# Parameter-efficient fine-tuning

This is a LoRA adapter extracted from DeepSeek-R1-Distill-Qwen-32B, based on the Qwen2.5-32B base model, suitable for parameter-efficient fine-tuning.

MOMENT is a series of foundation models for general time series analysis, supporting various time series tasks with out-of-the-box effectiveness and performance improvements through fine-tuning.

A Chinese-English bilingual large language model jointly open-sourced by DeepLang Tech and Tsinghua NLP Lab, pre-trained on trillions of high-quality tokens with 8K context window processing capability