← Search

Vivek Varadarajan Sembium

2 accepted papers

2025

Multilingual Continual Learning using Attention Distillation

COLING 2025industry

Query-product relevance classification is crucial for e-commerce stores like Amazon, ensuring accurate search results that match customer intent. Using a unified multilingual model across multiple languages/marketplaces tends to yield superior outcomes but also presents challenges, especially in mai…

Cited by 1SourcePDFScholar
2025

Rationale-Guided Distillation for E-Commerce Relevance Classification: Bridging Large Language Models and Lightweight Cross-Encoders

COLING 2025industry

Accurately classifying the relevance of Query-Product pairs is critical in online retail stores such as Amazon, as displaying irrelevant products can harm user experience and reduce engagement. While Large Language Models (LLMs) excel at this task due to their broad knowledge and strong reasoning ab…

Cited by 1SourcePDFScholar