Papers by Devashish Gupta
TrendPulse: A Simple yet Efficient Framework for Capturing Viral E-Commerce Spikes via LLM-Driven Contextualization (2026.acl-industry)
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| Challenge: | Modern e-commerce platforms mostly depend on reactive discovery, where products surface only after users search for them. |
| Approach: | They propose a framework that identifies regional search momentum and leverages Large Language Model to transform spikes into semantic trends. |
| Outcome: | The proposed framework shows consistent improvements across multiple business metrics and overall user experience. |