{"total":34,"rows":[{"id":"2502.13913","title":"How Do LLMs Perform Two-Hop Reasoning in Context?","created":"2025-02-19","cited_by_count":20,"area":"lr"},{"id":"2405.15302","title":"Understanding the Language Model to Solve the Symbolic Multi-Step Reasoning Problem from the Perspective of Buffer Mechanism","created":"2024-05-24","cited_by_count":15,"area":"lr"},{"id":"2601.11061","title":"Spurious Rewards Paradox: Mechanistically Understanding How RLVR Activates Memorization Shortcuts in LLMs","created":"2026-01-16","cited_by_count":14,"area":"lr"},{"id":"2602.08783","title":"Dynamics Within Latent Chain-of-Thought: An Empirical Study of Causal Structure","created":"2026-02-09","cited_by_count":11,"area":"lr"},{"id":"2502.04667","title":"Compositional Generalization from Learned Skills via CoT Training: A Theoretical and Structural Analysis for Reasoning","created":"2025-02-07","cited_by_count":10,"area":"lr"},{"id":"2505.10039","title":"Rethinking Circuit Completeness in Language Models: AND, OR, and ADDER Gates","created":"2025-05-15","cited_by_count":10,"area":"lr"},{"id":"2605.12671","title":"All Circuits Lead to Rome: Rethinking Functional Anisotropy in Circuit and Sheaf Discovery for LLMs","created":"2026-05-12","cited_by_count":9,"area":"lr"},{"id":"2509.25758","title":"Thinking Sparks!: Emergent Attention Heads in Reasoning Models During Post Training","created":"2025-09-30","cited_by_count":8,"area":"lr"},{"id":"2602.20330","title":"Circuit Tracing in Vision-Language Models: Understanding the Internal Mechanisms of Multimodal Thinking","created":"2026-02-23","cited_by_count":8,"area":"lr"},{"id":"2605.13156","title":"Dual-Pathway Circuits of Object Hallucination in Vision-Language Models","created":"2026-05-13","cited_by_count":7,"area":"lr"},{"id":"2509.22518","title":"REMA: A Unified Reasoning Manifold Framework for Interpreting Large Language Model","created":"2025-09-26","cited_by_count":5,"area":"lr"},{"id":"2604.08016","title":"Wiring the 'Why': A Unified Taxonomy and Survey of Abductive Reasoning in LLMs","created":"2026-04-09","cited_by_count":5,"area":"lr"},{"id":"2507.03167","title":"Where Do Reasoning Models Refuse?","created":"2025-07-03","cited_by_count":3,"area":"lr"},{"id":"2603.03335","title":"Compressed Sensing for Capability Localization in Large Language Models","created":"2026-02-11","cited_by_count":2,"area":"lr"},{"id":"2605.22873","title":"When Do LLMs Reason? A Dynamical Systems View via Entropy Phase Transitions","created":"2026-05-20","cited_by_count":2,"area":"lr"},{"id":"2607.11875","title":"Invariant Learning Dynamics of Transformers in Inductive Reasoning Tasks","created":"2026-07-13","cited_by_count":2,"area":"lr"},{"id":"2602.15332","title":"Directional Reasoning Trajectory Change (DRTC): Identifying Critical Trace Segments in Reasoning Models","created":"2026-02-17","cited_by_count":1,"area":"lr"},{"id":"2603.00696","title":"DRIV-EX: Counterfactual Explanations for Driving LLMs","created":"2026-02-28","cited_by_count":1,"area":"lr"},{"id":"2603.16017","title":"Understanding Moral Reasoning Trajectories in Large Language Models: Toward Probing-Based Explainability","created":"2026-03-16","cited_by_count":1,"area":"lr"},{"id":"2603.29025","title":"The Model Says Walk: How Surface Heuristics Override Implicit Constraints in LLM Reasoning","created":"2026-03-30","cited_by_count":1,"area":"lr"},{"id":"2604.00716","title":"CircuitProbe: Predicting Reasoning Circuits in Transformers via Stability Zone Detection","created":"2026-04-01","cited_by_count":1,"area":"lr"},{"id":"2604.01639","title":"Fragile Reasoning: A Mechanistic Analysis of LLM Sensitivity to Meaning-Preserving Perturbations","created":"2026-04-02","cited_by_count":1,"area":"lr"},{"id":"2607.07316","title":"Mechanistic Interpretability for Neural Networks: Circuits, Sparse Features and Symbolic Reasoning","created":"2026-07-08","cited_by_count":1,"area":"lr"},{"id":"2505.23323","title":"Neither Stochastic Parroting nor AGI: LLMs Solve Tasks through Context-Directed Extrapolation from Training Data Priors","created":"2025-05-29","cited_by_count":0,"area":"lr"},{"id":"2507.13858","title":"InTraVisTo: Inside Transformer Visualisation Tool","created":"2025-07-18","cited_by_count":0,"area":"lr"},{"id":"2601.01011","title":"Intention Collapse: Intention-Level Metrics for Reasoning in Language Models","created":"2026-01-03","cited_by_count":0,"area":"lr"},{"id":"2605.16675","title":"LinAlg-Bench: A Forensic Benchmark Revealing Structural Failure Modes in LLM Mathematical Reasoning","created":"2026-05-15","cited_by_count":0,"area":"lr"},{"id":"2605.28825","title":"MechELK: A Mechanistic Interpretability Framework for Eliciting Latent Knowledge in Large Language Models","created":"2026-04-07","cited_by_count":0,"area":"lr"},{"id":"2607.24471","title":"Grounding latent algorithm routing in transformer reasoning","created":"2026-07-27","cited_by_count":0,"area":"lr"},{"id":"2608.08224","title":"Control-Diverse Reinforcement Fine-Tuning: Decoupling the Shared Control Bottleneck of RL Post-Training","created":"2026-08-08","cited_by_count":0,"area":"lr"},{"id":"2608.14896","title":"Interpretable Cross-Lingual Alignment in Small Language Models: Probing Cultural and Pragmatic Reasoning in Japanese-English Bilingual LLMs","created":"2026-08-14","cited_by_count":0,"area":"lr"},{"id":"2608.23809","title":"Discovering Cross-Language Reasoning Invariance in LLMs with Geometry-Invariant Sparse Autoencoders","created":"2026-08-24","cited_by_count":0,"area":"lr"},{"id":"2608.29431","title":"Evaluating the Semantic Specificity of Representation Steering in Language Models","created":"2026-08-29","cited_by_count":0,"area":"lr"},{"id":"2609.27041","title":"Math Reasoning in LLMs is Organized by Approach, Not Topic","created":"2026-09-22","cited_by_count":0,"area":"lr"}],"next_cursor":null}