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Author

Adnan Mahmood

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Conference Jul 2026

Context as a Signal: Context-Aware Transformers for Fine-Grained Depression Emotions

People who write about depression on social media often convey several emotions that shift within a single post, yet most datasets flatten these dynamics into one post-level label. To enable sentence-level study, we present DepressionEmo-SL, a corpus of Reddit posts in which each sentence is annotated with one of nine...

Saman Sarker Joy, Tanusree Das Aishi, Shuchismita Anwar et al. · 0 citations
Conference Open access Jul 2026

When Confidence Fails: Overconfidence in LLMS Under Uncertainty and Missing Clinical Information

An evaluation framework based on the MedMCQA dataset consisting of two complementary uncertainty settings is proposed, which introduces linguistic uncertainty cues through prompt modifications to simulate ambiguous clinical contexts and observes significant variation across models in their ability to abstain when the c...

Maryam Tahermazandarani, Adnan Mahmood, Fahmida Islam et al. · 0 citations

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