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Ze-Xuan Qiu

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#natural language process... Preprint Sep 2026

PARSER: Read in Parallel, Reason in Depth for Long-Context LLM Agents

PARSER, which decouples reading from reasoning, is introduced, which is robust to perturbations in evidence position, order, and distance, conditions that cause large accuracy swings in sequential methods, while reducing inference latency by up to 11x.

Kun Li, Ze-Xuan Qiu, Tian-Hua Zhang et al. · 0 citations
Preprint Jul 2026

Homer: Understanding Long-form Videos with Hierarchical Memory and Agentic Reasoning

A Hierarchical Online Memory Exploration and Reasoning framework that mirrors the multi-scale structure of long videos, and consistently lifts three various LLM backbones, indicating a model-agnostic structural capability for grounded retrieval over long videos.

Yixin Ji, F. Ye, Juntao Li et al. · 1 citation

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