Persona-based Dialogue Systems

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

List of Content

• Methods
• Datasets
• Frameworks

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

Datasets

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

Frameworks

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

Copyright

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