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|2024.08|🔥[ACTIVATION SPARSITY] TRAINING-FREE ACTIVATION SPARSITY IN LARGE LANGUAGE MODELS(@MIT etc)|[[pdf]](https://arxiv.org/pdf/2408.14690)|[[TEAL]](https://github.com/FasterDecoding/TEAL)|⭐️ |
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|2024.09|🔥[VPTQ] VPTQ: EXTREME LOW-BIT VECTOR POST-TRAINING QUANTIZATION FOR LARGE LANGUAGE MODELS(@Microsoft)|[[pdf]](https://arxiv.org/pdf/2409.17066)|[[VPTQ]](https://github.com/microsoft/VPTQ)|⭐️ |
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|2024.11|🔥[BitNet] BitNet a4.8: 4-bit Activations for 1-bit LLMs(@Microsoft)|[[pdf]](https://arxiv.org/pdf/2411.04965)|[[bitnet]](https://github.com/microsoft/unilm/tree/master/bitnet)|⭐️ |
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|2025.04|🔥[**BitNet v2**] BitNet v2: Native 4-bit Activations with Hadamard Transformation for 1-bit LLMs(@Microsoft)|[[pdf]](https://arxiv.org/pdf/2504.18415)|[[bitnet]](https://github.com/microsoft/unilm/tree/master/bitnet)|⭐️ |
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