|
--- |
|
configs: |
|
- config_name: default |
|
data_files: |
|
- split: pubmed |
|
path: data/pubmed-* |
|
- split: nonbiomedical |
|
path: data/nonbiomedical-* |
|
- split: counterfactual |
|
path: data/counterfactual-* |
|
- split: casual |
|
path: data/casual-* |
|
- split: rap |
|
path: data/rap-* |
|
dataset_info: |
|
features: |
|
- name: PubmedData |
|
struct: |
|
- name: ArticleIdList |
|
sequence: |
|
- name: ArticleId |
|
sequence: string |
|
- name: PublicationStatus |
|
dtype: string |
|
- name: History |
|
struct: |
|
- name: PubMedPubDate |
|
sequence: |
|
- name: Year |
|
dtype: int32 |
|
- name: Month |
|
dtype: int32 |
|
- name: Day |
|
dtype: int32 |
|
- name: ReferenceList |
|
sequence: |
|
- name: Citation |
|
dtype: string |
|
- name: CitationId |
|
dtype: int32 |
|
- name: text |
|
dtype: string |
|
splits: |
|
- name: pubmed |
|
num_bytes: 1166668 |
|
num_examples: 1000 |
|
- name: nonbiomedical |
|
num_bytes: 1141909 |
|
num_examples: 1000 |
|
- name: counterfactual |
|
num_bytes: 1179347 |
|
num_examples: 991 |
|
- name: casual |
|
num_bytes: 1205949 |
|
num_examples: 1000 |
|
- name: rap |
|
num_bytes: 1252260 |
|
num_examples: 1000 |
|
download_size: 3357032 |
|
dataset_size: 5946133 |
|
language: |
|
- en |
|
--- |
|
# A corpus of rewritten pubmed abstracts |
|
|
|
This corpus contains a 1k example subset from the [pubmed](https://huggingface.co/datasets/pubmed) corpus and various rewritten versions. The rewritten versions change one aspect of the orginal text and keeps other aspects unchanged as much as possible. |
|
|
|
- **Paper:** [Dissecting learning and forgetting in language model finetuning](https://openreview.net/forum?id=tmsqb6WpLz) |
|
|
|
Another corpus of rewritten general text is provided here: [c4_derived](https://huggingface.co/datasets/xiaozeroone/c4_derived) |
|
|
|
|
|
### Data Splits |
|
|
|
- pubmed: a 1k example subset from the original pubmed corpus |
|
|
|
- nonbiomedical: main topic of text changed to nonbiomedical topic |
|
|
|
- counerfactual: factuals knowledge in text replaced by incorrect factuals |
|
|
|
- casual: style of text changed to a casual style |
|
|
|
- rap: style of text changed to a rap style |
|
|
|
## Dataset Creation |
|
|
|
Text is generated by ChatGPT with corresponding prompts. Refer to the paper for the instructions used to generate text in each derived subsets. |
|
|
|
Please check the terms and conditions of pubmed data [here](https://www.nlm.nih.gov/databases/download/terms_and_conditions.html). |
|
|
|
|
|
### Citation Information |
|
|
|
``` |
|
@inproceedings{ |
|
zhang2024dissecting, |
|
title={Dissecting learning and forgetting in language model finetuning}, |
|
author={Xiao Zhang and Ji Wu}, |
|
booktitle={The Twelfth International Conference on Learning Representations}, |
|
year={2024}, |
|
url={https://openreview.net/forum?id=tmsqb6WpLz} |
|
} |
|
``` |