Author

Mohammad Saim

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#natural language process... Preprint Sep 2026

Chiaroscuro for Emotions: A Contrastive Emotion Benchmark Grounded in Appraisal Theory

This work introduces CHIARO, a 1,000 human-annotated sentence benchmark for contrastive emotion inference grounded in appraisal theory, and benchmarked seven frontier LLMs and four off-the-shelf emotion classifiers.

Divyesh Bommana, Mohammad Saim, Tianyu Jiang · 0 citations

#natural language process... Preprint Aug 2026

Emotional Labor Strategy Preferences in LLM Personas

It is found that models align more towards deep acting, and that Conscientiousness and Emotional Stability consistently predict this preference, and entropy analysis confirms that persona reliably influences the output and varies across models and emotions.

Mohammad Saim, Tianyu Jiang · 0 citations