Measuring Human Contribution in AI-Assisted Content Generation

arXiv:2408.14792 · cs.CY, cs.AI, cs.CL · Submitted 2024-08-27 · Read on arXiv

cs.CY, cs.AI, cs.CL

Submitted: 2024-08-27

Updated: 2026-09-15

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Generative AI — 9× in this paper · explained in 2 episodes
• Generalization — 8× in this paper · explained in 13 episodes
• Consistency — 7× in this paper · explained in 3 episodes
• Generative Model — 7× in this paper · explained in 2 episodes
• Hallucination — 5× in this paper · explained in 3 episodes
• AUC — 4× in this paper · explained in 2 episodes
• Pairwise Comparisons — 3× in this paper · explained in 2 episodes
• Robustness — 3× in this paper · explained in 5 episodes
• Ablation — 2× in this paper · explained in 1 episode
• Adaptivity — 2× in this paper · explained in 1 episode
• Alignment — 2× in this paper · explained in 1 episode
• Benchmark — 2× in this paper · explained in 2 episodes
• Ablation study — 1× in this paper · explained in 1 episode
• Artificial Intelligence (AI) — 1× in this paper · explained in 2 episodes
• Calibration — 1× in this paper · explained in 7 episodes
• Core — 1× in this paper · explained in 2 episodes
• Generative Models — 1× in this paper · explained in 2 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes

Sources

• Chatbot Arena: An Open Platform for Evaluating LLMs by Human Preference
• Mixtral of Experts
• How Close is ChatGPT to Human Experts? Comparison Corpus, Evaluation, and Detection
• Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text
• SemStamp: A Semantic Watermark with Paraphrastic Robustness for Text Generation
• A Watermark for Large Language Models
• DetectGPT: Zero-Shot Machine-Generated Text Detection using Probability Curvature
• On the Risk of Misinformation Pollution with Large Language Models
• Gemini: A Family of Highly Capable Multimodal Models
• LLaMA: Open and Efficient Foundation Language Models
• DNA-GPT: Divergent N-Gram Analysis for Training-Free Detection of GPT-Generated Text
• A Survey on Detection of LLMs-Generated Content
• Shadow Alignment: The Ease of Subverting Safely-Aligned Language Models
• G3Detector: General GPT-Generated Text Detector
• Youling: an AI-Assisted Lyrics Creation System
• WildChat: 1M ChatGPT Interaction Logs in the Wild
• Provable Robust Watermarking for AI-Generated Text

Related papers

• Reasoning Enhances Robustness to Prompt Injection in LLM-Based Consensus
• Generative AI Purpose-built for Social and Mental Health: A Real-World Pilot
• PersonaMem-v3: Toward Omni-Platform Personal Intelligence for Holistic User Understanding, Recommendation, and Agentic Tasks
• What is an intelligent system?
• AI University: An LLM-Powered Learning Assistant for Engineering---A Finite Element Method Case Study
• Generative AI Use in Entrepreneurship: An Integrative Review and an Empowerment-Entrapment Framework