# LLM4TS: Aligning Pre-Trained LLMs as Data-Efficient Time-Series Forecasters

> Research article (ACM Transactions on Intelligent Systems and Technology, 2025) · cited 74× · AI/ML

**Wikidata**: [openalex:W4407838869](https://www.wikidata.org/wiki/openalex:W4407838869)  
**Source**: https://4ort.xyz/entity/llm4ts-aligning-pre-trained-llms-as-data-efficient-time-series-forecasters