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MechLens: Late Crystallization of Factual Knowledge Explains Intervention Effectiveness in Language Models

馃LLMContent type: Academic
arxiv.org

FASE: Fast Adaptive Semantic Entropy for Code Quality

馃LLMContent type: Academic
arxiv.org

Attention-Discounted Adaptive Sampler for Masked Diffusion Language Models

馃AIContent type: Academic
arxiv.org

Null-Space Constrained Low-Rank Adaptation for Response-Specified Large Language Model Unlearning

馃LLMContent type: Academic
arxiv.org

Sample Where You Struggle: Sharpening Base Model Reasoning via Entropy-Guided Power Sampling

馃AIContent type: Academic
arxiv.org

UrduMMLU: A Massive Multitask Benchmark for Urdu Language Understanding

馃LLMContent type: Academic
arxiv.org

Voting Protocols as Coordination Mechanisms for Role-Constrained Multi-Agent Tutoring Systems

馃AIContent type: Academic
arxiv.org

CodeAlchemy: Synthetic Code Rewriting at Scale

馃AIContent type: Academic
arxiv.org

Critic-Guided Heterogeneous Multi-Agent Reasoning for Reliable Mathematical Problem Solving

馃LLMContent type: Academic
arxiv.org

Dropout-GRPO: Variational Stochasticity for Continuous Latent Reasoning

馃LLMContent type: Academic
arxiv.org

From 0-to-1 to 1-to-N: Reproducible Engineering Evidence for MetaAI Recursive Self-Design

馃AIContent type: Academic
arxiv.org

Scaffold, Not Vocabulary? A Controlled, Two-Tier, Pre-Registered Study of a Popperian Code-Generation Skill

馃LLMContent type: Academic
arxiv.org

PACE: Anytime-Valid Acceptance Tests for Self-Evolving Agents

馃AIContent type: Academic
arxiv.org

Less is MoE: Trimming Experts in Domain-Specialist Language Models

馃AIContent type: Academic
arxiv.org

The Fine-Tuning Trap: Evaluating Negative Transfer and the Role of PEFT in Sub-1B Mathematical Reasoning

馃LLMContent type: Academic
arxiv.org

Selective-Advantage Entropy-Adaptive Horizon GRPO: Asymmetric Token-Level Discounting for Efficient Reinforcement Learning of Language Models

馃AIContent type: Academic
arxiv.org

MDP-GRPO: Stabilized Group Relative Policy Optimization for Multi-Constraint Instruction Following

馃AIContent type: Academic
arxiv.org

Self-Commitment Latency: A Reward-Free Probe for Prompted Implicit Hacking

馃AIContent type: Academic
arxiv.org

SecRL-Prune: Structured Reinforcement Learning-Based Pruning of CodeLLMs for Preserving Adversarial Code Mutation

馃AIContent type: Academic
arxiv.org

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