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annotations_creators: []
language:
- en
language_creators: []
license: []
multilinguality:
- monolingual
pretty_name: 'adaption-databricks_dolly_15k'
size_categories:
- n<1K
source_datasets:
- 'extended|https://huggingface.co/datasets/databricks/databricks-dolly-15k'
tags:
- adaption
- preference-training
- animal-nature
- history
- sports
task_categories: []
task_ids: []
---
This dataset is a remastered version of this [dataset](https://huggingface.co/datasets/databricks/databricks-dolly-15k) prepared using [Adaption's](https://adaptionlabs.ai/app/auth) Adaptive Data platform.
# adaption-databricks_dolly_15k
This dataset comprises over 15,000 open-source instruction-following records generated by Databricks employees across diverse categories like brainstorming, classification, and QA. Designed for training large language models, the English-language corpus features prompt-completion pairs that mimic human behavioral patterns outlined in the InstructGPT paper. It is licensed under Creative Commons Attribution-ShareAlike 3.0 for both academic and commercial use.
### Dataset size
There are 200 data points in this dataset. This is a preference training dataset.
### Quality of Remastered Dataset
The final quality is B, with a relative quality improvement of 58.0%.
### Domain
- Animal-nature (16%)
- History (10%)
- Sports (10%)
### Language
- English (100%)
### Tone
- Informative (74%)
- Balanced (8%)
- Educational (6%)
### Evaluation Results
- **Quality Gains:**
<img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/fffdf4ad-90fa-4f33-acee-e6642cd9a127.png" alt="QualityGains" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" />
- **Grade Improvement:**
<img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/ebe98ac2-c07a-4c22-9442-e5841a2f1c7d.png" alt="Grade" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" />
- **Percentile Chart:**
<img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/c563e1a8-1c89-4242-aef9-84ac382ff738.png" alt="Percentile Chart" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" />
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