2025年3月17日 · Word Usage Graphs (WUGs) represent human semantic proximity judgments for pairs of word uses in a weighted graph, which can be clustered to infer word sense clusters from simple pairwise word use judgments, avoiding the need for word sense definitions.

Find WUG data sets on the WUGsite. Under scripts/ we provide a pipeline creating and clustering graphs and extracting data from them (e.g. change scores). Assuming you are working on a …

Modeling Sense Structure in Word Usage Graphs with the Weighted Stochastic Block Model. In Proceedings of the 10th Joint Conference on Lexical and Computational Semantics.

Word Usage Graphs (WUGs) represent usages of a word as nodes in a graph which are connected by weighted edges representing (human-annotated) semantic proximity. We list various WUG resources below.

Recently, Word Usage Graphs (WUGs) have emerged as a new paradigm in the computational study of lexical semantic change (Schlechtweg et al.,2021b). For a given target word (lexeme), a word usage graph consists of a set of usages,1. along with humanly generated relatedness scores forsomesubsetofthepairsofusages.

2024年3月26日 · We present a dataset of word usage graphs (WUGs), where the existing WUGs for multiple languages are enriched with cluster labels functioning as sense definitions. They are generated from scratch by fine-tuned encoder-decoder language models.

A WUGraph represents a weighted, undirected graph in which self-edges are permitted. For maximum speed, it stores edges in two data structures: unordered doubly-linked adjacency lists and a hash table.

Word Usage Graphs (WUGs) represent hu- man semantic proximity judgments for pairs of word uses in a weighted graph, which can be clustered to infer word sense clusters from simple pairwise word use judgments, avoiding the need for word sense denitions.

2022年6月1日 · To extract such observation, we explore an ontology-based approach, which constructs a weighted undirected graph (WUG) based on labels of the images, profile picture, banner image, text in the images and description of the …

2025年2月24日 · A library for producing beautiful syntax tree graphs.