Awesome Personalized LM and LLM

A curated list of Personalized Language model and Large language model:

• Awesome Personalized LM and LLM
  • Retrieval-Fusion approach
  • Persona Grounding
  • Evaluation
  • Dataset
  • Benchmark

Retrieval-Fusion approach

Paper Title	Affiliation	Published At	Link
RECAP: Retrieval-Enhanced Context-Aware Prefix Encoder for Personalized Dialogue Response Generation	Information Sciences Institute	ACL'23
Personalized Dialogue Generation with Persona-Adaptive Attention	University of Surrey	AAAI'23

Persona Grounding

Paper Title	Affiliation	Published At	Link
P5: Plug-and-Play Persona Prompting for Personalized Response Selection	NAVER; Kakao Brain	EMNLP'23
PK-ICR: Persona-Knowledge Interactive Multi-Context Retrieval for Grounded Dialogue	MSK Research	EMNLP'23

Evaluation

Paper Title	Affiliation	Published At	Link
Automated Evaluation of Personalized Text Generation using Large Language Models	Google Research; University of Michigan	arXiv'23

Dataset

Dataset Name	Paper Title	Affiliation	Published At	Link
PANDORA	PANDORA Talks: Personality and Demographics on Reddit	Text Analysis and Knowledge Engineering Lab, University of Zagreb	NAACL'21
PersonaChat	Personalizing Dialogue Agents: I have a dog, do you have pets too?	Montreal Institute for Learning Algorithms, MILA; Facebook AI Research	arXiv'18
FoCus	Call for Customized Conversation: Customized Conversation Grounding Persona and Knowledge	Department of Computer Science and Engineering, Korea University	AAAI'22

Benchmark

Paper Title	Affiliation	Published At	Link
LaMP: When Large Language Models Meet Personalization	University of Massachusetts Amherst; Google Research	arXiv'23