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Amey Patil

5 accepted papers

2025

Why We Feel What We Feel: Joint Detection of Emotions and Their Opinion Triggers in E-commerce

EMNLP 2025

Customer reviews on e-commerce platforms capture critical affective signals that drive purchasing decisions. However, no existing research has explored the joint task of emotion detection and explanatory span identification in e-commerce reviews - a crucial gap in understanding what triggers custome

Cited by 0SourcePDFScholar
2024

One Prompt To Rule Them All: LLMs for Opinion Summary Evaluation

ACL 2024long

Evaluation of opinion summaries using conventional reference-based metrics often fails to provide a comprehensive assessment and exhibits limited correlation with human judgments. While Large Language Models (LLMs) have shown promise as reference-free metrics for NLG evaluation, their potential rema…

2024

Product Description and QA Assisted Self-Supervised Opinion Summarization

NAACL 2024findings

In e-commerce, opinion summarization is the process of summarizing the consensus opinions found in product reviews. However, the potential of additional sources such as product description and question-answers (QA) has been considered less often. Moreover, the absence of any supervised training data…

2023

Synthesize, if you do not have: Effective Synthetic Dataset Creation Strategies for Self-Supervised Opinion Summarization in E-commerce

EMNLP 2023short findings

In e-commerce, opinion summarization is the process of condensing the opinions presented in product reviews. However, the absence of large amounts of supervised datasets presents challenges in generating both aspect-specific and general opinion summaries. Existing approaches have attempted to addres…

Cited by 0SourceScholar
2022

Large-scale Machine Translation for Indian Languages in E-commerce under Low Resource Constraints

EMNLP 2022industry

The democratization of e-commerce platforms has moved an increasingly diversified Indian user base to shop online. We have deployed reliable and precise large-scale Machine Translation systems for several Indian regional languages in this work. Building such systems is a challenge because of the low…

Cited by 1SourcePDFScholar