awesome-personalized-lm
A curated list of personalized Language model / Large language model (continually updated)
Last updated Jan 28, 2026
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Awesome Personalized LM and LLM
A curated list of Personalized Language model and Large language model:
- Retrieval-Fusion approach - Persona Grounding - Evaluation - Dataset - BenchmarkRetrieval-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 |
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| Personalized Dialogue Generation with Persona-Adaptive Attention | University of Surrey | AAAI'23 | 
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Persona Grounding
| Paper Title | Affiliation | Published At | Link | | :--------------------------------------------------------------------------------------------------: | :----------------------------: | :----------: | :----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: | | P5: Plug-and-Play Persona Prompting for Personalized Response Selection | NAVER; Kakao Brain | EMNLP'23 | 
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| PK-ICR: Persona-Knowledge Interactive Multi-Context Retrieval for Grounded Dialogue | MSK Research | EMNLP'23 | 
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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 |
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PersonaChat | Personalizing Dialogue Agents: I have a dog, do you have pets too? | Montreal Institute for Learning Algorithms, MILA; Facebook AI Research | arXiv'18 | 
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FoCus | Call for Customized Conversation: Customized Conversation Grounding Persona and Knowledge | Department of Computer Science and Engineering, Korea University | AAAI'22 | 
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Benchmark
| Paper Title | Affiliation | Published At | Link | | :---------------------------------------------------: | :--------------------------------------------------: | :----------: | :----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: | | LaMP: When Large Language Models Meet Personalization | University of Massachusetts Amherst; Google Research | arXiv'23 | 
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