Unsupervised contrast-consistent ranking with language models
Language models contain ranking-based knowledge and are powerful solvers of in-context
ranking tasks. For instance, they may have parametric knowledge about the ordering of …
ranking tasks. For instance, they may have parametric knowledge about the ordering of …
Discovering universal geometry in embeddings with ICA
This study utilizes Independent Component Analysis (ICA) to unveil a consistent semantic
structure within embeddings of words or images. Our approach extracts independent …
structure within embeddings of words or images. Our approach extracts independent …
The Theory of Fair Allocation Under Structured Set Constraints
The topic of fair allocation of indivisible items has been receiving significant attention
because of its applicability in real-world settings, such as budgeted course allocations, room …
because of its applicability in real-world settings, such as budgeted course allocations, room …
The Echoes of the'I': Tracing Identity with Demographically Enhanced Word Embeddings
I Smirnov - arXiv preprint arXiv:2407.00340, 2024 - arxiv.org
Identity is one of the most commonly studied constructs in social science. However, despite
extensive theoretical work on identity, there remains a need for additional empirical data to …
extensive theoretical work on identity, there remains a need for additional empirical data to …
Interpretability of Deep Neural Models
S Sikdar, P Bhattacharya - Ethics in Artificial Intelligence: Bias, Fairness …, 2023 - Springer
The rise of deep neural networks in machine learning has been remarkable, leading to their
deployment in algorithmic decision-making. However, this has raised questions about the …
deployment in algorithmic decision-making. However, this has raised questions about the …
Cultural Differences in the Beauty Premium
B Kohler, W Mill - Available at SSRN 4499770, 2023 - papers.ssrn.com
A large body of research suggests that better-looking people are associated with a variety of
positive economic outcomes, an effect labeled the beauty premium. However, the vast …
positive economic outcomes, an effect labeled the beauty premium. However, the vast …
Syntactic Representations Enable Interpretable Hierarchical Word Vectors
B Silwal - openreview.net
The distributed representations currently used are dense and uninterpretable, leading to
interpretations that themselves are relative, overcomplete, and hard to interpret. We propose …
interpretations that themselves are relative, overcomplete, and hard to interpret. We propose …