# SpecEvo: Speculative Evolution with Large Language Models for Cost-Efficient Scientific Discovery

> 全文为英语

**Published:** 2026年10月22日
**Author:** Ha Minh Hieu, Tongyao Zhu, Do Xuan Long, Min-Yen Kan
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/zh/articles/specevo-speculative-evolution-with-large-language-models-for-cost-effici

arXiv:2610.28706v1 Announce Type: new Abstract: LLM-driven evolutionary search is a promising paradigm for scientific discovery, but existing methods remain costly and slow, often applying expensive reasoning uniformly while underusing evidence from failed, redundant, and…

> 内容来自原始来源： **arXiv — cs.AI**
> [在 arXiv — cs.AI 阅读全文](https://arxiv.org/abs/2610.28706)

**标签：** #arXiv

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