共计 44 篇文章
2025
BOND: Aligning LLMs with Best-of-N distillation
Evaluating Position Bias in Large Language Model Recommendations
DATASET DISTILLATION VIA KNOWLEDGE DISTILLATION: TOWARDS EFFICIENT SELF-SUPERVISED PRETRAINING OF DEEP NETWORKS
Distilling the Knowledge in Data Pruning
DA-KD: Difficulty-Aware Knowledge Distillation for Efficient Large Language Models
Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning
C2KD: Cross-layer and Cross-head Knowledge Distillation for Small Language Model-based Recommendations
SVD Decompositon in LLM Compression
DipSVD: Dual-importance Protected SVD for Efficient LLM Compression
SVD-LLM: TRUNCATION-AWARE SINGULAR VALUE DECOMPOSITION FOR LARGE LANGUAGE MODEL COMPRESSION