| --- |
| annotations_creators: [] |
| language: |
| - en |
| language_creators: [] |
| license: [] |
| multilinguality: |
| - monolingual |
| pretty_name: 'adaption-emotion' |
| size_categories: |
| - 10K<n<100K |
| source_datasets: |
| - 'extended|https://huggingface.co/datasets/dair-ai/emotion' |
| tags: |
| - adaption |
| - instruction-tuning |
| - medical |
| - personal-growth |
| - fashion-beauty |
| task_categories: [] |
| task_ids: [] |
| --- |
| |
|  |
|
|
| This dataset is a remastered version of this [dataset](https://huggingface.co/datasets/dair-ai/emotion) prepared using [Adaption's](https://adaptionlabs.ai/app/auth) Adaptive Data platform. |
|
|
| # adaption-emotion |
|
|
| This dataset contains English text samples labeled with one of six basic emotions: sadness, joy, love, anger, fear, and surprise. Designed for multi-class text classification tasks, it features over 16,000 training examples derived from social media or blog posts expressing personal feelings. The data is split into training, validation, and test sets to facilitate model development and evaluation. |
|
|
| ### Dataset size |
|
|
| There are 17,000 data points in this dataset. This is an instruction tuning dataset. |
|
|
| ### Quality of Remastered Dataset |
|
|
| The final quality is A, with a relative quality improvement of 350.0%. |
|
|
| ### Domain |
| - Medical (40%) |
| - Personal-growth (24%) |
| - Fashion-beauty (6%) |
|
|
| ### Language |
| - English (100%) |
|
|
| ### Tone |
| - Empathetic (30%) |
| - Helpful (22%) |
| - Empowering (12%) |
|
|
| ### Evaluation Results |
|
|
| - **Quality Gains:** |
| <img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/447d0cec-e209-4217-a8a4-58fe4e873b70.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/4b8dd15a-c657-4a93-836a-84d2abc83e40.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/f1d8f525-9caa-41d7-a9f9-59c293e88d24.png" alt="Percentile Chart" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" /> |
|
|
