Think-on-Graph: Deep and Responsible Reasoning of Large Language Model on Knowledge Graph
在知识图谱上实现 LLM, KG 的交替推理
LLM
HLLM-Creator: Hierarchical LLM-based Personalized Creative Generation
利用 LLM 高效生成个性化广告语
Distilling LLM Agent into Small Models with Retrieval and Code Tools
Agent Distillation
Structured Agent Distillation for Large Language Model
Agent 的 Reasoning & Action 蒸馏
EARN: Efficient Inference Acceleration for LLM-based Generative Recommendation by Register Tokens
通过减小 KV cache size 加速 LLMRec 的推理
Adapting Large Language Models by Integrating Collaborative Semantics for Recommendation
LC-Rec, LLM + RQ-VAE + 丰富的多任务训练
Base of RoPE Bounds Context Length
讨论 RoPE base 对于相似 Tokens 感知能力的影响
Round and Round We Go! What makes Rotary Positional Encodings useful?
理解 RoPE 的高低频
Transformers need glasses! Information Over-Squashing in Language Tasks
LLM Representational Collapse
Language Representations Can be What Recommenders Need: Findings and Potentials
Next-token embedding 之于协同过滤