Predicting Word Similarity in Context with Referential Translation Machines

We identify the similarity between two words in English by casting the task as machine translation performance prediction (MTPP) between the words given the context and the distance between their similarities. We use referential translation machines (RTMs), which allows a common representation for t...

Full description

Saved in:
Bibliographic Details
Published in:arXiv.org 2024-07
Main Author: Ergun Biçici
Format: Article
Language:English
Subjects:
Casting machines
Context
Machine learning
Machine translation
Performance prediction
Similarity
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Description
Summary:We identify the similarity between two words in English by casting the task as machine translation performance prediction (MTPP) between the words given the context and the distance between their similarities. We use referential translation machines (RTMs), which allows a common representation for training and test sets and stacked machine learning models. RTMs can achieve the top results in Graded Word Similarity in Context (GWSC) task.
ISSN:2331-8422