{"total":105,"rows":[{"id":"2203.13366","title":"Recommendation as Language Processing (RLP): A Unified Pretrain, Personalized Prompt & Predict Paradigm (P5)","created":"2022-03-24","cited_by_count":402,"area":null},{"id":"2306.05817","title":"How Can Recommender Systems Benefit from Large Language Models: A Survey","created":"2023-06-09","cited_by_count":142,"area":null},{"id":"2101.09459","title":"Advances and Challenges in Conversational Recommender Systems: A Survey","created":"2021-01-23","cited_by_count":118,"area":null},{"id":"2307.16376","title":"When Large Language Models Meet Personalization: Perspectives of Challenges and Opportunities","created":"2023-07-31","cited_by_count":90,"area":null},{"id":"2309.01157","title":"Large Language Models for Generative Recommendation: A Survey and Visionary Discussions","created":"2023-09-03","cited_by_count":73,"area":null},{"id":"2307.14225","title":"Large Language Models are Competitive Near Cold-start Recommenders for Language- and Item-based Preferences","created":"2023-07-26","cited_by_count":66,"area":null},{"id":"2305.07961","title":"Leveraging Large Language Models in Conversational Recommender Systems","created":"2023-05-13","cited_by_count":63,"area":null},{"id":"2404.00579","title":"A Review of Modern Recommender Systems Using Generative Models (Gen-RecSys)","created":"2024-03-31","cited_by_count":58,"area":null},{"id":"2204.06923","title":"A Unified Multi-task Learning Framework for Multi-goal Conversational Recommender Systems","created":"2022-04-14","cited_by_count":32,"area":null},{"id":"2204.09263","title":"User-Centric Conversational Recommendation with Multi-Aspect User Modeling","created":"2022-04-20","cited_by_count":29,"area":null},{"id":"2406.01285","title":"Large Language Models as Recommender Systems: A Study of Popularity Bias","created":"2024-06-03","cited_by_count":26,"area":null},{"id":"2501.17546","title":"Is Conversational XAI All You Need? Human-AI Decision Making With a Conversational XAI Assistant","created":"2025-01-29","cited_by_count":26,"area":null},{"id":"2412.13840","title":"Unleashing the Power of Continual Learning on Non-Centralized Devices: A Survey","created":"2024-12-18","cited_by_count":23,"area":null},{"id":"2410.15576","title":"A Survey of Conversational Search","created":"2024-10-21","cited_by_count":22,"area":null},{"id":"2310.06282","title":"MuseChat: A Conversational Music Recommendation System for Videos","created":"2023-10-10","cited_by_count":21,"area":null},{"id":"2310.14626","title":"Conversational Recommender System and Large Language Model Are Made for Each Other in E-commerce Pre-sales Dialogue","created":"2023-10-23","cited_by_count":15,"area":null},{"id":"2105.08261","title":"KECRS: Towards Knowledge-Enriched Conversational Recommendation System","created":"2021-05-18","cited_by_count":14,"area":null},{"id":"2305.04518","title":"Sparks of Artificial General Recommender (AGR): Early Experiments with ChatGPT","created":"2023-05-08","cited_by_count":13,"area":null},{"id":"2402.05880","title":"Generative Echo Chamber? Effects of LLM-Powered Search Systems on Diverse Information Seeking","created":"2024-02-08","cited_by_count":13,"area":null},{"id":"2305.04774","title":"U-NEED: A Fine-grained Dataset for User Needs-Centric E-commerce Conversational Recommendation","created":"2023-05-05","cited_by_count":12,"area":null},{"id":"2507.22897","title":"RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems","created":"2025-06-25","cited_by_count":12,"area":null},{"id":"2111.13463","title":"Generating Usage-related Questions for Preference Elicitation in Conversational Recommender Systems","created":"2021-11-26","cited_by_count":10,"area":null},{"id":"2301.12217","title":"Semantic Parsing for Conversational Question Answering over Knowledge Graphs","created":"2023-01-28","cited_by_count":10,"area":null},{"id":"2306.02842","title":"Improving Conversational Recommendation Systems via Counterfactual Data Simulation","created":"2023-06-05","cited_by_count":10,"area":null},{"id":"2203.09126","title":"Conversational Recommendation: A Grand AI Challenge","created":"2022-03-17","cited_by_count":9,"area":null},{"id":"2204.00763","title":"Metaphorical User Simulators for Evaluating Task-oriented Dialogue Systems","created":"2022-04-02","cited_by_count":9,"area":null},{"id":"2312.13871","title":"Evaluating Task-oriented Dialogue Systems: A Systematic Review of Measures, Constructs and their Operationalisations","created":"2023-12-21","cited_by_count":9,"area":null},{"id":"2401.14194","title":"Parameter-Efficient Conversational Recommender System as a Language Processing Task","created":"2024-01-25","cited_by_count":9,"area":null},{"id":"2404.03304","title":"Concept -- An Evaluation Protocol on Conversational Recommender Systems with System-centric and User-centric Factors","created":"2024-04-04","cited_by_count":9,"area":null},{"id":"2109.09587","title":"Recommender systems based on graph embedding techniques: A comprehensive review","created":"2021-09-20","cited_by_count":8,"area":null},{"id":"2208.03516","title":"Follow Me: Conversation Planning for Target-driven Recommendation Dialogue Systems","created":"2022-08-06","cited_by_count":8,"area":null},{"id":"2405.01868","title":"Incorporating External Knowledge and Goal Guidance for LLM-based Conversational Recommender Systems","created":"2024-05-03","cited_by_count":8,"area":null},{"id":"2303.06791","title":"Beyond Single Items: Exploring User Preferences in Item Sets with the Conversational Playlist Curation Dataset","created":"2023-03-13","cited_by_count":7,"area":null},{"id":"2409.14399","title":"Beyond Persuasion: Towards Conversational Recommender System with Credible Explanations","created":"2024-09-22","cited_by_count":7,"area":null},{"id":"2510.12015","title":"Asking Clarifying Questions for Preference Elicitation With Large Language Models","created":"2025-10-13","cited_by_count":7,"area":null},{"id":"2112.04953","title":"Machine Learning for Utility Prediction in Argument-Based Computational Persuasion","created":"2021-12-09","cited_by_count":6,"area":null},{"id":"2211.02848","title":"Aligning Recommendation and Conversation via Dual Imitation","created":"2022-11-05","cited_by_count":6,"area":null},{"id":"2303.06944","title":"A Human Subject Study of Named Entity Recognition (NER) in Conversational Music Recommendation Queries","created":"2023-03-13","cited_by_count":6,"area":null},{"id":"2410.09580","title":"SAPIENT: Mastering Multi-turn Conversational Recommendation with Strategic Planning and Monte Carlo Tree Search","created":"2024-10-12","cited_by_count":6,"area":null},{"id":"2502.03804","title":"Understanding and Supporting Formal Email Exchange by Answering AI-Generated Questions","created":"2025-02-06","cited_by_count":6,"area":null},{"id":"2306.05809","title":"Interactive Explanation with Varying Level of Details in an Explainable Scientific Literature Recommender System","created":"2023-06-09","cited_by_count":5,"area":null},{"id":"2412.02415","title":"Knowledge-Enhanced Conversational Recommendation via Transformer-based Sequential Modelling","created":"2024-12-03","cited_by_count":5,"area":null},{"id":"2504.12313","title":"Exploring the Impact of Personality Traits on Conversational Recommender Systems: A Simulation with Large Language Models","created":"2025-04-09","cited_by_count":5,"area":null},{"id":"2507.15826","title":"Just Ask for Music (JAM): Multimodal and Personalized Natural Language Music Recommendation","created":"2025-07-21","cited_by_count":5,"area":null},{"id":"2508.05657","title":"Beyond Single Labels: Improving Conversational Recommendation through LLM-Powered Data Augmentation","created":"2025-07-30","cited_by_count":5,"area":null},{"id":"2201.06224","title":"Unintended Bias in Language Model-driven Conversational Recommendation","created":"2022-01-17","cited_by_count":4,"area":null},{"id":"2204.02473","title":"\"Does it come in black?\" CLIP-like models are zero-shot recommenders","created":"2022-04-05","cited_by_count":4,"area":null},{"id":"2208.04104","title":"INSPIRED2: An Improved Dataset for Sociable Conversational Recommendation","created":"2022-08-08","cited_by_count":4,"area":null},{"id":"2212.07767","title":"COLA: Improving Conversational Recommender Systems by Collaborative Augmentation","created":"2022-12-15","cited_by_count":4,"area":null},{"id":"2305.18363","title":"Towards Explainable Conversational Recommender Systems","created":"2023-05-27","cited_by_count":4,"area":null},{"id":"2409.11699","title":"FLARE: Fusing Language Models and Collaborative Architectures for Recommender Enhancement","created":"2024-09-18","cited_by_count":4,"area":null},{"id":"2509.26093","title":"Reinforced Strategy Optimization for Conversational Recommender Systems via Network-of-Experts","created":"2025-09-30","cited_by_count":4,"area":null},{"id":"2304.08094","title":"Trust and Transparency in Recommender Systems","created":"2023-04-17","cited_by_count":3,"area":null},{"id":"2309.07682","title":"A Conversation is Worth A Thousand Recommendations: A Survey of Holistic Conversational Recommender Systems","created":"2023-09-14","cited_by_count":3,"area":null},{"id":"2405.13560","title":"Navigating User Experience of ChatGPT-based Conversational Recommender Systems: The Effects of Prompt Guidance and Recommendation Domain","created":"2024-05-22","cited_by_count":3,"area":null},{"id":"2406.06475","title":"Survey for Landing Generative AI in Social and E-commerce Recsys -- the Industry Perspectives","created":"2024-06-10","cited_by_count":3,"area":null},{"id":"2407.00997","title":"Engineering Conversational Search Systems: A Review of Applications, Architectures, and Functional Components","created":"2024-07-01","cited_by_count":3,"area":null},{"id":"2212.03721","title":"Intent Recognition in Conversational Recommender Systems","created":"2022-12-06","cited_by_count":2,"area":null},{"id":"2305.06218","title":"Multi-Task End-to-End Training Improves Conversational Recommendation","created":"2023-05-08","cited_by_count":2,"area":null},{"id":"2305.11755","title":"Visualization for Recommendation Explainability: A Survey and New Perspectives","created":"2023-05-19","cited_by_count":2,"area":null},{"id":"2306.09631","title":"AUGUST: an Automatic Generation Understudy for Synthesizing Conversational Recommendation Datasets","created":"2023-06-16","cited_by_count":2,"area":null},{"id":"2503.11924","title":"REGEN: A Dataset and Benchmarks with Natural Language Critiques and Narratives","created":"2025-03-14","cited_by_count":2,"area":null},{"id":"2506.17285","title":"A Framework for Generating Conversational Recommendation Datasets from Behavioral Interactions","created":"2025-06-14","cited_by_count":2,"area":null},{"id":"2510.13852","title":"ConsistencyAI: A Benchmark to Assess LLMs' Factual Consistency When Responding to Different Demographic Groups","created":"2025-10-11","cited_by_count":2,"area":null},{"id":"2512.16108","title":"WeMusic-Agent: Efficient Conversational Music Recommendation via Knowledge Internalization and Agentic Boundary Learning","created":"2025-12-18","cited_by_count":2,"area":null},{"id":"2210.01023","title":"The Long Tail of Context: Does it Exist and Matter?","created":"2022-10-03","cited_by_count":1,"area":null},{"id":"2211.15328","title":"A Survey on Conversational Search and Applications in Biomedicine","created":"2022-11-28","cited_by_count":1,"area":null},{"id":"2502.13881","title":"PSCon: Product Search Through Conversations","created":"2025-02-19","cited_by_count":1,"area":null},{"id":"2504.13655","title":"Multi-Type Context-Aware Conversational Recommender Systems via Mixture-of-Experts","created":"2025-04-18","cited_by_count":1,"area":null},{"id":"2508.02096","title":"Evaluating User Experience in Conversational Recommender Systems: A Systematic Review Across Classical and LLM-Powered Approaches","created":"2025-08-04","cited_by_count":1,"area":null},{"id":"2511.16478","title":"Music Recommendation with Large Language Models: Challenges, Opportunities, and Evaluation","created":"2025-11-20","cited_by_count":1,"area":null},{"id":"2605.07677","title":"TRACE: Tourism Recommendation with Accountable Citation Evidence","created":"2026-05-08","cited_by_count":1,"area":null},{"id":"2608.01204","title":"ShiJianBench: From Dialogue to Decision for Long-Horizon Evaluation of Investment Advisors","created":"2026-08-02","cited_by_count":1,"area":null},{"id":"2111.05578","title":"Conversational Recommendation: Theoretical Model and Complexity Analysis","created":"2021-11-10","cited_by_count":0,"area":null},{"id":"2209.03213","title":"INFACT: An Online Human Evaluation Framework for Conversational Recommendation","created":"2022-09-07","cited_by_count":0,"area":null},{"id":"2212.09723","title":"MANER: Mask Augmented Named Entity Recognition for Extreme Low-Resource Languages","created":"2022-12-19","cited_by_count":0,"area":null},{"id":"2302.02579","title":"Recommender Systems: A Primer","created":"2023-02-06","cited_by_count":0,"area":null},{"id":"2308.02058","title":"Incorporating Recklessness to Collaborative Filtering based Recommender Systems","created":"2023-08-03","cited_by_count":0,"area":null},{"id":"2311.08511","title":"CoRE-CoG: Conversational Recommendation of Entities using Constrained Generation","created":"2023-11-14","cited_by_count":0,"area":null},{"id":"2407.04472","title":"EventChat: Implementation and user-centric evaluation of a large language model-driven conversational recommender system for exploring leisure events in an SME context","created":"2024-07-05","cited_by_count":0,"area":null},{"id":"2408.10946","title":"Large Language Model Driven Recommendation","created":"2024-08-20","cited_by_count":0,"area":null},{"id":"2409.09827","title":"On the Effect of Robot Errors on Human Teaching Dynamics","created":"2024-09-15","cited_by_count":0,"area":null},{"id":"2412.06069","title":"Fuzzy Norm-Explicit Product Quantization for Recommender Systems","created":"2024-12-08","cited_by_count":0,"area":null},{"id":"2505.11933","title":"Conversational Recommendation System using NLP and Sentiment Analysis","created":"2025-05-17","cited_by_count":0,"area":null},{"id":"2506.11112","title":"Dagstuhl Perspectives Workshop 24352 -- Conversational Agents: A Framework for Evaluation (CAFE): Manifesto","created":"2025-06-08","cited_by_count":0,"area":null},{"id":"2507.13725","title":"Point of Interest Recommendation: Pitfalls and Viable Solutions","created":"2025-07-18","cited_by_count":0,"area":null},{"id":"2507.21770","title":"Proposing a Semantic Movie Recommendation System Enhanced by ChatGPT's NLP Results","created":"2025-07-29","cited_by_count":0,"area":null},{"id":"2508.02328","title":"Understanding User Preferences for Interaction Styles in Conversational Recommender Systems: The Predictive Role of System Qualities, User Experience, and Traits","created":"2025-08-04","cited_by_count":0,"area":null},{"id":"2508.10669","title":"STEP: Stepwise Curriculum Learning for Context-Knowledge Fusion in Conversational Recommendation","created":"2025-08-14","cited_by_count":0,"area":null},{"id":"2509.06185","title":"Modeling shopper interest broadness with entropy-driven dialogue policy in the context of arbitrarily large product catalogs","created":"2025-09-07","cited_by_count":0,"area":null},{"id":"2509.20381","title":"USB-Rec: An Effective Framework for Improving Conversational Recommendation Capability of Large Language Model","created":"2025-09-20","cited_by_count":0,"area":null},{"id":"2510.08930","title":"Co-Authoring the Self: A Human-AI Interface for Interest Reflection in Recommenders","created":"2025-10-10","cited_by_count":0,"area":null},{"id":"2601.19197","title":"HELM: A Human-Centered Evaluation Framework for LLM-Powered Recommender Systems","created":"2026-01-27","cited_by_count":0,"area":null},{"id":"2602.15835","title":"A Methodology for Identifying Evaluation Items for Practical Dialogue Systems Based on Business-Dialogue System Alignment Models","created":"2026-01-10","cited_by_count":0,"area":null},{"id":"2603.18573","title":"Interplay: Training Independent Simulators for Reference-Free Conversational Recommendation","created":"2026-03-19","cited_by_count":0,"area":null},{"id":"2604.03924","title":"Uncertainty as a Planning Signal: Multi-Turn Decision Making for Goal-Oriented Conversation","created":"2026-04-05","cited_by_count":0,"area":null},{"id":"2605.02902","title":"From Passive Feeds to Guided Discovery: AI-Initiated Interaction for Vague Intent in Content Exploration","created":"2026-03-30","cited_by_count":0,"area":null},{"id":"2605.07613","title":"Intent-Driven Semantic ID Generation for Grounded Conversational News Recommendation","created":"2026-05-08","cited_by_count":0,"area":null},{"id":"2607.13418","title":"Can We Steer the Black-Box? Towards Controllability-Centric Evaluation of Recommender Systems with Collaborative Agents","created":"2026-07-15","cited_by_count":0,"area":null},{"id":"2607.25726","title":"Nudging Sustainable Choices through LLM-Generated Recommendation Explanations","created":"2026-07-28","cited_by_count":0,"area":null}],"next_cursor":"100"}