latent reasoning

Beyond Tokens: Dynamic Latent Reasoning via Semantic Residual Refinement AAAI 2026 ColaVLA: Leveraging Cognitive Latent Reasoning for Hierarchical Parallel Trajectory Planning in Autonomous Driving CVPR 2026 Cross-Scale Collaboration between LLMs and Lightweight Sequential Recommenders with Domain-Specific Latent Reasoning AAAI 2026 Efficient Post-Training Refinement of Latent Reasoning in Large Language Models AAAI 2026 Forest Before Trees: Latent Superposition for Efficient Visual Reasoning ACL 2026 Navigating Through Paper Flood: Advancing LLM-Based Paper Evaluation Through Domain-Aware Retrieval and Latent Reasoning AAAI 2026 Parallel Test-Time Scaling for Latent Reasoning Models ACL 2026 Render-of-Thought: Rendering Textual Chain-of-Thought as Images for Visual Latent Reasoning ACL 2026 Resolving the Security-Auditability Dilemma with Auditable Latent Chain-of-Thought Alignment ACL 2026 SeLaR: Selective Latent Reasoning in Large Language Models ACL 2026 Unlocking the Black Box of Latent Reasoning: An Interpretability-Guided Approach to Intervention ACL 2026 Back Attention: Understanding and Enhancing Multi-Hop Reasoning in Large Language Models EMNLP 2025 Do Large Language Models Perform Latent Multi-Hop Reasoning without Exploiting Shortcuts? ACL 2025 Unveiling Internal Reasoning Modes in LLMs: A Deep Dive into Latent Reasoning vs. Factual Shortcuts with Attribute Rate Ratio EMNLP 2025 Do Large Language Models Latently Perform Multi-Hop Reasoning? ACL 2024 Hopping Too Late: Exploring the Limitations of Large Language Models on Multi-Hop Queries EMNLP 2024 Generative Context Pair Selection for Multi-hop Question Answering EMNLP 2021 Benefits of Intermediate Annotations in Reading Comprehension ACL 2020