YAML Metadata Warning:The task_categories "information-retrieval" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, audio-text-to-text, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-ranking, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, image-text-to-image, image-text-to-video, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, video-text-to-text, keypoint-detection, visual-document-retrieval, any-to-any, video-to-video, other

BEIR SCIFACT Dataset (Migrated)

This is a migrated version of BeIR/scifact that is compatible with datasets library 4.0.0+.

Dataset Description

This dataset contains the scifact dataset from the BEIR benchmark, converted from the old script-based format to Parquet format.

Dataset Structure

Queries

Split 'queries': 1,109 examples
- Features: ['_id', 'text', 'metadata']
Total examples: 1,109

Corpus

Split 'corpus': 5,183 examples
- Features: ['_id', 'title', 'text', 'metadata']
Total examples: 5,183

Usage

from datasets import load_dataset

# Load queries (split: queries)
queries = load_dataset("Hyukkyu/beir-scifact", "queries", split="queries")

# Load corpus (split: corpus)
corpus = load_dataset("Hyukkyu/beir-scifact", "corpus", split="corpus")

Available Splits

Queries

queries: 1,109 examples

Corpus

corpus: 5,183 examples

Original Dataset

This dataset is migrated from: BeIR/scifact

Citation

If you use this dataset, please cite the original BEIR paper:

@article{thakur2021beir,
  title={BEIR: A Heterogeneous Benchmark for Zero-shot Evaluation of Information Retrieval Models},
  author={Thakur, Nandan and Reimers, Nils and Ruckle, Andreas and Srivastava, Abhishek and Gurevych, Iryna},
  journal={arXiv preprint arXiv:2104.08663},
  year={2021}
}

Downloads last month: 48

Total file size:

5.6 MB

Paper for Hyukkyu/beir-scifact

BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models

Paper • 2104.08663 • Published Apr 17, 2021 • 4