#human-ai News & Analysis

2 articles tagged with #human-ai. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AINeutralarXiv – CS AI · Mar 177/10

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Human-AI Ensembles Improve Deepfake Detection in Low-to-Medium Quality Videos

Research comparing 200 humans and 95 AI detectors found humans significantly outperform AI at detecting deepfakes, especially in low-quality mobile phone videos where AI accuracy drops to near chance levels. The study reveals human-AI hybrid systems are most effective, as humans and AI make complementary errors in deepfake detection.

AINeutralarXiv – CS AI · Jun 56/10

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Humans' ALMANAC: A Human Collaboration Dataset of Action-Level Mental Model Annotations for Agent Collaboration

Researchers introduce ALMANAC, a dataset of 2,987 annotated human collaboration actions designed to teach AI agents how to maintain mental models during teamwork. The dataset, built from the Map Task routing exercise, includes theory-informed annotations tracking participants' reasoning, partner intent perception, and shared goals—addressing a critical gap in training collaborative AI systems beyond task completion.