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Matthew Douglas
mdouglas
AI & ML interests
LLMs, quantization, NLP, embeddings, hardware, DevEx
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Papers: Quantization
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Exploring Quantization Backends in Diffusers
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Datasets that were under consideration for usage in my submission to the 2023 NeurIPS Large Language Model Efficiency Challenge.
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Detecting Pretraining Data from Large Language Models
Paper • 2310.16789 • Published • 11 -
Let's Synthesize Step by Step: Iterative Dataset Synthesis with Large Language Models by Extrapolating Errors from Small Models
Paper • 2310.13671 • Published • 19 -
AutoMix: Automatically Mixing Language Models
Paper • 2310.12963 • Published • 14 -
An Emulator for Fine-Tuning Large Language Models using Small Language Models
Paper • 2310.12962 • Published • 13
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