# CIRCE Divines LLM Task Complexity from Constraint Structure

**Published:** November 2, 2026
**Author:** Chenhao Hong, Jiakai Xu, Kaushiki Singh, Yusen Zhang, Eugene Wu
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/circe-divines-llm-task-complexity-from-constraint-structure

arXiv:2610.41089v1 Announce Type: new Abstract: Estimating whether a problem is too complex for a large language model (LLM) before the model attempts it can guide model routing, how to allocate test-time compute, and suggest the need for new tools to aid the agent. While…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2610.41089)

**Tags:** #arXiv

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