Scientific Document Summarization
9 papers with code • 1 benchmarks • 7 datasets
Benchmarks
These leaderboards are used to track progress in Scientific Document Summarization
| Trend | Dataset | Best Model | Paper | Code | Compare |
|---|---|---|---|---|---|
|
Libraries
Use these libraries to find Scientific Document Summarization models and implementations
ScisummNet
TalkSumm
MS^2
FacetSum
SemOpenAlex
Most implemented papers
Overview and Results: CL-SciSumm Shared Task 2019
All papers are from the open access research papers in the CL domain.
The CL-SciSumm Shared Task 2018: Results and Key Insights
This overview describes the official results of the CL-SciSumm Shared Task 2018 -- the first medium-scale shared task on scientific document summarization in the computational linguistics (CL) domain.
ScisummNet: A Large Annotated Corpus and Content-Impact Models for Scientific Paper Summarization with Citation Networks
Scientific article summarization is challenging: large, annotated corpora are not available, and the summary should ideally include the article's impacts on research community.
Dimsum @LaySumm 20: BART-based Approach for Scientific Document Summarization
TysonYu/Laysumm
•
•
Lay summarization aims to generate lay summaries of scientific papers automatically.
Making Science Simple: Corpora for the Lay Summarisation of Scientific Literature
Lay summarisation aims to jointly summarise and simplify a given text, thus making its content more comprehensible to non-experts.
Hierarchical Attention Graph for Scientific Document Summarization in Global and Local Level
The long input hinders the simultaneous effective modeling of both global high-order relations between sentences and local intra-sentence relations which is the most critical step in extractive summarization.
