Product description and qa assisted self-supervised opinion summarization

T Siledar, R Rangaraju, SSRR Muddu… - arXiv preprint arXiv …, 2024 - arxiv.org
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 …

One prompt to rule them all: Llms for opinion summary evaluation

T Siledar, S Nath, SSRR Muddu, R Rangaraju… - arXiv preprint arXiv …, 2024 - arxiv.org
Evaluation of opinion summaries using conventional reference-based metrics rarely provides
a holistic evaluation and has been shown to have a relatively low correlation with human …

Leveraging domain knowledge for efficient reward modelling in rlhf: A case-study in e-commerce opinion summarization

S Nath, T Siledar, SSRR Muddu, R Rangaraju… - arXiv preprint arXiv …, 2024 - arxiv.org
Reinforcement Learning from Human Feedback (RLHF) has become a dominating strategy
in aligning Language Models (LMs) with human values/goals. The key to the strategy is …

Distilling opinions at scale: Incremental opinion summarization using xl-opsumm

SR Muddu, R Rangaraju, T Siledar, S Nath… - arXiv preprint arXiv …, 2024 - arxiv.org
Opinion summarization in e-commerce encapsulates the collective views of numerous users
about a product based on their reviews. Typically, a product on an e-commerce platform …

[PDF][PDF] Opinion Summarization and Evaluation: A Survey

T Siledar, SR Muddu, R Rangaraju, P Bhattacharyya - cfilt.iitb.ac.in
Opinion summarization involves condensing opinions into concise representations that
capture consensus while preserving overall sentiment. The surge in customer reviews on …

LLMs as Architects and Critics for Multi-Source Opinion Summarization

A Attri, A Attri, P Bhattacharyya, S Banerjee… - arXiv preprint arXiv …, 2025 - arxiv.org
Multi-source Opinion Summarization (M-OS) extends beyond traditional opinion summarization
by incorporating additional sources of product metadata such as descriptions, key …

[BOOK][B] Colonial Encounter: Telugu–English Literary and Cultural Interface

C Vijayasree, M Sridhar, M Sengupta - 2018 - books.google.com
This book focuses on transactions between English and Telugu through a study of
translations and related works published from about the early-nineteenth century to mid-twentieth …

[PDF][PDF] Findings of the Association for Computational Linguistics: NAACL 2024

K Duh, H Gomez, S Bethard - Findings of the Association for …, 2024 - aclanthology.org
Hi, Welcome to the 2024 Annual Conference of the North American Association for
Computational Linguistics! NAACL 2024 is a hybrid conference, and we are excited to have …

" This Suits You the Best": Query Focused Comparative Explainable Summarization

A Attri, A Attri, P Bhattacharyya, S Banerjee… - arXiv preprint arXiv …, 2025 - arxiv.org
Product recommendations inherently involve comparisons, yet traditional opinion
summarization often fails to provide holistic comparative insights. We propose the novel task of …

Multifaceted Synthetic Dataset Creation for Opinion Summarization

김소정 - 2025 - s-space.snu.ac.kr
The exponential growth of online reviews has provided customers with abundant information
about products and services. However, this overwhelming volume can also lead to stress …