| --- |
| annotations_creators: [] |
| language: |
| - en |
| language_creators: [] |
| license: [] |
| multilinguality: |
| - monolingual |
| pretty_name: 'adaption-java_core_qa_pairs' |
| size_categories: |
| - 10K<n<100K |
| source_datasets: |
| - 'original' |
| tags: |
| - adaption |
| - instruction-tuning |
| - code |
| - technology |
| task_categories: [] |
| task_ids: [] |
| --- |
| |
|  |
|
|
| This dataset is a remastered version prepared using [Adaption's](https://adaptionlabs.ai/app/auth) Adaptive Data platform. |
|
|
| # adaption-java_core_qa_pairs |
| |
| This dataset consists of question-and-answer pairs focused on core Java programming concepts, including data structures, memory management, and object-oriented principles. Each sample features a specific technical prompt followed by a concise, accurate explanation suitable for educational or testing purposes. The content covers topics such as polymorphism, threading, exception handling, and Java-specific slogans. |
| |
| ### Dataset size |
| |
| There are 27,934 data points in this dataset. This is an instruction tuning dataset. |
| |
| ### Quality of Remastered Dataset |
| |
| The final quality is B, with a relative quality improvement of 74.0%. |
| |
| ### Domain |
| - Code (98%) |
| - Technology (2%) |
| |
| ### Language |
| - English (100%) |
| |
| ### Tone |
| - Explanatory (68%) |
| - Informative (20%) |
| - Technical (10%) |
| |
| ### Evaluation Results |
| |
| - **Quality Gains:** |
| <img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/1ea130cd-b3ef-42bf-ac43-8b5158e1866a.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/265232b0-95de-4984-a67f-5e3e2721db54.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/1dc4dd1e-519d-4841-9bc2-d1cec912c93f.png" alt="Percentile Chart" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" /> |
| |
