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---
license: gpl-3.0
---
## Co-occurrence Citation Quintuple
It is the official **Co-occurrence Citation Quintuple** dataset of paper *Exploring and Verbalizing Academic Ideas by Concept Co-occurrence*.
We construct and release a dataset of co-occurrence citation quintuples, which is used to train text generation model for idea verbalization. The process of identifying and processing concepts is similar to constructing the concept co-occurrence graph. Heuristic rules are adopted to filter redundant and noisy sentences, further improving the quality of the quintuples used for idea generation. More details of co-occurrence citation quintuples can be found in Appendix B, C, and J.
In mid-2023, our DeepReport system underwent a major update, encompassing both data and model improvements. On the data front, we introduced a new version of the quintuple data (V202306), resulting in enhanced quality and a larger-scale dataset. The statistical summary of the new quintuple data (V202306) is presented as follows:
| Discipline | Quintuple | Concept | Concept Pair | Total $p$ | Total $p_1$ \& $p_2$ |
| --------------------- | --------- | ------- | ------------ | --------- | -------------------- |
| Art | 7,510 | 2,671 | 5,845 | 2,770 | 7,060 |
| History | 5,287 | 2,198 | 4,654 | 2,348 | 5,764 |
| Philosophy | 45,752 | 4,773 | 25,935 | 16,896 | 29,942 |
| Sociology | 16,017 | 4,054 | 12,796 | 7,066 | 16,416 |
| Political Science | 67,975 | 6,105 | 42,411 | 26,198 | 53,933 |
| Business | 205,297 | 9,608 | 99,329 | 62,332 | 112,736 |
| Geography | 191,958 | 12,029 | 118,563 | 42,317 | 112,909 |
| Engineering | 506,635 | 16,992 | 249,935 | 137,164 | 273,894 |
| Geology | 365,183 | 13,795 | 190,002 | 98,991 | 222,358 |
| Medicine | 168,697 | 13,014 | 114,104 | 42,535 | 138,973 |
| Economics | 227,530 | 9,461 | 113,527 | 68,607 | 131,387 |
| Physics | 267,532 | 10,831 | 133,079 | 84,824 | 176,741 |
| Biology | 224,722 | 15,119 | 145,088 | 59,210 | 189,281 |
| Mathematics | 312,670 | 17,751 | 190,734 | 95,951 | 218,697 |
| Psychology | 476,342 | 9,512 | 194,038 | 115,725 | 212,180 |
| Computer Science | 531,654 | 16,591 | 244,567 | 151,809 | 238,091 |
| Environmental Science | 583,466 | 11,002 | 226,671 | 94,474 | 201,330 |
| Materials Science | 573,032 | 17,098 | 249,251 | 145,068 | 313,657 |
| Chemistry | 565,307 | 13,858 | 231,062 | 108,637 | 286,593 |
| **Total** | 5,342,566 | 206,462 | 2,591,591 | 1,362,922 | 2,941,942 |
Note that each file is a list in the form of [[c_1, c_2, p, p_1, p_2], ...], the element of which is a quintuple. c_1 and c_2 are concepts, p is the target texts, i.e., the verbalized ideas.
Download with git
```bash
sudo apt-get install git-lfs
# OR
brew install git-lfs
git lfs install
git clone https://huggingface.co/datasets/Reacubeth/Co-occurrenceCitationQuintuple
``` |