nodes
listlengths 30
196
| evolve_edges
listlengths 22
22
|
|---|---|
[{"id":"0","name":"intellectual property"},{"id":"1","name":"culturally competent"},{"id":"2","name"(...TRUNCATED) | [{"2000":[{"source":"2","target":"86","source_name":"mental health","target_name":"united states","w(...TRUNCATED) |
[{"id":"0","name":"human security"},{"id":"1","name":"cultural diversity"},{"id":"2","name":"concept(...TRUNCATED) | [{"2000":[{"source":"2","target":"50","source_name":"conceptual model","target_name":"knowledge mana(...TRUNCATED) |
[{"id":"0","name":"gothic architecture"},{"id":"1","name":"art history"},{"id":"2","name":"visual co(...TRUNCATED) | [{"2000":[{"source":"1","target":"4","source_name":"art history","target_name":"decorative arts","we(...TRUNCATED) |
[{"id":"0","name":"snake rock"},{"id":"1","name":"rock star"},{"id":"2","name":"indie rock"},{"id":"(...TRUNCATED) | [{"2000":[{"source":"1","target":"28","source_name":"rock star","target_name":"high school","weight"(...TRUNCATED) |
[{"id":"0","name":"interwar period"},{"id":"1","name":"post modernism"},{"id":"2","name":"song dynas(...TRUNCATED) | [{"2000":[{"source":"0","target":"40","source_name":"interwar period","target_name":"man ray","weigh(...TRUNCATED) |
[{"id":"0","name":"cultural diversity"},{"id":"1","name":"art history"},{"id":"2","name":"plastic ar(...TRUNCATED) | [{"2000":[{"source":"0","target":"29","source_name":"cultural diversity","target_name":"folk culture(...TRUNCATED) |
[{"id":"0","name":"emergency department"},{"id":"1","name":"peer support"},{"id":"2","name":"mental (...TRUNCATED) | [{"2000":[{"source":"2","target":"3","source_name":"mental health","target_name":"anxiety disorder",(...TRUNCATED) |
[{"id":"0","name":"art history"},{"id":"1","name":"plastic arts"},{"id":"2","name":"charles dickens"(...TRUNCATED) | [{"2000":[{"source":"0","target":"48","source_name":"art history","target_name":"victorian literatur(...TRUNCATED) |
[{"id":"0","name":"orthodox church"},{"id":"1","name":"seventeenth century"},{"id":"2","name":"art h(...TRUNCATED) | [{"2000":[{"source":"0","target":"35","source_name":"orthodox church","target_name":"ancient egyptia(...TRUNCATED) |
[{"id":"0","name":"art history"},{"id":"1","name":"prachi valley"},{"id":"2","name":"late paleozoic"(...TRUNCATED) | [{"2000":[{"source":"0","target":"96","source_name":"art history","target_name":"folk art","weight":(...TRUNCATED) |
Homepage
Exploring and Verbalizing Academic Ideas by Concept Co-occurrence
https://github.com/xyjigsaw/Kiscovery
Evolving Concept Co-occurrence Graph
It is the official Evolving Concept Co-occurrence Graph dataset of paper Exploring and Verbalizing Academic Ideas by Concept Co-occurrence.
To train our model for temporal link prediction, we first collect 240 essential and common queries from 19 disciplines and one special topic (COVID-19). Then, we enter these queries into the paper database to fetch the most relevant papers between 2000 and 2021 with Elasticsearch, a modern text retrieval engine that stores and retrieves papers. Afterward, we use information extraction tools including AutoPhrase to identify concepts. Only high-quality concepts that appear in our database will be preserved. Finally, we construct 240 evolving concept co-occurrence graphs, each containing 22 snapshots according to the co-occurrence relationship. The statistics of the concept co-occurrence graphs are provided in Appendix I.
Download with git, and you should install git-lfs first
sudo apt-get install git-lfs
# OR
brew install git-lfs
git lfs install
git clone https://huggingface.co/datasets/Reacubeth/ConceptGraph
Citation
If you use our work in your research or publication, please cite us as follows:
@inproceedings{xu2023exploring,
title={Exploring and Verbalizing Academic Ideas by Concept Co-occurrence},
author={Xu, Yi and Sheng, Shuqian and Xue, Bo and Fu, Luoyi and Wang, Xinbing and Zhou, Chenghu},
booktitle={Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (ACL)},
year={2023}
}
Please let us know if you have any questions or feedback. Thank you for your interest in our work!
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