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-**Nov 9, 2025:** 🍺🍺🍺 Our work [**LLMC+: Benchmarking Vision-Language Model Compression with a Plug-and-play Toolkit**](https://arxiv.org/abs/2508.09981) has been accepted by AAAI 2026.
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-**August 13, 2025:** 🚀 We have open-sourced our compression solution for **vision-language models (VLMs)**, supporting over a total of **20 algorithms** that cover both **token reduction** and **quantization**. This release enables flexible, plug-and-play compression strategies for a wide range of multimodal tasks. please refer to the [documentation](https://llmc-en.readthedocs.io/en/latest/advanced/token_reduction.html).
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-**May 12, 2025:** 🔥 We now fully support quantization for the **`Wan2.1`** series of video generation models and provide export of truly quantized **INT8/FP8** weights, compatible with the [lightx2v](https://github.com/ModelTC/lightx2v) inference framework. For details, please refer to the [lightx2v documentation](https://llmc-en.readthedocs.io/en/latest/backend/lightx2v.html).
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