Kyleyee commited on
Commit
934abf8
·
verified ·
1 Parent(s): edea779

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +24 -42
README.md CHANGED
@@ -1,44 +1,26 @@
1
  ---
2
- dataset_info:
3
- features:
4
- - name: chosen
5
- list:
6
- - name: content
7
- dtype: string
8
- - name: role
9
- dtype: string
10
- - name: rejected
11
- list:
12
- - name: content
13
- dtype: string
14
- - name: role
15
- dtype: string
16
- - name: prompt
17
- list:
18
- - name: content
19
- dtype: string
20
- - name: role
21
- dtype: string
22
- - name: completion
23
- list:
24
- - name: content
25
- dtype: string
26
- - name: role
27
- dtype: string
28
- splits:
29
- - name: train
30
- num_bytes: 264677282
31
- num_examples: 160800
32
- - name: test
33
- num_bytes: 14135477
34
- num_examples: 8552
35
- download_size: 160457089
36
- dataset_size: 278812759
37
- configs:
38
- - config_name: default
39
- data_files:
40
- - split: train
41
- path: data/train-*
42
- - split: test
43
- path: data/test-*
44
  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  ---
2
+ tags:
3
+ - trl
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4
  ---
5
+
6
+ # HH-RLHF-Helpful-Base Dataset
7
+
8
+ ## Summary
9
+
10
+ The HH-RLHF-Helpful-Base dataset is a processed version of [Anthropic's HH-RLHF](https://huggingface.co/datasets/Anthropic/hh-rlhf) dataset, specifically curated to train models using the [TRL library](https://github.com/huggingface/trl) for preference learning and alignment tasks. It contains pairs of text samples, each labeled as either "chosen" or "rejected," based on human preferences regarding the helpfulness of the responses. This dataset enables models to learn human preferences in generating helpful responses, enhancing their ability to assist users effectively.
11
+
12
+ ## Data Structure
13
+
14
+ - **Format**: [Conversational](https://huggingface.co/docs/trl/main/dataset_formats#conversational)
15
+ - **Type**: [Preference](https://huggingface.co/docs/trl/main/dataset_formats#preference)
16
+
17
+ Columns:
18
+ - `"prompt"`: The user query.
19
+ - `"chosen"`: A response deemed helpful by human evaluators.
20
+ - `"rejected"`: A response considered less helpful or unhelpful.
21
+
22
+ This structure allows models to learn to prefer the _chosen_ response over the _rejected_ one, thereby aligning with human preferences in helpfulness.
23
+
24
+ ## Generation script
25
+
26
+ The script used to generate this dataset can be found [here](https://github.com/huggingface/trl/blob/main/examples/datasets/hh-rlhf-helpful-base.py).