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Stabilizing Efficient Reasoning with Step-Level Advantage Selection  ⚙️MLOps
arxiv.org·2d
Addressing Performance Saturation for LLM RL via Precise Entropy Curve Control  🤖LLM
arxiv.org·15h
SAGE: A Strategy-Aware Graph-Enhanced Generation Framework For Online Counseling  🧠Obsidian
arxiv.org·15h
Beyond the Attention Stability Boundary: Agentic Self-Synthesizing Reasoning Protocols  🧠Agent Memory
arxiv.org·2d
LATTICE: Evaluating Decision Support Utility of Crypto Agents  🌍Distributed Systems
arxiv.org·15h
Partially Finite Model Reasoning in Description Logics Extended Version  🔁Finite Automata
arxiv.org·1d
MATH-PT: A Math Reasoning Benchmark for European and Brazilian Portuguese  🤖LLM
arxiv.org·15h
Barriers to Universal Reasoning With Transformers (And How to Overcome Them)  🤖LLM
arxiv.org·1d
When to Vote, When to Rewrite: Disagreement-Guided Strategy Routing for Test-Time Scaling  🎮Deterministic Simulation
arxiv.org·15h
CAP-CoT: Cycle Adversarial Prompt for Improving Chain of Thoughts in LLM Reasoning  🪄Prompt Engineering
arxiv.org·2d
Entropy Centroids as Intrinsic Rewards for Test-Time Scaling  🛡️AI Safety
arxiv.org·15h
Tandem: Riding Together with Large and Small Language Models for Efficient Reasoning  🤖LLM
arxiv.org·2d
Beyond Code Reasoning: A Specification-Anchored Audit Framework for Expert-Augmented Security Verification  ✅Formal Verification
arxiv.org·15h
When Chain-of-Thought Fails, the Solution Hides in the Hidden States  🪄Prompt Engineering
arxiv.org·2d
On-the-fly LTLf Synthesis under Partial Observability  🪄Prompt Engineering
arxiv.org·15h
Don't Make the LLM Read the Graph: Make the Graph Think  🤖LLM
arxiv.org·2d
CheXthought: A global multimodal dataset of clinical chain-of-thought reasoning and visual attention for chest X-ray interpretation  ⚡Edge AI
arxiv.org·15h
Thinking Like a Clinician: A Cognitive AI Agent for Clinical Diagnosis via Panoramic Profiling and Adversarial Debate  🔍AI Interpretability
arxiv.org·2d
Beyond Shortcuts: Mitigating Visual Illusions in Frozen VLMs via Qualitative Reasoning  🖼️Multimodal AI
arxiv.org·15h
Constraint-Based Analysis of Reasoning Shortcuts in Neurosymbolic Learning  🎯Alignment Research
arxiv.org·2d

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