Cover Image

Persona-Based Conversational AI: State of the Art and Challenges

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Liu, Junfeng, Symons, Christopher, Vatsavai, Ranga Raju
Format:	Preprint
Published:	2022
Subjects:	Computation and Language Artificial Intelligence Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Persona-Coded Poly-Encoder: Persona-Guided Multi-Stream Conversational Sentence Scoring
by: Liu, Junfeng, et al.
Published: (2023)

CoMAC: Conversational Agent for Multi-Source Auxiliary Context with Sparse and Symmetric Latent Interactions
by: Liu, Junfeng, et al.
Published: (2025)

Context Retrieval via Normalized Contextual Latent Interaction for Conversational Agent
by: Liu, Junfeng, et al.
Published: (2023)

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants
by: Zhao, Zheng, et al.
Published: (2025)

Abstractive Text Summarization: State of the Art, Challenges, and Improvements
by: Shakil, Hassan, et al.
Published: (2024)

LASP: Surveying the State-of-the-Art in Large Language Model-Assisted AI Planning
by: Li, Haoming, et al.
Published: (2024)

A Persona-Based Evaluation Framework for Pluralistic Alignment in Generative AI
by: Karagoz, Atahan
Published: (2026)

Open Character Training: Shaping the Persona of AI Assistants through Constitutional AI
by: Maiya, Sharan, et al.
Published: (2025)

Towards Conversational Diagnostic AI
by: Tu, Tao, et al.
Published: (2024)

PersonaGym: Evaluating Persona Agents and LLMs
by: Samuel, Vinay, et al.
Published: (2024)

AI Knowledge Assist: An Automated Approach for the Creation of Knowledge Bases for Conversational AI Agents
by: Laskar, Md Tahmid Rahman, et al.
Published: (2025)

Towards Conversational AI for Disease Management
by: Palepu, Anil, et al.
Published: (2025)

Can Large Language Models Play Text Games Well? Current State-of-the-Art and Open Questions
by: Tsai, Chen Feng, et al.
Published: (2023)

Limited Generalizability in Argument Mining: State-Of-The-Art Models Learn Datasets, Not Arguments
by: Feger, Marc, et al.
Published: (2025)

Fine-Tuning and Evaluating Conversational AI for Agricultural Advisory
by: Singh, Sanyam, et al.
Published: (2026)

Decoding the AI Pen: Techniques and Challenges in Detecting AI-Generated Text
by: Abdali, Sara, et al.
Published: (2024)

A State-of-the-Art SQL Reasoning Model using RLVR
by: Ali, Alnur, et al.
Published: (2025)

A Survey of State of the Art Large Vision Language Models: Alignment, Benchmark, Evaluations and Challenges
by: Li, Zongxia, et al.
Published: (2025)

Personas as a Way to Model Truthfulness in Language Models
by: Joshi, Nitish, et al.
Published: (2023)

KSOD: Knowledge Supplement for LLMs On Demand
by: Li, Haoran, et al.
Published: (2025)

Alice in Wonderland: Simple Tasks Showing Complete Reasoning Breakdown in State-Of-the-Art Large Language Models
by: Nezhurina, Marianna, et al.
Published: (2024)

iTBLS: A Dataset of Interactive Conversations Over Tabular Information
by: Sundar, Anirudh, et al.
Published: (2024)

IntellAgent: A Multi-Agent Framework for Evaluating Conversational AI Systems
by: Levi, Elad, et al.
Published: (2025)

Large Language Models in Cybersecurity: State-of-the-Art
by: Motlagh, Farzad Nourmohammadzadeh, et al.
Published: (2024)

Population-Aligned Persona Generation for LLM-based Social Simulation
by: Hu, Zhengyu, et al.
Published: (2025)

AIMO-2 Winning Solution: Building State-of-the-Art Mathematical Reasoning Models with OpenMathReasoning dataset
by: Moshkov, Ivan, et al.
Published: (2025)

FECT: Factuality Evaluation of Interpretive AI-Generated Claims in Contact Center Conversation Transcripts
by: Shin, Hagyeong, et al.
Published: (2025)

Qalb: Largest State-of-the-Art Urdu Large Language Model for 230M Speakers with Systematic Continued Pre-training
by: Hassan, Muhammad Taimoor, et al.
Published: (2026)

cPAPERS: A Dataset of Situated and Multimodal Interactive Conversations in Scientific Papers
by: Sundar, Anirudh, et al.
Published: (2024)

Towards Ontology-Based Descriptions of Conversations with Qualitatively-Defined Concepts
by: Gendron, Barbara, et al.
Published: (2025)

Dissecting Persona-Driven Reasoning in Language Models via Activation Patching
by: Poonia, Ansh, et al.
Published: (2025)

Is Active Persona Inference Necessary for Aligning Small Models to Personal Preferences?
by: Tang, Zilu, et al.
Published: (2025)

Testing the Depth of ChatGPT's Comprehension via Cross-Modal Tasks Based on ASCII-Art: GPT3.5's Abilities in Regard to Recognizing and Generating ASCII-Art Are Not Totally Lacking
by: Bayani, David
Published: (2023)

Your Next State-of-the-Art Could Come from Another Domain: A Cross-Domain Analysis of Hierarchical Text Classification
by: Li, Nan, et al.
Published: (2024)

ToolSandbox: A Stateful, Conversational, Interactive Evaluation Benchmark for LLM Tool Use Capabilities
by: Lu, Jiarui, et al.
Published: (2024)

Meanings and Feelings of Large Language Models: Observability of Latent States in Generative AI
by: Liu, Tian Yu, et al.
Published: (2024)

Persona-driven Simulation of Voting Behavior in the European Parliament with Large Language Models
by: Kreutner, Maximilian, et al.
Published: (2025)

XLGoBench: Detecting cross-lingual skill gaps with algorithmic tasks
by: Jain, Purvam, et al.
Published: (2026)

Composition of Experts: A Modular Compound AI System Leveraging Large Language Models
by: Jain, Swayambhoo, et al.
Published: (2024)

Learning to Clarify: Multi-turn Conversations with Action-Based Contrastive Self-Training
by: Chen, Maximillian, et al.
Published: (2024)