named Entity Recognition
AAAI 2026
A Unified View on Emotion Representation in Large Language Models
EACL 2026
Consensus-Driven Multi-Agent Cognitive Reasoning for Enhancing the Emotional Intelligence of Large Language Models
AAAI 2026
Deep Hidden Cognition Facilitates Reliable Chain-of-Thought Reasoning
AAAI 2026
Deliberative Searcher: Improving LLM Reliability via Reinforcement Learning with Constraints
ACL 2026
DEPO: Dual-Efficiency Preference Optimization for LLM Agents
AAAI 2026
DPRM: A Dual Implicit Process Reward Model in Multi-Hop Question Answering
AAAI 2026
DRIVINGVQA: A Dataset for Interleaved Visual Chain-of-Thought in Real-World Driving Scenarios
EACL 2026
Evolutionary Multimodal Reasoning via Hierarchical Semantic Representation for Intent Recognition
CVPR 2026
GeoCoT: Towards Reliable Remote Sensing Reasoning with Manifold Perspective
CVPR 2026
How Does Chain of Thought Think? Mechanistic Interpretability of Chain-of-Thought Reasoning with Sparse Autoencoding
AAAI 2026
ImF: Embedding an Implicit Fingerprint in Your Large Language Models
ACL 2026
Is Chain-of-Thought Really Not Explainability? Chain-of-Thought Can Be Faithful without Hint Verbalization
ACL 2026
Journey Before Destination: On the importance of Visual Faithfulness in Slow Thinking
EACL 2026
LensWalk: Agentic Video Understanding by Planning How You See in Videos
CVPR 2026
MACoT: Synthesizing Chains of Thought for Small Models via Multi-Agent Collaboration
AAAI 2026
MARD: Module-Aware Reasoning Distillation for Language Models with Adaptive Supervision
ACL 2026
Minimal Free Resolution Guided Adaptive Tree Reasoning
ACL 2026
Nano-EmoX: Unifying Multimodal Emotional Intelligence from Perception to Empathy
CVPR 2026
OVOD-Agent: A Markov-Bandit Framework for Proactive Visual Reasoning and Self-Evolving Detection
CVPR 2026
Parallel Test-Time Scaling for Latent Reasoning Models
ACL 2026
PICTURE: Enhancing Theory-of-Mind in Large Language Models by Revealing, Not Hiding, Characters’ Lack of Knowledge
ACL 2026
Plasticity vs. Rigidity: The Impact of Low-Rank Adapters on Reasoning on a Micro-Budget
EACL 2026