Social Skill Training with Large Language Models
Not on the map. Why?
Abstract (arXiv)
People rely on social skills like conflict resolution to communicate effectively and to thrive in both work and personal life. However, practice environments for social skills are typically out of reach for most people. How can we make social skill training more available, accessible, and inviting? Drawing upon interdisciplinary research from communication and psychology, this perspective paper identifies social skill barriers to enter specialized fields. Then we present a solution that leverages large language models for social skill training via a generic framework. Our AI Partner, AI Mentor framework merges experiential learning with realistic practice and tailored feedback. This work ultimately calls for cross-disciplinary innovation to address the broader implications for workforce development and social equality.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). Builds on 53 of its 162 references that are in the map. First posted on arXiv 5 Apr 2024.
Builds on
53 of 162 references.
References · 53
- 2022Training language models to follow instructions with human feedbackcited by 15,712
- 2023Llama 2: Open Foundation and Fine-Tuned Chat Modelscited by 12,865
- 2020Retrieval-Augmented Generation for Knowledge-Intensive NLP Taskscited by 9,160
- 2023Judging LLM-as-a-Judge with MT-Bench and Chatbot Arenacited by 8,393
- 2022ReAct: Synergizing Reasoning and Acting in Language Modelscited by 8,355
- 2023Toolformer: Language Models Can Teach Themselves to Use Toolscited by 4,072
- 2023Generative Agents: Interactive Simulacra of Human Behaviorcited by 3,500
- 2023Lost in the Middle: How Language Models Use Long Contextscited by 3,383
- 2022Constitutional AI: Harmlessness from AI Feedbackcited by 2,950
- 2021TruthfulQA: Measuring How Models Mimic Human Falsehoodscited by 2,919
- 2023A Survey on Large Language Model based Autonomous Agentscited by 2,203
- 2023Improving Factuality and Reasoning in Language Models through Multiagent Debatecited by 1,739
38 more
- 2022LaMDA: Language Models for Dialog Applicationscited by 1,218
- 2023ExpeL: LLM Agents Are Experiential Learnerscited by 814
- 2019CTRL: A Conditional Transformer Language Model for Controllable Generationcited by 754
- 2023AlpacaFarm: A Simulation Framework for Methods that Learn from Human Feedbackcited by 738
- 2022Using Large Language Models to Simulate Multiple Humans and Replicate Human Subject Studiescited by 506
- 2020Closing the AI Accountability Gap: Defining an End-to-End Framework for Internal Algorithmic Auditingcited by 380
- 2023SOTOPIA: Interactive Evaluation for Social Intelligence in Language Agentscited by 350
- 2022News Summarization and Evaluation in the Era of GPT-3cited by 324
- 2022Demonstrate-Search-Predict: Composing retrieval and language models for knowledge-intensive NLPcited by 316
- 2022Social Simulacra: Creating Populated Prototypes for Social Computing Systemscited by 300
- 2015A note on the evaluation of generative modelscited by 291
- 2021Beyond Goldfish Memory: Long-Term Open-Domain Conversationcited by 266
- 2023Exploring Large Language Models for Communication Games: An Empirical Study on Werewolfcited by 238
- 2023Exploring Collaboration Mechanisms for LLM Agents: A Social Psychology Viewcited by 221
- 2023Marked Personas: Using Natural Language Prompts to Measure Stereotypes in Language Modelscited by 204
- 2022BlenderBot 3: a deployed conversational agent that continually learns to responsibly engagecited by 197
- 2022Re3: Generating Longer Stories With Recursive Reprompting and Revisioncited by 193
- 2022On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot Reasoningcited by 191
- 2023War and Peace (WarAgent): Large Language Model-based Multi-Agent Simulation of World Warscited by 143
- 2022Power to the People? Opportunities and Challenges for Participatory AIcited by 137
- 2022PromptChainer: Chaining Large Language Model Prompts through Visual Programmingcited by 134
- 2019Unifying Human and Statistical Evaluation for Natural Language Generationcited by 127
- 2022Language Models that Seek for Knowledge: Modular Search & Generation for Dialogue and Prompt Completioncited by 102
- 2024STaR-GATE: Teaching Language Models to Ask Clarifying Questionscited by 99
- 2021The Perils of Using Mechanical Turk to Evaluate Open-Ended Text Generationcited by 96
- 2023CoMPosT: Characterizing and Evaluating Caricature in LLM Simulationscited by 94
- 2023Pearl: Personalizing Large Language Model Writing Assistants with Generation-Calibrated Retrieverscited by 91
- 2023System 2 Attention (is something you might need too)cited by 85
- 2024A Computational Framework for Behavioral Assessment of LLM Therapistscited by 61
- 2024Is this the real life? Is this just fantasy? The Misleading Success of Simulating Social Interactions With LLMscited by 59
- 2023Rehearsal: Simulating Conflict to Teach Conflict Resolutioncited by 54
- 2024Large Language Model for Participatory Urban Planningcited by 40
- 2023Zero-Shot Goal-Directed Dialogue via RL on Imagined Conversationscited by 38
- 2023ConstitutionMaker: Interactively Critiquing Large Language Models by Converting Feedback into Principlescited by 33
- 2024BASES: Large-scale Web Search User Simulation with Large Language Model based Agentscited by 24
- 2023Helping the Helper: Supporting Peer Counselors via AI-Empowered Practice and Feedbackcited by 23
- 2024Leveraging Large Language Models for Learning Complex Legal Concepts through Storytellingcited by 23
- 2024Personalized Text Generation with Fine-Grained Linguistic Controlcited by 20
50 most cited of 53 All 53 (JSON)
Built on by
Citing papers per year: 2024: 6; 2025: 6; 2026: 1.
13 papers.
Sort:
By area:
- 2024Survey of Cultural Awareness in Language Models: Text and Beyondcited by 101
- 2024From Individual to Society: A Survey on Social Simulation Driven by Large Language Model-based Agentscited by 76
- 2024CulturePark: Boosting Cross-cultural Understanding in Large Language Modelscited by 24
- 2025Sentient Agent as a Judge: Evaluating Higher-Order Social Cognition in Large Language Modelscited by 21
- 2025When Large Language Models are Reliable for Judging Empathic Communicationcited by 21
- 2024PATIENT-Psi: Using Large Language Models to Simulate Patients for Training Mental Health Professionalscited by 19
- 2024Dialogue Action Tokens: Steering Language Models in Goal-Directed Dialogue with a Multi-Turn Plannercited by 12
- 2024Social Learning through Interactions with Other Agents: A Surveycited by 3
- 2025SNS-Bench-VL: Benchmarking Multimodal Large Language Models in Social Networking Servicescited by 2
- 2025ProMediate: A Socio-cognitive framework for evaluating proactive agents in multi-party negotiationcited by 2
- 2026Can LLMs Think Like Consumers? Benchmarking Crowd-Level Reaction Reconstruction with ConsumerSimBenchcited by 1
- 2025ExpertLens: Activation steering features are highly interpretablecited by 0
1 more
- 2026Can LLMs Think Like Consumers? Benchmarking Crowd-Level Reaction Reconstruction with ConsumerSimBench16 May 2026
- 2025ProMediate: A Socio-cognitive framework for evaluating proactive agents in multi-party negotiation29 Oct 2025
- 2025When Large Language Models are Reliable for Judging Empathic Communication11 Jun 2025
- 2025SNS-Bench-VL: Benchmarking Multimodal Large Language Models in Social Networking Services29 May 2025
- 2025Is your multimodal large language model a good science tutor?9 May 2025
- 2025Sentient Agent as a Judge: Evaluating Higher-Order Social Cognition in Large Language Models1 May 2025
- 2025ExpertLens: Activation steering features are highly interpretable20 Feb 2025
- 2024From Individual to Society: A Survey on Social Simulation Driven by Large Language Model-based Agents4 Dec 2024
- 2024Survey of Cultural Awareness in Language Models: Text and Beyond30 Oct 2024
- 2024Social Learning through Interactions with Other Agents: A Survey31 Jul 2024
- 2024Dialogue Action Tokens: Steering Language Models in Goal-Directed Dialogue with a Multi-Turn Planner17 Jun 2024
- 2024PATIENT-Psi: Using Large Language Models to Simulate Patients for Training Mental Health Professionals30 May 2024
1 more
- 2024From Individual to Society: A Survey on Social Simulation Driven by Large Language Model-based Agentscited by 76
- 2025Sentient Agent as a Judge: Evaluating Higher-Order Social Cognition in Large Language Modelscited by 21
- 2024Dialogue Action Tokens: Steering Language Models in Goal-Directed Dialogue with a Multi-Turn Plannercited by 12
- 2025ProMediate: A Socio-cognitive framework for evaluating proactive agents in multi-party negotiationcited by 2
- 2025ProMediate: A Socio-cognitive framework for evaluating proactive agents in multi-party negotiation29 Oct 2025
- 2025Sentient Agent as a Judge: Evaluating Higher-Order Social Cognition in Large Language Models1 May 2025
- 2024From Individual to Society: A Survey on Social Simulation Driven by Large Language Model-based Agents4 Dec 2024
- 2024Dialogue Action Tokens: Steering Language Models in Goal-Directed Dialogue with a Multi-Turn Planner17 Jun 2024
- 2024Survey of Cultural Awareness in Language Models: Text and Beyondcited by 101
- 2024CulturePark: Boosting Cross-cultural Understanding in Large Language Modelscited by 24
- 2025When Large Language Models are Reliable for Judging Empathic Communicationcited by 21
- 2024PATIENT-Psi: Using Large Language Models to Simulate Patients for Training Mental Health Professionalscited by 19
- 2024Social Learning through Interactions with Other Agents: A Surveycited by 3
- 2025ExpertLens: Activation steering features are highly interpretablecited by 0
- 2025When Large Language Models are Reliable for Judging Empathic Communication11 Jun 2025
- 2025ExpertLens: Activation steering features are highly interpretable20 Feb 2025
- 2024Survey of Cultural Awareness in Language Models: Text and Beyond30 Oct 2024
- 2024Social Learning through Interactions with Other Agents: A Survey31 Jul 2024
- 2024PATIENT-Psi: Using Large Language Models to Simulate Patients for Training Mental Health Professionals30 May 2024
- 2024CulturePark: Boosting Cross-cultural Understanding in Large Language Models24 May 2024