Gliner Small V1

🚀 GLiNER-small模型卡片

GLiNER是一个命名实体识别（NER）模型，它能够使用双向变压器编码器（类似BERT）识别任何实体类型。它为传统的NER模型提供了一个实用的替代方案，传统NER模型仅限于预定义的实体；同时也为大语言模型（LLMs）提供了替代方案，尽管大语言模型具有灵活性，但在资源受限的场景下，它们成本高且体积大。

此版本已在Pile-NER数据集上进行训练（仅用于研究目的）。

🚀 快速开始

GLiNER是一个强大的命名实体识别模型，它突破了传统NER模型的限制，能识别任意实体类型。在资源受限的场景下，它是比大语言模型更实用的选择。

✨ 主要特性

• 实体类型识别广泛：能够识别任何实体类型，突破了传统NER模型只能识别预定义实体的限制。
• 资源高效：相较于大语言模型，在资源受限的场景下更具成本效益。

📦 安装指南

要使用此模型，你必须安装GLiNER Python库：

!pip install gliner

💻 使用示例

基础用法

from gliner import GLiNER

model = GLiNER.from_pretrained("urchade/gliner_small-v1")

text = """
Cristiano Ronaldo dos Santos Aveiro (Portuguese pronunciation: [kɾiʃˈtjɐnu ʁɔˈnaldu]; born 5 February 1985) is a Portuguese professional footballer who plays as a forward for and captains both Saudi Pro League club Al Nassr and the Portugal national team. Widely regarded as one of the greatest players of all time, Ronaldo has won five Ballon d'Or awards,[note 3] a record three UEFA Men's Player of the Year Awards, and four European Golden Shoes, the most by a European player. He has won 33 trophies in his career, including seven league titles, five UEFA Champions Leagues, the UEFA European Championship and the UEFA Nations League. Ronaldo holds the records for most appearances (183), goals (140) and assists (42) in the Champions League, goals in the European Championship (14), international goals (128) and international appearances (205). He is one of the few players to have made over 1,200 professional career appearances, the most by an outfield player, and has scored over 850 official senior career goals for club and country, making him the top goalscorer of all time.
"""

labels = ["person", "award", "date", "competitions", "teams"]

entities = model.predict_entities(text, labels)

for entity in entities:
    print(entity["text"], "=>", entity["label"])

输出示例

Cristiano Ronaldo dos Santos Aveiro => person
5 February 1985 => date
Al Nassr => teams
Portugal national team => teams
Ballon d'Or => award
UEFA Men's Player of the Year Awards => award
European Golden Shoes => award
UEFA Champions Leagues => competitions
UEFA European Championship => competitions
UEFA Nations League => competitions
Champions League => competitions
European Championship => competitions

📚 详细文档

链接

• 论文：https://arxiv.org/abs/2311.08526
• 代码仓库：https://github.com/urchade/GLiNER

可用模型

命名实体识别基准测试结果

模型作者

模型作者包括：

• Urchade Zaratiana
• Nadi Tomeh
• Pierre Holat
• Thierry Charnois

引用格式

@misc{zaratiana2023gliner,
      title={GLiNER: Generalist Model for Named Entity Recognition using Bidirectional Transformer}, 
      author={Urchade Zaratiana and Nadi Tomeh and Pierre Holat and Thierry Charnois},
      year={2023},
      eprint={2311.08526},
      archivePrefix={arXiv},
      primaryClass={cs.CL}
}

📄 许可证

本模型使用cc-by-nc-4.0许可证。