Data · dataset · 2022
Russian SuperGLUE
Listed in Hugging Face Datasets
Description
Recent advances in the field of universal language models and transformers require the development of a methodology for their broad diagnostics and testing for general intellectual skills - detection of natural language inference, commonsense reasoning, ability to perform simple logical operations regardless of text subject or lexicon. For the first time, a benchmark of nine tasks, collected and organized analogically to the SuperGLUE methodology, was developed from scratch for the Russian language.
We provide baselines, human level evaluation, an open-source framework for evaluating models and an overall leaderboard of transformer models for the Russian language.
Links
Where it is published
- Hugging Face dataset page huggingface.co/datasets/RussianNLP/russian_super_glue ↗
landing page · from Hugging Face
Documentation and papers
- arXiv:2010.15925 arxiv.org/abs/2010.15925 ↗
publication · from Hugging Face
- arXiv:2202.07791 arxiv.org/abs/2202.07791 ↗
publication · from Hugging Face
Catalogue records · 1
- Hub API huggingface.co/api/datasets/RussianNLP/russian_super_glue ↗
metadata API · from Hugging Face
Topics
- Stated by source
- question answering · text classification · text generation · zero shot classification
- From keywords
- Computer Science & AI
- Inferred from text
- Text 75%
Provenance · 1 source records, 13 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| Hugging Face Datasets | RussianNLP/russian_super_glue | 14 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · Hugging Face | connector:huggingface@1.0.0 | /gated |
| concepts[field].local:field:computer-science-ai | mapping · Hugging Face | connector:huggingface@1.0.0 | |
| concepts[modality].local:modality:text | enrichment · Hugging Face | keyword-concept-rules@1.0.0 | title+description (75%) |
| concepts[task].hf_task:question-answering | source · Hugging Face | connector:huggingface@1.0.0 | /tags[task_categories:*] |
| concepts[task].hf_task:text-classification | source · Hugging Face | connector:huggingface@1.0.0 | /tags[task_categories:*] |
| concepts[task].hf_task:text-generation | source · Hugging Face | connector:huggingface@1.0.0 | /tags[task_categories:*] |
| concepts[task].hf_task:zero-shot-classification | source · Hugging Face | connector:huggingface@1.0.0 | /tags[task_categories:*] |
| created_date | source · Hugging Face | connector:huggingface@1.0.0 | |
| description | source · Hugging Face | connector:huggingface@1.0.0 | /description |
| license | source · Hugging Face | connector:huggingface@1.0.0 | /tags[license:*] |
| publication_date | source · Hugging Face | connector:huggingface@1.0.0 | |
| title | source · Hugging Face | connector:huggingface@1.0.0 | /id |
| updated_date | source · Hugging Face | connector:huggingface@1.0.0 |