Shypd.aiThe largest open index of AI toolsLaVIN is an open-source AI Agents & Automation tool that provides efficient vision-language instruction tuning for large language models. It offers a novel Mixture-of-Modality Adaptation (MMA) for improved reasoning and training efficiency.
Trending
About
LaVIN is an open-source implementation of a method for efficient vision-language instruction tuning, based on the NeurIPS 2023 paper "Cheap and Quick: Efficient Vision-Language Instruction Tuning for Large Language Models." It introduces the Mixture-of-Modality Adaptation (MMA), an end-to-end optimization regime that connects image encoders and LLMs via lightweight adapters. LaVIN also features a novel routing algorithm within MMA, enabling the model to automatically shift reasoning paths for single- and multi-modal instructions. This approach results in superior training efficiency and enhanced reasoning abilities compared to existing multimodal LLMs across various instruction-following tasks. The project provides code for setup, fine-tuning, and a demo for multimodal chatbot interactions, supporting both LLaMA and Vicuna weights.
Capabilities
Pricing & Plans
Open Source
Free
FAQs
Trending
