#emotion-analysis News & Analysis

3 articles tagged with #emotion-analysis. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

3 articles

AINeutralarXiv – CS AI · Jun 106/10

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Emotion Profiling in LLM-Based Literary Translation: Systematic Shifts Across MT and Post-Editing

Researchers at arXiv analyzed how large language models introduce distinctive emotional signatures when translating literary works, finding that LLM translations preserve author's voice less effectively than human translations. Post-editing partially corrects these emotional distortions, but MT systems consistently exhibit model-specific emotional fingerprints that deviate from human translation norms.

AINeutralarXiv – CS AI · Jun 26/10

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Bayesian Spectral Emotion Transition Discovery from Multi-Annotator Disagreement

Researchers propose Bayesian Spectral Emotion Transition Discovery (BSETD), a framework that analyzes emotion dynamics in conversations by preserving multi-annotator disagreement rather than collapsing it into single labels. The method successfully identifies distinct emotion transition patterns across psychological theories and demonstrates strong cross-corpus validation, bridging computational linguistics with established emotion science.

AINeutralarXiv – CS AI · Mar 164/10

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HSEmotion Team at ABAW-10 Competition: Facial Expression Recognition, Valence-Arousal Estimation, Action Unit Detection and Fine-Grained Violence Classification

HSEmotion Team developed a fast approach for facial emotion analysis using pre-trained EfficientNet models for the ABAW-10 competition. Their method combines confidence-based predictions with multi-layered perceptrons and sliding window smoothing, achieving significant improvements over existing baselines across four emotion recognition tasks.