| --- |
| annotations_creators: [] |
| language: |
| - en |
| language_creators: [] |
| license: [] |
| multilinguality: |
| - monolingual |
| pretty_name: 'adaption-crop_diagnosis_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-crop_diagnosis_reasoning |
|
|
| This dataset contains paired examples of agricultural field observations and structured diagnostic reasoning for various crop diseases and nutrient deficiencies. Each entry includes a detailed prompt describing symptoms and context, followed by a JSON completion that identifies the primary diagnosis, host crop, ruled-out alternatives, and distinguishing evidence. The content covers diverse crops like cotton, soybean, and tomato, focusing on differentiating between similar symptoms such as wilting types or nitrogen deficiency causes. |
|
|
| ### Dataset size |
|
|
| There are 27,959 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 -3.7%. |
|
|
| ### Domain |
| - Agriculture (100%) |
|
|
| ### Language |
| - English (100%) |
|
|
| ### Tone |
| - Analytical (72%) |
| - Technical (24%) |
| - Informative (4%) |
|
|
| ### Evaluation Results |
|
|
| - **Quality Gains:** |
| <img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/211877f1-646e-4ddb-bd31-ae1323f6473a.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/10142ec7-f923-490c-8c87-d6f287391c23.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/926eb4a0-f561-442d-ae09-2f6bb2a8568e.png" alt="Percentile Chart" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" /> |
|
|
