eduard-mir/Sentiment-Polarity-Entropy: Entropy-Based Polarity Analysis with Human Annotation and Cross-Model Comparison

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Authors: Eduard Mir Neira
Cited by: 0

Abstract

This release consolidates the full project pipeline: construction of the adjective polarity/entropy corpus, the entropy-based analysis distinguishing encoded from inferred polarity, and a new human-annotated benchmark (959 sentences sampled from 200 stratified adjectives) used to validate automatic classification. It also adds a cross-model comparison against the resulting Gold Human Label, evaluating pysentimiento/RoBERTuito, Cardiff NLP's twitter-xlm-roberta-base-sentiment, ChatGPT, and Claude across low/mid/high entropy bands.

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
15 July 2026