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annotations_creators: []
language:
- en
language_creators: []
license: []
multilinguality:
- monolingual
pretty_name: 'adaption-python_code_preferences'
size_categories:
- 1K<n<10K
source_datasets: []
tags:
- adaption
- preference-training
- code
task_categories: []
task_ids: []
---
This dataset is a remastered version prepared using [Adaption's](https://adaptionlabs.ai/app/auth) Adaptive Data platform.
# adaption-python_code_preferences
This dataset consists of paired code completions designed for preference alignment of language models. Each entry contains a coding prompt alongside a chosen and a rejected response focused on Python, Django, and Flask topics. The preference pairs facilitate training models to output better implementation logic and framework usage.
### Dataset size
There are 5,000 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 -3.3%.
### Domain
- Code (100%)
### Language
- English (100%)
### Tone
- Technical (74%)
- Educational (8%)
- Analytical (8%)
### Evaluation Results
- **Quality Gains:**
<img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/b9c4f73b-737b-4b2e-b9f2-19e98e3571e3.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/728faf73-218f-4a0c-872d-08c589106995.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/fc0a68e4-fab6-4084-b9c9-3052c8172541.png" alt="Percentile Chart" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" />
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