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Naoki Otani

5 accepted papers

2025

Natural Language Processing for Human Resources: A Survey

NAACL 2025industry

Advances in Natural Language Processing (NLP) have the potential to transform HR processes, from recruitment to employee management. While recent breakthroughs in NLP have generated significant interest in its industrial applications, a comprehensive overview of how NLP can be applied across HR acti…

2024

A Computational Approach to Quantifying Grammaticization of English Deverbal Prepositions

COLING 2024main

This paper explores grammaticization of deverbal prepositions by a computational approach based on corpus data. Deverbal prepositions are words or phrases that are derived from a verb and that behave as a preposition such as “regarding” and “according to”. Linguistic studies have revealed important…

Cited by 0SourcePDFScholar
2023

Variance Matters: Detecting Semantic Differences without Corpus/Word Alignment

EMNLP 2023long main

In this paper, we propose methods for discovering semantic differences in words appearing in two corpora. The key idea is to measure the coverage of meanings of a word in a corpus through the norm of its mean word vector, which is equivalent to examining a kind of variance of the word vector distrib…

Cited by 0SourceScholar
2022

LITE: Intent-based Task Representation Learning Using Weak Supervision

NAACL 2022long

Users write to-dos as personal notes to themselves, about things they need to complete, remember or organize. To-do texts are usually short and under-specified, which poses a challenge for current text representation models. Yet, understanding and representing their meaning is the first step towards…