Grouper Aquaculture AI Training Bundle
A grouper aquaculture AI training bundle containing QA, RAG, DPO, SFT, and CoT CSV datasets.
Domain
Aquaculture
Scene
Grouper aquaculture model training and evaluation
Columns
5 CSV files
Format
ZIP + CSV
License
Internal evaluation license
CSV field structure
Column names, data types, sample values, and the meaning of each field.
| Column | Type | Example | Description |
|---|---|---|---|
| filename | string | Epinephelidae_rag.csv | CSV filename included in the delivery package. |
| rows | integer | 870 | Number of rows in the CSV file. |
| fields | string | question, answer, positive_context, hard_negative_context | Core fields included in the CSV file. |
| use_case | string | RAG evaluation | Training or evaluation scenario for the file. |
Data preview
A small preview of the fields included in this dataset listing.
| Filename | Rows | Fields | Use case |
|---|---|---|---|
| Epinephelidae_full.csv | 1000 | id, question, answer | QA |
| Epinephelidae_rag.csv | 870 | question, answer, positive_context, hard_negative_context | RAG evaluation |
| Epinephelidae_dpo.csv | 827 | prompt, chosen, rejected, critique | DPO preference training |
Delivery contents
Files included after purchase for this dataset listing.
Epinephelidae_full.csv
Complete CSV file for Grouper Simple QA with id, question, and answer fields.
Epinephelidae_rag.csv
Grouper aquaculture RAG CSV file with id, question, answer, positive_context, hard_negative_context, difficulty, and quality_score fields.
Epinephelidae_dpo.csv
Grouper aquaculture DPO CSV file with id, prompt, chosen, rejected, critique, and quality_score fields.
Epinephelidae_sft.csv
Grouper aquaculture SFT CSV file with id, instruction, response, evidence, type, difficulty, and quality_score fields.
Epinephelidae_reasoning.csv
Grouper CoT reasoning QA CSV file with question, reasoning, and answer fields.