five

sentence-transformers/stsb

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Hugging Face2024-04-25 更新2024-06-12 收录
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https://hf-mirror.com/datasets/sentence-transformers/stsb
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资源简介:
--- language: - en multilinguality: - monolingual size_categories: - 1K<n<10K task_categories: - feature-extraction - sentence-similarity tags: - sentence-transformers pretty_name: STSB dataset_info: features: - name: sentence1 dtype: string - name: sentence2 dtype: string - name: score dtype: float64 splits: - name: train num_bytes: 755098 num_examples: 5749 - name: validation num_bytes: 216064 num_examples: 1500 - name: test num_bytes: 169987 num_examples: 1379 download_size: 720899 dataset_size: 1141149 configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* - split: test path: data/test-* --- # Dataset Card for STSB The Semantic Textual Similarity Benchmark (Cer et al., 2017) is a collection of sentence pairs drawn from news headlines, video and image captions, and natural language inference data. Each pair is human-annotated with a similarity score from 1 to 5. However, for this variant, the similarity scores are normalized to between 0 and 1. ## Dataset Details * Columns: "sentence1", "sentence2", "score" * Column types: `str`, `str`, `float` * Examples: ```python { 'sentence1': 'A man is playing a large flute.', 'sentence2': 'A man is playing a flute.', 'score': 0.76, } ``` * Collection strategy: Reading the sentences and score from STSB dataset and dividing the score by 5. * Deduplified: No
提供机构:
sentence-transformers
原始信息汇总

数据集概述

基本信息

  • 名称: STSB
  • 语言: 英语
  • 多语言性: 单语种
  • 规模: 1K<n<10K
  • 任务类别:
    • 特征提取
    • 句子相似度
  • 标签: sentence-transformers

数据集结构

特征

  • sentence1: 字符串类型
  • sentence2: 字符串类型
  • score: 浮点数类型(float64)

数据分割

  • 训练集:
    • 示例数量: 5749
    • 字节数: 755098
  • 验证集:
    • 示例数量: 1500
    • 字节数: 216064
  • 测试集:
    • 示例数量: 1379
    • 字节数: 169987

数据大小

  • 下载大小: 720899字节
  • 数据集大小: 1141149字节

数据内容

  • 数据组成: 句子对及相似度分数
  • 分数范围: 0到1(原范围1到5,已归一化)
  • 示例: python { sentence1: A man is playing a large flute., sentence2: A man is playing a flute., score: 0.76, }
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