README.md

---
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: []
---

![banner](https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/6406a7e2-e3d6-4881-9535-a47c599fc607.png)

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;" />