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This is a repository for sharing papers in the field of persona-based conversational AI. The related source code for each paper is linked if available.

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Persona-based Dialogue Systems

A list of papers related to persona-based and character-based dialogue systems and personalized response generation.

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Citation

If you found this project helpful, please kindly cite our work:

@misc{sabour2024PersonaPaper,
  author = {Sahand Sabour},
  title = {PersonaPaper: A collection of papers for persona-based models},
  year = {2024},
  howpublished = {\url{https://github.com/Sahandfer/PersonaPaper}}
}

Methods

Venue Title Paper Code
How Far Are We from Believable AI Agents? A Framework for Evaluating the Believability of Human Behavior Simulation arXiv GitHub
Large Language Models are Superpositions of All Characters: Attaining Arbitrary Role-play via Self-Alignment arXiv GitHub
ControlLM: Crafting Diverse Personalities for Language Models arXiv GitHub
Measuring and Controlling Persona Drift in Language Model Dialogs arXiv GitHub
"In Dialogues We Learn": Towards Personalized Dialogue Without Pre-defined Profiles through In-Dialogue Learning arXiv GitHub
Quantifying the Persona Effect in LLM Simulations arXiv
Is Cognition and Action Consistent or Not: Investigating Large Language Model's Personality arXiv
InCharacter: Evaluating Personality Fidelity in Role-Playing Agents through Psychological Interviews arXiv GitHub
Faithful Persona-based Conversational Dataset Generation with Large Language Models arXiv GitHub
Large Language Models are Superpositions of All Characters: Attaining Arbitrary Role-play via Self-Alignment arXiv GitHub
ICLR24 Bias Runs Deep: Implicit Reasoning Biases in Persona-Assigned LLMs arXiv GitHub
Editing Personality for LLMs arXiv GitHub
EMNLP23 Character-LLM: A Trainable Agent for Role-Playing arXiv GitHub
EMNLP23 CoMPosT: Characterizing and Evaluating Caricature in LLM Simulations arXiv GitHub
CharacterGLM: Customizing Chinese Conversational AI Characters with Large Language Models arXiv GitHub
Do LLMs Possess a Personality? Making the MBTI Test an Amazing Evaluation for Large Language Models arXiv
AAAI23 Learning to Memorize Entailment and Discourse Relations for Persona-Consistent Dialogues arXiv GitHub
SIGIR22 COSPLAY: Concept Set Guided Personalized Dialogue Generation Across Both Party Personas arXiv
EMNLP22 You Truly Understand What I Need : Intellectual and Friendly Dialogue Agents grounding Knowledge and Persona arXiv GitHub
NAACL22 Less is More: Learning to Refine Dialogue History for Personalized Dialogue Generation arXiv GitHub
NAACL22 Meet Your Favorite Character: Open-domain Chatbot Mimicking Fictional Characters with only a Few Utterances arXiv
NAACL22 Partner Personas Generation for Dialogue Response Generation arXiv
COLLING22 Towards Building a Personalized Dialogue Generator via Implicit User Persona Detection arXiv
CIKM22 Improving Personality Consistency in Conversation by Persona Extending arXiv GitHub
ACL22 A Model-Agnostic Data Manipulation Method for Persona-based Dialogue Generation arXiv GitHub
MPI: Evaluating and Inducing Personality in Pre-trained Language Models arXiv
Persona-Knowledge Dialogue Multi-Context Retrieval and Enhanced Decoding Methods arXiv
Am I Me or You? State-of-the-Art Dialogue Models Cannot Maintain an Identity arXiv
Partner Personas Generation for Diverse Dialogue Generation arXiv
Learning to Predict Persona Information for Dialogue Personalization without Explicit Persona Description arXiv
Federated Natural Language Generation for Personalized Dialogue System arXiv
EMNLP21 Detecting Speaker Personas from Conversational Texts arXiv GitHub
EMNLP21 Transferable Persona-Grounded Dialogues via Grounded Minimal Edits arXiv GitHub
CIKM21 Learning Implicit User Profiles for Personalized Retrieval-Based Chatbot arXiv GitHub
Bilateral Personalized Dialogue Generation with Dynamic Persona-Aware Fusion arXiv
SIGIR21 One Chatbot Per Person: Creating Personalized Chatbots based arXiv GitHub
SIGIR21 Partner Matters! An Empirical Study on Fusing Personas for Personalized Response Selection in Retrieval-Based Chatbots arXiv GitHub
ACL21 BoB: BERT Over BERT for Training Persona-based Dialogue Models arXiv GitHub
ACL21 Unsupervised Enrichment of Persona-grounded Dialog with Background Stories arXiv GitHub
AAAI20 A Pre-training Based Personalized Dialogue Generation Model with Persona-sparse Data arXiv GitHub
ACL20 You Impress Me: Dialogue Generation via Mutual Persona Perception arXiv GitHub
EMNLP20 Like hiking? You probably enjoy nature: Persona-grounded Dialog with Commonsense Expansions arXiv GitHub
INLG20 Listener’s Social Identity Matters in Personalised Response Generation arXiv
ACL19 Personalizing Dialogue Agents via Meta-Learning arXiv GitHub
ACL16 A Persona-Based Neural Conversation Model arXiv

Datasets

Venue Title Paper Code
RoleEval: A Bilingual Role Evaluation Benchmark for Large Language Models arXiv GitHub
EMNLP23 PeaCoK: Persona Commonsense Knowledge for Consistent and Engaging Narratives arXiv GitHub
EMNLP23 Large Language Models Meet Harry Potter: A Bilingual Dataset for Aligning Dialogue Agents with Characters arXiv GitHub
RoleLLM: Benchmarking, Eliciting, and Enhancing Role-Playing Abilities of Large Language Models arXiv GitHub
LaMP: When Large Language Models Meet Personalization arXiv GitHub
What would Harry say? Building Dialogue Agents for Characters in a Story arXiv
ACL22 Long Time No See! Open-Domain Conversation with Long-Term Persona Memory arXiv GitHub
AAAI22 Call for Customized Conversation: Customized Conversation Grounding Persona and Knowledge arXiv GitHub
ACL18 Personalizing dialogue agents: I have a dog, do you have pets too? arXiv GitHub

Frameworks

Venue Title Paper Code
CharacterChat: Learning towards Conversational AI with Personalized Social Support arXiv GitHub
EMNLP21 Transferable Persona-Grounded Dialogues via Grounded Minimal Edits arXiv
EMNLP20 Towards Persona-Based Empathetic Conversational Models arXiv GitHub
EMNLP20 A Multi-Persona Chatbot for Hotline Counselor Training arXiv
ACL20 Generate, Delete and Rewrite: A Three-Stage Framework for Improving Persona Consistency of Dialogue Generation arXiv
ACL19 Persuasion for good: Towards a personalized persuasive dialogue system for social good arXiv GitHub

Copyright

The contents of this repository is bound by the CC-BY-4.0 license.

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This is a repository for sharing papers in the field of persona-based conversational AI. The related source code for each paper is linked if available.

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