Quantization plays a crucial role in deploying Large Language Models (LLMs) in resource-constrained environments. However, the presence of outlier features significantly hinders low-bit quantization.

Abstract: Multi-bit quantization allows Delta-Sigma modulators to achieve low oversampling ratios (OSRs), improved jitter tolerance, and relaxed dynamic requirements of the loop filter, but face ...

There may not be a more enjoyable debate in sports than the Big Ten vs. the SEC. Especially after the two conferences recently poached elite athletic programs from other leagues, the general consensus ...

Abstract: In traditional audio captioning methods, a model is usually trained in a fully supervised manner using a human-annotated dataset containing audio-text pairs and then evaluated on the test ...