Papers by Tanuj Sarkar

1 papers
Human-Centered Supervision for Sentiment Analysis in Telugu: A Systematic Inquiry Beyond Accuracy (2026.findings-acl)

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Challenge: a limited amount of annotated data has slowed progress in machine learning for low-resource languages . a sentiment label records an annotator's final decision, but it is not a valid record of the annotation's interpretation.
Approach: They propose a large-scale Telugu sentiment classification dataset annotated with sentiment labels and human-selected rationales from multiple native speakers.
Outcome: The proposed model improves classification performance, explanation quality, and social bias by incorporating human rationales.

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