Author

Le-Tian Shi

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#natural language process... Preprint Oct 2026

Empathy Is Not the Scapegoat for Declines in Factuality and Reliability

Language models are increasingly expected to support users in stressful or uncertain situations, where warmth and empathy are desirable. While recent work associates warmer models with reduced reliability, we show that this conclusion is incomplete. Prior studies often train primarily on empathetic dialogue, making it...

Le-Tian Shi, Kanwal Mehreen, De-Heng Zhang et al. · 0 citations

#artificial intelligence Preprint Aug 2026

FRAMEWORKERS: A Dynamic Multi-Agent Framework for AI-Generated Video Production

Experiments show that FRAMEWORKERS outperforms strong LLM planners in routing accuracy, recovers reliably from runtime failures, generalizes to unseen sub-agents without retraining, and achieves higher end-to-end video quality and broader task coverage than fixed pipelines, single-agent systems, and prior multi-agent a...

Zhen-Dong Li, Lei Sun, Le-Tian Shi et al. · 1 citation