|
|
--- |
|
|
license: apache-2.0 |
|
|
language: |
|
|
- en |
|
|
--- |
|
|
# Dataset Card for query_intent_dataset |
|
|
|
|
|
This is the dataset used to train the query_intent model [https://huggingface.co/uc-ctds/query_intent] |
|
|
|
|
|
## Dataset Details |
|
|
|
|
|
### Dataset Description |
|
|
|
|
|
This dataset is created using synthetically defined query templates where gene, mutation and disease are placeholders, filled using data scraped from the /ssms endpoint in the GDC. Please see the upcoming paper on Query Augmented Generation (QAG) for details. |
|
|
|
|
|
|
|
|
- **Curated by:** Center for Translational Data Science |
|
|
|
|
|
|
|
|
### Dataset Sources [optional] |
|
|
|
|
|
The Genomic Data Commons, and synthetic data |
|
|
|
|
|
- **Repository:** https://github.com/uc-cdis/gdc-qag |
|
|
- **Paper:** Coming soon |
|
|
- **Demo:** https://huggingface.co/spaces/uc-ctds/GDC-QAG |
|
|
|
|
|
## Uses |
|
|
|
|
|
|
|
|
### Direct Use |
|
|
|
|
|
Use this dataset for training the query_intent model, as described in the QAG paper |
|
|
|
|
|
|
|
|
### Out-of-Scope Use |
|
|
|
|
|
Any use of this dataset outside of QAG is out-of-scope. |
|
|
|
|
|
|
|
|
## Dataset Structure |
|
|
|
|
|
Please refer to the dataset viewer |
|
|
|
|
|
|
|
|
## Dataset Creation |
|
|
|
|
|
### Curation Rationale |
|
|
|
|
|
Create synthetic pairs of queries and labels to use for BERT model training |
|
|
|
|
|
### Source Data |
|
|
|
|
|
|
|
|
#### Data Collection and Processing |
|
|
|
|
|
Synthetic query templates and GDC API were used to create this dataset |
|
|
|
|
|
|
|
|
#### Personal and Sensitive Information |
|
|
|
|
|
None |
|
|
|
|
|
|
|
|
## Citation |
|
|
|
|
|
Coming soon |
|
|
|
|
|
**BibTeX:** |
|
|
|
|
|
|
|
|
**APA:** |
|
|
|
|
|
|
