Search Results for author: William Rudman

Found 5 papers, 5 papers with code

Outlier Dimensions Encode Task-Specific Knowledge

1 code implementation26 Oct 2023 William Rudman, Catherine Chen, Carsten Eickhoff

Representations from large language models (LLMs) are known to be dominated by a small subset of dimensions with exceedingly high variance.

Stable Anisotropic Regularization

1 code implementation30 May 2023 William Rudman, Carsten Eickhoff

Given the success of Large Language Models (LLMs), there has been considerable interest in studying the properties of model activations.

Garden-Path Traversal in GPT-2

1 code implementation24 May 2022 William Jurayj, William Rudman, Carsten Eickhoff

In recent years, large-scale transformer decoders such as the GPT-x family of models have become increasingly popular.

Decoder Language Modelling

IsoScore: Measuring the Uniformity of Embedding Space Utilization

1 code implementation Findings (ACL) 2022 William Rudman, Nate Gillman, Taylor Rayne, Carsten Eickhoff

We propose IsoScore: a novel tool that quantifies the degree to which a point cloud uniformly utilizes the ambient vector space.

Word Embeddings

Cannot find the paper you are looking for? You can Submit a new open access paper.