datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
json-structured-output-dpo-3k
JSON Structured Output DPO Pairs (3K)
DPO preference pairs for training LLMs to produce valid, schema-compliant JSON output.
Motivation
Structured output (JSON mode) is critical for production AI applications — parsers fail, pipelines break, and downstream processing errors when models output malformed JSON, use wrong field names, or wrap responses in markdown. This dataset trains strict schema adherence.
Dataset Description
3,000 preference pairs… See the full description on the dataset page: https://huggingface.co/datasets/stindardlogic/json-structured-output-dpo-3k.adaption-clinical-notes-to-structured-json
This dataset is a remastered version prepared using Adaption's Adaptive Data platform.
adaption-clinical_notes_to_structured_json
This dataset contains pairs of unstructured clinical intake notes and their corresponding structured JSON representations. Each sample transforms raw patient descriptions, including demographics, symptoms, vitals, and treatments, into a standardized schema with specific fields for analysis. The content covers diverse medical scenarios ranging from minor… See the full description on the dataset page: https://huggingface.co/datasets/T3ns0rT1nk3r/adaption-clinical-notes-to-structured-json.JSON-STRUCTURED-DATA-FOR-SYMPTOMS-SFT_DPO-SUPPORTEDThis dataset is high-consistency instruction tuning dataset.
converting messy, subjective human health-style text → structured, non-diagnostic extraction format
1.Literal extraction discipline
2.Source separation logic - very strong schema grounding training if DPO
3.Anti-inference constraint
1.High ambiguity coverage
2.Contradiction handling included
3.Minimization bias detection
This dataset is a STRICT schema regulation.
Does well at:
strict extraction
preserving uncertainty words… See the full description on the dataset page: https://huggingface.co/datasets/sadnjasdkn/JSON-STRUCTURED-DATA-FOR-SYMPTOMS-SFT_DPO-SUPPORTED.