🧠 LLM - yfff · Scour

S-GRPO: Unified Post-Training for Large Vision-Language Models 💬LLMs

FairyFuse: Multiplication-Free LLM Inference on CPUs via Fused Ternary Kernels 💬LLMs

DALM: A Domain-Algebraic Language Model via Three-Phase Structured Generation 💬LLMs

Are LLM Uncertainty and Correctness Encoded by the Same Features? A Functional Dissociation via Sparse Autoencoders 💬LLMs

Continuous Semantic Caching for Low-Cost LLM Serving 💬LLMs

Representation-Guided Parameter-Efficient LLM Unlearning 💬LLMs

COMPASS: COntinual Multilingual PEFT with Adaptive Semantic Sampling 💬LLMs

MM-JudgeBias: A Benchmark for Evaluating Compositional Biases in MLLM-as-a-Judge 💬LLMs

Self-Describing Structured Data with Dual-Layer Guidance: A Lightweight Alternative to RAG for Precision Retrieval in Large-Scale LLM Knowledge Navigation 💬LLMs

ONTO: A Token-Efficient Columnar Notation for LLM Input Optimization 💬LLMs

Optimizing Korean-Centric LLMs via Token Pruning 💬LLMs

Copy-as-Decode: Grammar-Constrained Parallel Prefill for LLM Editing 💬LLMs

Self-Improving Tabular Language Models via Iterative Group Alignment 💬LLMs

Are Large Language Models Economically Viable for Industry Deployment? 💬LLMs

Data Mixing for Large Language Models Pretraining: A Survey and Outlook 💬LLMs

LBLLM: Lightweight Binarization of Large Language Models via Three-Stage Distillation 💬LLMs

Beyond Surface Statistics: Robust Conformal Prediction for LLMs via Internal Representations 💬LLMs

Self-Consistency from Only Two Samples: CoT-PoT Ensembling for Efficient LLM Reasoning 💬LLMs

Structured Abductive-Deductive-Inductive Reasoning for LLMs via Algebraic Invariants 💡AI Reasoning

PoliLegalLM: A Technical Report on a Large Language Model for Political and Legal Affairs 💬LLMs

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