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LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models

Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 3: System Demonstrations)
Efficient fine-tuning is vital for adapting large language models (LLMs) to downstream tasks. However, it requires non-trivial efforts to implement these methods on different models. We present LlamaFactory, a unified framework that integrates a suite of
Yaowei Zheng   +5 more
semanticscholar   +1 more source

AnyGPT: Unified Multimodal LLM with Discrete Sequence Modeling

Annual Meeting of the Association for Computational Linguistics
We introduce AnyGPT, an any-to-any multimodal language model that utilizes discrete representations for the unified processing of various modalities, including speech, text, images, and music.
Jun Zhan   +15 more
semanticscholar   +1 more source

JanusFlow: Harmonizing Autoregression and Rectified Flow for Unified Multimodal Understanding and Generation

Computer Vision and Pattern Recognition
We present JanusFlow, a powerful framework that unifies image understanding and generation in a single model. JanusFlow introduces a minimalist architecture that integrates autoregressive language models with rectified flow, a state-of-the-art method in ...
Yiyang Ma   +13 more
semanticscholar   +1 more source

Requirements change management based on object-oriented software engineering with unified modeling language

2016 7th IEEE International Conference on Software Engineering and Service Science (ICSESS), 2016
Jessada Tomyim, A. Pohthong
semanticscholar   +1 more source

Transforming heat transfer with thermal metamaterials and devices

Nature Reviews Materials, 2021
Ying Li, Wei Li, Tiancheng Han
exaly  

A unified description of non-radiative voltage losses in organic solar cells

Nature Energy, 2021
Xian-Kai Chen, Deping Qian, Yuming Wang
exaly  

Large language models in medicine

Nature Medicine, 2023
Arun James Thirunavukarasu
exaly  

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