Data · dataset · 2026
TVA: A Tri-level Gradient Preference Dataset for Value Alignment for Large Language Models
Listed in ScienceDB
The TVA dataset contains 7690 value aligned triplet gradient preference data, with a size of 22.7MB, stored in JSON format.
Description
Each sample has four attributes: instruction, outputted as good, outputted as medium, and outputted as bad, corresponding to question, excellent response, intermediate response, and poor response, respectively. According to the rating verification of the large model, each triplet can be divided into three sets of binary preference data, totaling 23070 pieces of data for 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.36925 ↗
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
Provenance · 1 source records, 10 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ScienceDB | 10.57760/sciencedb.36925 | 12 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · scidb cn | connector:scidb_cn@1.0.0 | |
| 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 |