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Evaluating Large Language Models in Generating Synthetic HCI Research Data: a Case Study

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/s11135-021-01252-1openalex-snapshot
Ensuring survey research data integrity in the era of internet bots
inferredcites →https://doi.org/10.1016/0376-6357(93)90083-4openalex-snapshot
Detection theory: A user's guide
inferredcites →https://doi.org/10.1016/b978-0-12-802308-2.00002-3openalex-snapshot
Quantifying user research
inferredcites →https://doi.org/10.1016/j.isci.2021.103364openalex-snapshot
Fooled twice: People cannot detect deepfakes but think they can
inferredcites →https://doi.org/10.1016/j.jml.2019.104047openalex-snapshot
How many words do we read per minute? A review and meta-analysis of reading rate
inferredcites →https://doi.org/10.1017/pan.2023.2openalex-snapshot
Out of One, Many: Using Language Models to Simulate Human Samples
inferredcites →https://doi.org/10.1037/xhp0000932openalex-snapshot
A lingering question addressed: Reading rate and most efficient listening rate are highly similar.
inferredcites →https://doi.org/10.1038/nbt.4314openalex-snapshot
Dimensionality reduction for visualizing single-cell data using UMAP
inferredcites →https://doi.org/10.1073/pnas.2120481119openalex-snapshot
AI-synthesized faces are indistinguishable from real faces and more trustworthy
inferredcites →https://doi.org/10.1093/oso/9780198799603.001.0001openalex-snapshot
Computational Interaction
inferredcites →https://doi.org/10.1109/5.880083openalex-snapshot
Two decades of statistical language modeling: where do we go from here?
inferredcites →https://doi.org/10.1109/access.2020.3031549openalex-snapshot
Contrastive Representation Learning: A Framework and Review
inferredcites →https://doi.org/10.1109/mci.2014.2307227openalex-snapshot
Jumping NLP Curves: A Review of Natural Language Processing Research [Review Article]
inferredcites →https://doi.org/10.1109/tpami.2013.50openalex-snapshot
Representation Learning: A Review and New Perspectives
inferredcites →https://doi.org/10.1109/tvcg.2017.2745141openalex-snapshot
Visual Exploration of Semantic Relationships in Neural Word Embeddings
inferredcites →https://doi.org/10.1142/9789814417358_0006openalex-snapshot
Prospect Theory: An Analysis of Decision Under Risk
inferredcites →https://doi.org/10.1145/142750.142794openalex-snapshot
Extending Fitts' law to two-dimensional tasks
inferredcites →https://doi.org/10.1145/1462198.1462203openalex-snapshot
User language model for collaborative personalized search
inferredcites →https://doi.org/10.1145/1978942.1979336openalex-snapshot
Old wine in new bottles or novel challenges
inferredcites →https://doi.org/10.1145/3173574.3174035openalex-snapshot
A Bermuda Triangle?
inferredcites →https://doi.org/10.1145/3313831.3376701openalex-snapshot
Predicting Mid-Air Interaction Movements and Fatigue Using Deep Reinforcement Learning
inferredcites →https://doi.org/10.1145/3330340openalex-snapshot
It's time to rediscover HCI models
inferredcites →https://doi.org/10.1145/3410404.3414235openalex-snapshot
Predicting Game Difficulty and Churn Without Players
inferredcites →https://doi.org/10.1145/3411764.3445483openalex-snapshot
Touchscreen Typing As Optimal Supervisory Control
inferredcites →https://doi.org/10.1145/3442188.3445924openalex-snapshot
BOLD
inferredcites →https://doi.org/10.1145/3474664openalex-snapshot
"My Soul Got a Little Bit Cleaner"
inferredcites →https://doi.org/10.1145/3490100.3516458openalex-snapshot
Neural Language Models as What If? -Engines for HCI Research
inferredcites →https://doi.org/10.1145/3490100.3516464openalex-snapshot
Language Models Can Generate Human-Like Self-Reports of Emotion
inferredcites →https://doi.org/10.1145/3526113.3545616openalex-snapshot
Social Simulacra: Creating Populated Prototypes for Social Computing Systems
inferredcites →https://doi.org/10.1191/1478088706qp063oaopenalex-snapshot
Using thematic analysis in psychology
inferredcites →https://doi.org/10.1609/aaai.v36i7.20729openalex-snapshot
Frozen Pretrained Transformers as Universal Computation Engines
inferredcites →https://doi.org/10.17605/osf.ioopenalex-snapshot
Is this a useful instrument? An introduction to Rasch measurement models
inferredcites →https://doi.org/10.18653/v1/2022.naacl-main.122openalex-snapshot
Measuring Fairness with Biased Rulers: A Comparative Study on Bias Metrics for Pre-trained Language Models
inferredcites →https://doi.org/10.21105/joss.00205openalex-snapshot
hdbscan: Hierarchical density based clustering
inferredcites →https://doi.org/10.24963/ijcai.2020openalex-snapshot
Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence
inferredcites →https://doi.org/10.3758/s13428-019-01237-xopenalex-snapshot
Gorilla in our midst: An online behavioral experiment builder
inferredcites →https://doi.org/10.4324/9781003025245-12openalex-snapshot
Crowdsourcing in observational and experimental research
inferredcites →https://doi.org/10.48550/arxiv.1402.1869openalex-snapshot
On the Number of Linear Regions of Deep Neural Networks
inferredcites →https://doi.org/10.48550/arxiv.1806.04936openalex-snapshot
On Accurate Evaluation of GANs for Language Generation
inferredcites →https://doi.org/10.48550/arxiv.1910.10683openalex-snapshot
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer
inferredcites →https://doi.org/10.48550/arxiv.2001.08361openalex-snapshot
Scaling Laws for Neural Language Models
inferredcites →https://doi.org/10.48550/arxiv.2201.11903openalex-snapshot
BNAI, NO-TOKEN, and MIND-UNITY: Pillars of a Systemic Revolution in Artificial Intelligence
inferredcites →https://doi.org/10.48550/arxiv.2203.02155openalex-snapshot
Discernment and Social Learning as a Companion Training Layer
inferredcites →https://doi.org/10.48550/arxiv.2203.05794openalex-snapshot
BERTopic: Neural topic modeling with a class-based TF-IDF procedure

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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inferred← citeshttps://doi.org/10.1007/s10588-026-09421-zopenalex-snapshot
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ChatGPT does not replicate human moral judgments: the importance of examining metrics beyond correlation to assess agreement
inferred← citeshttps://doi.org/10.1038/s42256-025-00986-zopenalex-snapshot
Large language models that replace human participants can harmfully misportray and flatten identity groups
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Generalizability of choice architecture interventions
inferred← citeshttps://doi.org/10.1057/s41599-024-03611-3openalex-snapshot
Large language models empowered agent-based modeling and simulation: a survey and perspectives
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Generative artificial intelligence-guided user studies: an application for air taxi services
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inferred← citeshttps://doi.org/10.1145/3613905.3636301openalex-snapshot
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inferred← citeshttps://doi.org/10.1145/3613905.3643977openalex-snapshot
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inferred← citeshttps://doi.org/10.1145/3613905.3651026openalex-snapshot
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inferred← citeshttps://doi.org/10.1145/3613905.3651057openalex-snapshot
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inferred← citeshttps://doi.org/10.1145/3617694.3623261openalex-snapshot
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inferred← citeshttps://doi.org/10.1145/3623809.3623931openalex-snapshot
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inferred← citeshttps://doi.org/10.1145/3624730openalex-snapshot
Who Determines What Is Relevant? Humans or AI? Why Not Both?
inferred← citeshttps://doi.org/10.1145/3640544.3645228openalex-snapshot
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inferred← citeshttps://doi.org/10.1145/3640794.3665582openalex-snapshot
Large Language Models and Video Games: A Preliminary Scoping Review
inferred← citeshttps://doi.org/10.1145/3641002openalex-snapshot
Embedding Democratic Values into Social Media AIs via Societal Objective Functions
inferred← citeshttps://doi.org/10.1145/3643834.3660729openalex-snapshot
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inferred← citeshttps://doi.org/10.1145/3649165.3690100openalex-snapshot
Synthetic Students: A Comparative Study of Bug Distribution Between Large Language Models and Computing Students
inferred← citeshttps://doi.org/10.1145/3652988.3673967openalex-snapshot
On LLM Wizards: Identifying Large Language Models' Behaviors for Wizard of Oz Experiments
inferred← citeshttps://doi.org/10.1145/3654777.3676470openalex-snapshot
SituationAdapt: Contextual UI Optimization in Mixed Reality with Situation Awareness via LLM Reasoning
inferred← citeshttps://doi.org/10.1145/3658619.3658627openalex-snapshot
The Potential and Implications of Generative AI on HCI Education
inferred← citeshttps://doi.org/10.1145/3659625openalex-snapshot
Talk2Care: An LLM-based Voice Assistant for Communication between Healthcare Providers and Older Adults
inferred← citeshttps://doi.org/10.1145/3660767openalex-snapshot
Can GPT-4 Replicate Empirical Software Engineering Research?
inferred← citeshttps://doi.org/10.1145/3661143openalex-snapshot
Evaluation of Code Generation for Simulating Participant Behavior in Experience Sampling Method by Iterative In-Context Learning of a Large Language Model
inferred← citeshttps://doi.org/10.1145/3663384.3663401openalex-snapshot
Teacher, Trainer, Counsel, Spy: How Generative AI can Bridge or Widen the Gaps in Worker-Centric Digital Phenotyping of Wellbeing
inferred← citeshttps://doi.org/10.1145/3663547.3746319openalex-snapshot
Probing the Gaps in ChatGPT's Live Video Chat for Real-World Assistance for People who are Blind or Visually Impaired
inferred← citeshttps://doi.org/10.1145/3663547.3759715openalex-snapshot
How Well Can Vision Language Models Simulate the Vision Perception of People with Low Vision?
inferred← citeshttps://doi.org/10.1145/3673805.3673811openalex-snapshot
Interaction Research and Design across Times in HCI
inferred← citeshttps://doi.org/10.1145/3674805.3690744openalex-snapshot
Can ChatGPT emulate humans in software engineering surveys?
inferred← citeshttps://doi.org/10.1145/3677054openalex-snapshot
A Topic Modeling Approach Towards Understanding the Discourse between Religion and Videogames on Reddit
inferred← citeshttps://doi.org/10.1145/3678884.3681826openalex-snapshot
Challenges and Opportunities of LLM-Based Synthetic Personae and Data in HCI
inferred← citeshttps://doi.org/10.1145/3678957.3685701openalex-snapshot
LLM-powered Multimodal Insight Summarization for UX Testing
inferred← citeshttps://doi.org/10.1145/3687273.3687293openalex-snapshot
Bridging the Gap Between Information Seeking and Product Search Systems: Q&A Recommendation for E-Commerce
inferred← citeshttps://doi.org/10.1145/3695053.3731073openalex-snapshot
AiF: Accelerating On-Device LLM Inference Using In-Flash Processing
inferred← citeshttps://doi.org/10.1145/3699682.3728339openalex-snapshot
Synthetic Voices: Evaluating the Fidelity of LLM-Generated Personas in Representing People’s Financial Wellbeing
inferred← citeshttps://doi.org/10.1145/3706598.3713220openalex-snapshot
Simulacrum of Stories: Examining Large Language Models as Qualitative Research Participants
inferred← citeshttps://doi.org/10.1145/3706598.3713259openalex-snapshot
Seeking Inspiration through Human-LLM Interaction
inferred← citeshttps://doi.org/10.1145/3706598.3713273openalex-snapshot
No Evidence for LLMs Being Useful in Problem Reframing
inferred← citeshttps://doi.org/10.1145/3706598.3713445openalex-snapshot
Persona-L has Entered the Chat: Leveraging LLMs and Ability-based Framework for Personas of People with Complex Needs
inferred← citeshttps://doi.org/10.1145/3706598.3713479openalex-snapshot
GeneyMAP: Exploring the Potential of GenAI to Facilitate Mapping User Journeys for UX Design
inferred← citeshttps://doi.org/10.1145/3706598.3713726openalex-snapshot
Understanding the LLM-ification of CHI: Unpacking the Impact of LLMs at CHI through a Systematic Literature Review
inferred← citeshttps://doi.org/10.1145/3706598.3713827openalex-snapshot
Generative AI Uses and Risks for Knowledge Workers in a Science Organization
inferred← citeshttps://doi.org/10.1145/3706598.3713840openalex-snapshot
From Camera-Eye to AI: Exploring the Interplay of Cinematography and Computational Visual Storytelling
inferred← citeshttps://doi.org/10.1145/3706598.3713944openalex-snapshot
Investigating Context-Aware Collaborative Text Entry on Smartphones using Large Language Models
inferred← citeshttps://doi.org/10.1145/3706598.3714034openalex-snapshot
Proxona: Supporting Creators' Sensemaking and Ideation with LLM-Powered Audience Personas
inferred← citeshttps://doi.org/10.1145/3706598.3714075openalex-snapshot
"Don't You Dare Go Hollow": How Dark Souls Helps Players Cope with Depression, a Thematic Analysis of Reddit Discussions
inferred← citeshttps://doi.org/10.1145/3706598.3714227openalex-snapshot
How CO2STLY Is CHI? The Carbon Footprint of Generative AI in HCI Research and What We Should Do About It
inferred← citeshttps://doi.org/10.1145/3706599.3706690openalex-snapshot
LLMs as Workers in Human-Computational Algorithms? Replicating Crowdsourcing Pipelines with LLMs
inferred← citeshttps://doi.org/10.1145/3706599.3716302openalex-snapshot
Forging an HCI Research Agenda with Artists Impacted by Generative AI
inferred← citeshttps://doi.org/10.1145/3706599.3719712openalex-snapshot
"When AI Writes Personas": Analyzing Lexical Diversity in LLM-Generated Persona Descriptions
inferred← citeshttps://doi.org/10.1145/3706599.3719845openalex-snapshot
How to Better Translate Participant Quotes Using LLMs: Exploring Practices and Challenges of Non-Native English Researchers
inferred← citeshttps://doi.org/10.1145/3706599.3720075openalex-snapshot
GeneyMAP: Designing GenAI-empowered User Journey Mapping Tool
inferred← citeshttps://doi.org/10.1145/3706599.3720285openalex-snapshot
Data Paradigms in the Era of LLMs: On the Opportunities and Challenges of Qualitative Data in the WILD
inferred← citeshttps://doi.org/10.1145/3708319.3733685openalex-snapshot
Simulating Human Opinions with Large Language Models
inferred← citeshttps://doi.org/10.1145/3708359.3712146openalex-snapshot
SimTube: Simulating Audience Feedback on Videos using Generative AI and User Personas
inferred← citeshttps://doi.org/10.1145/3710947openalex-snapshot
Collecting Qualitative Data at Scale with Large Language Models: A Case Study
inferred← citeshttps://doi.org/10.1145/3711000openalex-snapshot
'I'm Categorizing LLM as a Productivity Tool': Examining Ethics of LLM Use in HCI Research Practices
inferred← citeshttps://doi.org/10.1145/3711066openalex-snapshot
SimSpark: Interactive Simulation of Social Media Behaviors
inferred← citeshttps://doi.org/10.1145/3711670.3764614openalex-snapshot
AI-Powered Automated and Remote UX Evaluation Methods: A Systematic Literature Review
inferred← citeshttps://doi.org/10.1145/3712300openalex-snapshot
PALLM: Evaluating and Enhancing Palliative Care Conversations with Large Language Models
inferred← citeshttps://doi.org/10.1145/3715070.3748275openalex-snapshot
The Impact of Generative AI on the CSCW Landscape: Insights from HCI Education, Industry Dynamics, and Funding Perspectives
inferred← citeshttps://doi.org/10.1145/3715070.3749234openalex-snapshot
Pinning “Reflection” on the Agenda: Investigating Reflection in Human–LLM Co-Creation for Creative Coding
inferred← citeshttps://doi.org/10.1145/3715275.3732046openalex-snapshot
Measuring Machine Learning Harms from Stereotypes Requires Understanding Who Is Harmed by Which Errors in What Ways
inferred← citeshttps://doi.org/10.1145/3715928.3737467openalex-snapshot
Quo Vadis, HCOMP? A Review of 12 Years of Research at the Frontier of Human Computation and Crowdsourcing
inferred← citeshttps://doi.org/10.1145/3719160.3736606openalex-snapshot
Exploring LLMs for Automated Generation and Adaptation of Questionnaires
inferred← citeshttps://doi.org/10.1145/3719160.3736610openalex-snapshot
From Synthetic to Human: The Gap Between AI-Predicted and Actual Pro-Environmental Behavior Change After Chatbot Persuasion
inferred← citeshttps://doi.org/10.1145/3719160.3736637openalex-snapshot
From Goals to Actions: Designing Context-aware LLM Chatbots for New Year's Resolutions
inferred← citeshttps://doi.org/10.1145/3731545.3731570openalex-snapshot
FT2: First-Token-Inspired Online Fault Tolerance on Critical Layers for Generative Large Language Models
inferred← citeshttps://doi.org/10.1145/3736721openalex-snapshot
Empirical Guidelines for Deploying LLMs onto Resource-constrained Edge Devices
inferred← citeshttps://doi.org/10.1145/3737609.3747095openalex-snapshot
Synthetic Data: Representation and/vs Representativeness
inferred← citeshttps://doi.org/10.1145/3743049.3743057openalex-snapshot
The Impostor is Among Us: Can Large Language Models Capture the Complexity of Human Personas?
inferred← citeshttps://doi.org/10.1145/3745900.3746108openalex-snapshot
The Use of Large Language Models in HCI: A Critical Analysis of Synthetic Users
inferred← citeshttps://doi.org/10.1145/3746059.3747624openalex-snapshot
Accessibility Scout: Personalized Accessibility Scans of Built Environments
inferred← citeshttps://doi.org/10.1145/3746059.3747772openalex-snapshot
StoryEnsemble: Enabling Dynamic Exploration & Iteration in the Design Process with AI and Forward-Backward Propagation
inferred← citeshttps://doi.org/10.1145/3747588openalex-snapshot
A Survey on Large Language Models for Code Generation
inferred← citeshttps://doi.org/10.1145/3748522.3779990openalex-snapshot
EEG-Informed Neuroadaptive Language Model for CBT
inferred← citeshttps://doi.org/10.1145/3750069.3750094openalex-snapshot
NuevAI: Streamlined Dataset Generator and Human Evaluator System for Development of Pedagogical Conversational Agents
inferred← citeshttps://doi.org/10.1145/3757503openalex-snapshot
Safeguarding Crowdsourcing Surveys from ChatGPT through Prompt Injection
inferred← citeshttps://doi.org/10.1145/3769126.3769241openalex-snapshot
From Legal Text to Tech Specs: Generative AI’s Interpretation of Consent in Privacy Law
inferred← citeshttps://doi.org/10.1145/3772318.3790608openalex-snapshot
Creating and Evaluating Personas Using Generative AI: A Scoping Review of 81 Articles
inferred← citeshttps://doi.org/10.1145/3772318.3790760openalex-snapshot
Mining Player Experience Trends From Game Reviews Using Large Language Models
inferred← citeshttps://doi.org/10.1145/3772318.3790826openalex-snapshot
GG Go Next... Lobby: How Players Use Queue Dodging to Anticipate and Avoid Negative Experiences in League of Legends
inferred← citeshttps://doi.org/10.1145/3772318.3791074openalex-snapshot
Depictions of Privacy Invasion and Surveillance in Artworks and Potential Lessons For Privacy Communication
inferred← citeshttps://doi.org/10.1145/3772318.3791383openalex-snapshot
Do Entropic Measurements of the Diversity of AI-generated Images Match Human Judgement?
inferred← citeshttps://doi.org/10.1145/3772318.3791444openalex-snapshot
Automating UI Optimization through Multi-Agentic Reasoning
inferred← citeshttps://doi.org/10.1145/3772363.3778756openalex-snapshot
Workshop on Developing Standards and Documentation For LLM Use as Simulated Research Participants
inferred← citeshttps://doi.org/10.1145/3772363.3790107openalex-snapshot
The Global Impact of Generative AI on the HCI Landscape: International Perspectives on HCI Education, Industry Dynamics, and Funding Considerations
inferred← citeshttps://doi.org/10.1145/3772363.3798319openalex-snapshot
AI-Driven Co-Construction of Synthetic Personas for Early-Stage B2B User Research: An Exploratory Study
inferred← citeshttps://doi.org/10.1145/3772363.3798395openalex-snapshot
Auto-Generating Personas from User Reviews in VR App Stores
inferred← citeshttps://doi.org/10.1145/3772363.3798480openalex-snapshot
CoFiSA: A Survey Agent Based on Contrastive Filtering for Ensuring High-Quality Responses in Online Surveys
inferred← citeshttps://doi.org/10.1145/3772363.3798543openalex-snapshot
PersonaCite: VoC-Grounded Interviewable Agentic Synthetic AI Personas for Verifiable User and Design Research
inferred← citeshttps://doi.org/10.1145/3772363.3798991openalex-snapshot
Simulation of Human Survey Responses for Market Research: The Role of Contextualization in LLM-Based Agents
inferred← citeshttps://doi.org/10.1145/3772363.3799334openalex-snapshot
Maintaining Stable Personas? Examining Temporal Stability in LLM-Based Human Simulation
inferred← citeshttps://doi.org/10.1145/3773285openalex-snapshot
TaskEval: Assessing Difficulty of Code Generation Tasks for Large Language Models
inferred← citeshttps://doi.org/10.1145/3776574.3831141openalex-snapshot
Human-Centered Metrics for Evaluating Usability in Artificial Intelligence Generated Human Object Interactions
inferred← citeshttps://doi.org/10.1145/3786228.3786241openalex-snapshot
Enabling Postgraduate Projects in Computing Education through Synthetic Research Data Generation
inferred← citeshttps://doi.org/10.1145/3788068openalex-snapshot
RECOVER: Designing a Large Language Model-based Remote Patient Monitoring System for Postoperative Gastrointestinal Cancer Care CSCW032
inferred← citeshttps://doi.org/10.1145/3788080openalex-snapshot
Content Creation with Generative AI: How Do Content Creators Responsibly Use Generative AI Tools? CSCW009
inferred← citeshttps://doi.org/10.1145/3789496openalex-snapshot
Towards High-Fidelity Synthetic Multi-Platform Social Media Datasets via Large Language Models
inferred← citeshttps://doi.org/10.1145/3800645.3812787openalex-snapshot
Exploring Bodily Phenomena through Code: A Research Through Design Inquiry of Sketching with LLMs
inferred← citeshttps://doi.org/10.1145/3800687openalex-snapshot
Must Read: A Comprehensive Survey of Computational Persuasion
inferred← citeshttps://doi.org/10.1145/3803546openalex-snapshot
EventChat: Implementation and user-centric evaluation of a large language model-driven conversational recommender system for exploring leisure events in an SME context
inferred← citeshttps://doi.org/10.1145/3805689.3812282openalex-snapshot
Safety Theater in Anthropomorphic AI: Why We Need to Shift from Safety to Accountability Narratives
inferred← citeshttps://doi.org/10.1145/3805689.3812377openalex-snapshot
AI Automatons: AI Systems Intended to Imitate Humans
inferred← citeshttps://doi.org/10.1145/3814574.3816750openalex-snapshot
An Agentic System for Context-Aware Synthetic Data Generation
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