Automatic text summarization of biomedical text data: a systematic review
In recent years, the evolution of technology has led to an increase in text data obtained from
many sources. In the biomedical domain, text information has also evidenced this …
many sources. In the biomedical domain, text information has also evidenced this …
[HTML][HTML] Exploring the efficacy of large language models in summarizing mental health counseling sessions: Benchmark study
Background Comprehensive session summaries enable effective continuity in mental health
counseling, facilitating informed therapy planning. However, manual summarization …
counseling, facilitating informed therapy planning. However, manual summarization …
M3: Multi-level dataset for multi-document summarisation of medical studies
We present M3 (Multi-level dataset for Multi-document summarisation of Medical studies), a
benchmark dataset for evaluating the quality of summarisation systems in the biomedical …
benchmark dataset for evaluating the quality of summarisation systems in the biomedical …
Do multi-document summarization models synthesize?
J DeYoung, SC Martinez, IJ Marshall… - arXiv preprint arXiv …, 2023 - arxiv.org
Multi-document summarization entails producing concise synopses of collections of inputs.
For some applications, the synopsis should accurately\emph {synthesize} inputs with respect …
For some applications, the synopsis should accurately\emph {synthesize} inputs with respect …
[PDF][PDF] Nutri-bullets hybrid: consensual multi-document summarization
We present a method for generating comparative summaries that highlights similarities and
contradictions in input documents. The key challenge in creating such summaries is the lack …
contradictions in input documents. The key challenge in creating such summaries is the lack …
Do Multi-Document Summarization Models Synthesize?
J DeYoung, SC Martinez, IJ Marshall… - Transactions of the …, 2024 - direct.mit.edu
Multi-document summarization entails producing concise synopses of collections of inputs.
For some applications, the synopsis should accurately synthesize inputs with respect to a …
For some applications, the synopsis should accurately synthesize inputs with respect to a …
Survey on Abstractive Text Summarization: Dataset, Models, and Metrics
GO Nnadi, F Bertini - arXiv preprint arXiv:2412.17165, 2024 - arxiv.org
The advancements in deep learning, particularly the introduction of transformers, have been
pivotal in enhancing various natural language processing (NLP) tasks. These include text-to …
pivotal in enhancing various natural language processing (NLP) tasks. These include text-to …
Nutribullets hybrid: Multi-document health summarization
We present a method for generating comparative summaries that highlights similarities and
contradictions in input documents. The key challenge in creating such summaries is the lack …
contradictions in input documents. The key challenge in creating such summaries is the lack …
Contrastive Text Generation
DJ Shah - 2021 - dspace.mit.edu
This thesis focuses on developing summaries that present multiple view-points on issues of
interest. Such capacity is important in many areas like medical studies, where articles may …
interest. Such capacity is important in many areas like medical studies, where articles may …