| --- |
| annotations_creators: [] |
| language: |
| - en |
| language_creators: [] |
| license: [] |
| multilinguality: |
| - monolingual |
| pretty_name: 'adaption-agronomic_decision_reasoning' |
| size_categories: |
| - 10K<n<100K |
| source_datasets: |
| - 'original' |
| tags: |
| - adaption |
| - instruction-tuning |
| - agriculture |
| task_categories: [] |
| task_ids: [] |
| --- |
| |
|  |
|
|
| This dataset is a remastered version prepared using [Adaption's](https://adaptionlabs.ai/app/auth) Adaptive Data platform. |
|
|
| # adaption-agronomic_decision_reasoning |
|
|
| This dataset contains expert-level prompts and completions focused on solving complex agricultural management problems in aquaculture, soil science, and crop production. Each sample provides a detailed scenario with specific quantitative parameters, followed by a mechanistic analysis that identifies constraints, calculates risks, and recommends actionable decisions. The content emphasizes the interplay between biological processes, economic thresholds, and operational limitations to guide optimal farming practices. |
|
|
| ### Dataset size |
|
|
| There are 22,754 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 5.6%. |
|
|
| ### Domain |
| - Agriculture (100%) |
|
|
| ### Language |
| - English (100%) |
|
|
| ### Tone |
| - Analytical (54%) |
| - Practical (24%) |
| - Technical (20%) |
|
|
| ### Evaluation Results |
|
|
| - **Quality Gains:** |
| <img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/6d79cb91-3450-4a22-85a9-bbb73b8df5ab.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/5e184ad1-b54f-478d-8cba-0db6ba09da08.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/e9553c28-ad5a-457f-88f9-d5364b46c981.png" alt="Percentile Chart" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" /> |
|
|
