Author

Xiao-Wen Gu

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#artificial intelligence May 2026

ForeSci: Evaluating LLM Agents for Forward-Looking AI Research Judgment

ForeSci is introduced, a temporally controlled benchmark for evaluating whether LLM agents can make such forward-looking research judgements from historical evidence, and agent-based methods improve traceability over Hybrid RAG, while their gains in future-target alignment over native LLMs are modest and task dependent...

Qiu-Yu Tian, Hao Yin, Hang Su et al. · arXiv.org · 1 citation

#artificial intelligence Review Sep 2026

Shared Worlds, Private Minds: Structured Memory for Long-Form Writing as World Creation

LLM agents that write long-form fiction need an explicit memory of the evolving storyworld to keep new events consistent with established facts. Such memory must keep heterogeneous narrative information distinct, integrate story developments across granularities, and recover dependencies that a writing request leaves i...

Qiu-Yu Tian, Xiao-Wen Gu, Hang Su et al. · 0 citations