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State University Of New York At Buffalo Papers

0 research papers from State University Of New York At Buffalo that used Prolific for participant recruitment.

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State University Of New York At Buffalo

State University Of New York At Buffalo: Research Institution — Prolific Citations Library

Browse 1 peer-reviewed paper from State University Of New York At Buffalo spanning Computational Social Science, Human-Computer Interaction (2025). Research powered by Prolific's high-quality participant data.

This page lists 1 peer-reviewed paper from researchers at State University Of New York At Buffalo in the Prolific Citations Library, a curated collection of research powered by high-quality human data from Prolific.

Papers (1 of 1)

Impact of annotator demographics on sentiment dataset labeling

Authors: Y Ding, J You, TK Machulla, J Jacobs, P Sen

Year: 2025

Published in: Proceedings of the ..., 2022 - dl.acm.org

Institution: University of California Irvine, University of Florida, State University of New York at Buffalo, University of Waterloo, Virginia Tech

Research Area: Computational Social Science, Human-Computer Interaction, Sentiment Analysis

Discipline: Computational Social Science

Demographic differences among annotators significantly affect sentiment dataset labels, causing up to a 4.5% accuracy difference in sentiment prediction models.

Methods: Crowdsourced annotations from >1000 workers combined with demographic data; analysis of multimodal sentiment datasets and evaluation using machine learning models.

Key Findings: Impact of annotator demographics on sentiment labeling and its effect on model predictions.

DOI: https://doi.org/10.1145/3555632

Citations: 28

Sample Size: 1000