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Metadata

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.

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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List of Content

  • Methods
  • Datasets
  • Frameworks

Citation

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

@misc{sabour2024PersonaPaper,
  author = {Sahand Sabour},
  title = {EMPaper: 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: InCharacter: Evaluating Personality Fidelity in Role-Playing Agents through Psychological Interviews arXiv GitHub
:heavy_minus_sign: Faithful Persona-based Conversational Dataset Generation with Large Language Models arXiv GitHub
:heavy_minus_sign: 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
:heavy_minus_sign: 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
:heavy_minus_sign: CharacterGLM: Customizing Chinese Conversational AI Characters with Large Language Models arXiv GitHub
:heavy_minus_sign: Do LLMs Possess a Personality? Making the MBTI Test an Amazing Evaluation for Large Language Models arXiv :heavy_minus_sign:
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 :heavy_minus_sign:
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 :heavy_minus_sign:
NAACL22 Partner Personas Generation for Dialogue Response Generation arXiv :heavy_minus_sign:
COLLING22 Towards Building a Personalized Dialogue Generator via Implicit User Persona Detection arXiv :heavy_minus_sign:
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
:heavy_minus_sign: MPI: Evaluating and Inducing Personality in Pre-trained Language Models arXiv :heavy_minus_sign:
:heavy_minus_sign: Persona-Knowledge Dialogue Multi-Context Retrieval and Enhanced Decoding Methods arXiv :heavy_minus_sign:
:heavy_minus_sign: Am I Me or You? State-of-the-Art Dialogue Models Cannot Maintain an Identity arXiv :heavy_minus_sign:
:heavy_minus_sign: Partner Personas Generation for Diverse Dialogue Generation arXiv :heavy_minus_sign:
:heavy_minus_sign: Learning to Predict Persona Information for Dialogue Personalization without Explicit Persona Description arXiv :heavy_minus_sign:
:heavy_minus_sign: Federated Natural Language Generation for Personalized Dialogue System arXiv :heavy_minus_sign:
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
:heavy_minus_sign: Bilateral Personalized Dialogue Generation with Dynamic Persona-Aware Fusion arXiv :heavy_minus_sign:
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 :heavy_minus_sign:
ACL19 Personalizing Dialogue Agents via Meta-Learning arXiv GitHub
ACL16 A Persona-Based Neural Conversation Model arXiv :heavy_minus_sign:

Datasets

Venue Title Paper Code
:heavy_minus_sign: RoleEval: A Bilingual Role Evaluation Benchmark for Large Language Models arXiv GitHub
EMNLP23 Large Language Models Meet Harry Potter: A Bilingual Dataset for Aligning Dialogue Agents with Characters arXiv GitHub
:heavy_minus_sign: RoleLLM: Benchmarking, Eliciting, and Enhancing Role-Playing Abilities of Large Language Models arXiv GitHub
:heavy_minus_sign: LaMP: When Large Language Models Meet Personalization arXiv GitHub
:heavy_minus_sign: What would Harry say? Building Dialogue Agents for Characters in a Story arXiv :heavy_minus_sign:
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
:heavy_minus_sign: CharacterChat: Learning towards Conversational AI with Personalized Social Support arXiv GitHub
EMNLP21 Transferable Persona-Grounded Dialogues via Grounded Minimal Edits arXiv :heavy_minus_sign:
EMNLP20 Towards Persona-Based Empathetic Conversational Models arXiv GitHub
EMNLP20 A Multi-Persona Chatbot for Hotline Counselor Training arXiv :heavy_minus_sign:
ACL20 Generate, Delete and Rewrite: A Three-Stage Framework for Improving Persona Consistency of Dialogue Generation arXiv :heavy_minus_sign:
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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Metadata

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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