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README.md

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 [![llava_next-video_checkpoints](https://img.shields.io/badge/llava_next-video_checkpoints-blue)](https://huggingface.co/collections/lmms-lab/llava-next-video-661e86f5e8dabc3ff793c944)
 
 ## Release
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+- [2024/05/25] 🔥 Wondering "[What Else Influences Visual Instruction Tuning Beyond Data?](https://llava-vl.github.io/blog/2024-05-25-llava-next-ablations/)" Our new [blog](https://llava-vl.github.io/blog/2024-05-25-llava-next-ablations/) summarizes empirical explorations to ablate the various design choices in improving LMMs except instruct data itself. Meanwhile, open-source the recapioned high-quality data using LLaVA-NeXT-34B on [COCO] [LCS] [CC3M].
+ * Architectures (LMM & Vision Encoder)
+ * Visual Representations (Resolution & # Tokens)
+ * Training Strategies (High-quality data & Trainable modules)
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 - [2024/05/10] 🔥 **LLaVA-NeXT** (Stronger) models are released, with support of stronger LMM inlcuding LLama-3 (8B) and Qwen-1.5 (72B/110B) Check out [[blog](https://llava-vl.github.io/blog/2024-05-10-llava-next-stronger-llms/)] and [[checkpoints](https://huggingface.co/lmms-lab)] to see improved performance!
 - [2024/05/10] 🔥 **LLaVA-NeXT** (Video) is released. The image-only-trained LLaVA-NeXT model is surprisingly strong on video tasks with zero-shot modality transfer. DPO training with AI feedback on videos can yield significant improvement. [[Blog](https://llava-vl.github.io/blog/2024-04-30-llava-next-video/)], [[checkpoints](https://huggingface.co/collections/lmms-lab/llava-next-video-661e86f5e8dabc3ff793c944)] and [[sglang](https://github.com/sgl-project/sglang)]
 - [2024/01/30] 🔥 **LLaVA-NeXT** is out! With additional scaling to LLaVA-1.5, LLaVA-NeXT-34B outperforms Gemini Pro on some benchmarks. It can now process 4x more pixels and perform more tasks/applications than before. Check out the [blog post](https://llava-vl.github.io/blog/2024-01-30-llava-next/), and explore the [demo](https://llava.hliu.cc/)! Models are available in [Model Zoo](https://github.com/haotian-liu/LLaVA/blob/main/docs/MODEL_ZOO.md). Training/eval data and scripts coming soon.