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Home/Authors/Souvika Sarkar

Souvika Sarkar

1 indexed paper

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Publications per year

1
26

Top categories

NLP×1

Frequent co-authors

Shahana Akter1×
Yatharth Vohra1×
Ankita Shukla1×

Research Timeline

2026
Knowledge Graph-Enhanced Zero-Shot Topic Classification: A Multi-Strategy Comparative Study

The paper proposes a zero-shot multi-label topic classification framework and finds that while knowledge graph augmentation improves performance for smaller language models, it offers diminishing returns for larger, pre-trained models.

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Papers

cs.CLRecentMay 28, 2026

Knowledge Graph-Enhanced Zero-Shot Topic Classification: A Multi-Strategy Comparative Study

Shahana Akter, Yatharth Vohra, Ankita Shukla, Souvika Sarkar

The paper proposes a zero-shot multi-label topic classification framework and finds that while knowledge graph augmentation improves performance for smaller language models, it offers diminishing retu…

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