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Mousumi Akter

7 accepted papers

2025

Benchmarking LLMs on Semantic Overlap Summarization

EMNLP 2025

Semantic Overlap Summarization (SOS) is a multi-document summarization task focused on extracting the common information shared cross alternative narratives which is a capability that is critical for trustworthy generation in domains such as news, law, and healthcare. We benchmark popular Large Lang

2025

LLMs as Meta-Reviewers’ Assistants: A Case Study

NAACL 2025long

One of the most important yet onerous tasks in the academic peer-reviewing process is composing meta-reviews, which involves assimilating diverse opinions from multiple expert peers, formulating one’s self-judgment as a senior expert, and then summarizing all these perspectives into a concise holist…

2022

Learning to Generate Overlap Summaries through Noisy Synthetic Data

EMNLP 2022main

Semantic Overlap Summarization (SOS) is a novel and relatively under-explored seq-to-seq task which entails summarizing common information from multiple alternate narratives. One of the major challenges for solving this task is the lack of existing datasets for supervised training. To address this c…

Cited by 4SourcePDFScholar
2022

Revisiting Automatic Evaluation of Extractive Summarization Task: Can We Do Better than ROUGE?

ACL 2022findings

It has been the norm for a long time to evaluate automated summarization tasks using the popular ROUGE metric. Although several studies in the past have highlighted the limitations of ROUGE, researchers have struggled to reach a consensus on a better alternative until today. One major limitation of…

Cited by 47SourcePDFScholar
2022

SEM-F1: an Automatic Way for Semantic Evaluation of Multi-Narrative Overlap Summaries at Scale

EMNLP 2022main

Recent work has introduced an important yet relatively under-explored NLP task called Semantic Overlap Summarization (SOS) that entails generating a summary from multiple alternative narratives which conveys the common information provided by those narratives. Previous work also published a benchmar…

Cited by 6SourcePDFScholar
2022

Semantic Overlap Summarization among Multiple Alternative Narratives: An Exploratory Study

COLING 2022main

In this paper, we introduce an important yet relatively unexplored NLP task called Semantic Overlap Summarization (SOS), which entails generating a single summary from multiple alternative narratives which can convey the common information provided by those narratives. As no benchmark dataset is rea…

Cited by 12SourcePDFScholar