Upload dataset
Browse files- README.md +44 -0
- data/train-00000-of-00001.parquet +3 -0
README.md
ADDED
|
@@ -0,0 +1,44 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
dataset_info:
|
| 3 |
+
features:
|
| 4 |
+
- name: query
|
| 5 |
+
dtype: string
|
| 6 |
+
- name: answer
|
| 7 |
+
dtype: string
|
| 8 |
+
splits:
|
| 9 |
+
- name: train
|
| 10 |
+
num_bytes: 30286
|
| 11 |
+
num_examples: 100
|
| 12 |
+
download_size: 24527
|
| 13 |
+
dataset_size: 30286
|
| 14 |
+
configs:
|
| 15 |
+
- config_name: default
|
| 16 |
+
data_files:
|
| 17 |
+
- split: train
|
| 18 |
+
path: data/train-*
|
| 19 |
+
tags:
|
| 20 |
+
- sentence-transformers
|
| 21 |
+
---
|
| 22 |
+
|
| 23 |
+
# Dataset Card for gooaq with mined hard negatives
|
| 24 |
+
|
| 25 |
+
This dataset is a collection of query-answer-negative triplets from the gooaq dataset. See [gooaq](https://huggingface.co/datasets/sentence-transformers/gooaq) for additional information. This dataset can be used directly with Sentence Transformers to train embedding models.
|
| 26 |
+
|
| 27 |
+
## Mining Parameters
|
| 28 |
+
The negative samples have been mined using the following parameters:
|
| 29 |
+
- `range_min`: 10, i.e. we skip the 10 most similar samples
|
| 30 |
+
- `range_max`: 20, i.e. we only look at the top 20 most similar samples
|
| 31 |
+
- `margin`: 0.1, i.e. we require negative similarity + margin < positive similarity, so negative samples can't be more similar than the known true answer
|
| 32 |
+
- `sampling_strategy`: random, i.e. whether to randomly sample from the candidate negatives or take the "top" negatives
|
| 33 |
+
- `num_negatives`: 3, i.e. we mine 3 negatives per question-answer pair
|
| 34 |
+
|
| 35 |
+
## Dataset Format
|
| 36 |
+
- Columns: query, answer, negative
|
| 37 |
+
- Column types: str, str, str
|
| 38 |
+
- Example:
|
| 39 |
+
```python
|
| 40 |
+
{
|
| 41 |
+
"query": "is toprol xl the same as metoprolol?",
|
| 42 |
+
"answer": "Metoprolol succinate is also known by the brand name Toprol XL. It is the extended-release form of metoprolol. Metoprolol succinate is approved to treat high blood pressure, chronic chest pain, and congestive heart failure."
|
| 43 |
+
}
|
| 44 |
+
```
|
data/train-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:aea2c0b00cf4df17bbeaffcafb18e90b0a72808154f435783fc51f3eecbffed0
|
| 3 |
+
size 24527
|