Fine-tuned LLMs predict conversation turn-taking from sensor data in MR group tasks at 96% accuracy and 3.2x better than LSTM baselines for linguistic behaviors, but fail on shared attention and degrade sharply in simulation mode.
The influence of shared mental models on team process and performance,
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TeamLLM: Exploring the Capabilities of LLMs for Multimodal Group Interaction Prediction
Fine-tuned LLMs predict conversation turn-taking from sensor data in MR group tasks at 96% accuracy and 3.2x better than LSTM baselines for linguistic behaviors, but fail on shared attention and degrade sharply in simulation mode.