Data · dataset · 2026
TVA: A Triadic Gradient Preference Dataset for Value Alignment in Large Language Models
Listed in ScienceDB
The TVA dataset contains 7689 values aligned ternary gradient preference data, with a size of 21.6MB, stored in JSON format.
Description
Each sample has four attributes: instruction, outputted as good, outputted as medium, and outputted as bad, corresponding to instruction, superior response, intermediate response, and inferior response, respectively. According to the rating verification of the large model, each triplet can be divided into three sets of binary preference data, totaling 23067 pieces of data, to facilitate model training.
All samples have been cleaned and desensitized. As the dataset contains negative and inferior samples used for violations, it is recommended to strictly follow the guidelines for academic research and safety alignment training only.
Links
Where it is published
- DOI doi.org/10.57760/sciencedb.27832 ↗
DOI / persistent id · from scidb cn
Catalogue records · 1
- OAI-PMH record scidb.cn/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=10.57760%2… ↗
metadata API · from scidb cn
Topics
- From keywords
- Earth & Environmental Science · Engineering · Humanities · Life Sciences · Social Science
- Inferred from text
- Bioinformatics and computational biology 69%
Provenance · 1 source records, 11 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ScienceDB | 10.57760/sciencedb.27832 | 8 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].anzsrc:group:3102 | enrichment · scidb cn | taxonomy-embedding@1.0.0 | title+keywords+description (69%) |
| concepts[field].local:field:earth-environmental | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:engineering | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:humanities | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:social-science | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| description | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/description |
| license | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/rights |
| publication_date | source · scidb cn | connector:scidb_cn@1.0.0 | |
| title | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/title |