Gliner Small V1

🚀 GLiNER-small模型卡片

GLiNER是一個命名實體識別（NER）模型，它能夠使用雙向變壓器編碼器（類似BERT）識別任何實體類型。它為傳統的NER模型提供了一個實用的替代方案，傳統NER模型僅限於預定義的實體；同時也為大語言模型（LLMs）提供了替代方案，儘管大語言模型具有靈活性，但在資源受限的場景下，它們成本高且體積大。

此版本已在Pile-NER數據集上進行訓練（僅用於研究目的）。

🚀 快速開始

GLiNER是一個強大的命名實體識別模型，它突破了傳統NER模型的限制，能識別任意實體類型。在資源受限的場景下，它是比大語言模型更實用的選擇。

✨ 主要特性

• 實體類型識別廣泛：能夠識別任何實體類型，突破了傳統NER模型只能識別預定義實體的限制。
• 資源高效：相較於大語言模型，在資源受限的場景下更具成本效益。

📦 安裝指南

要使用此模型，你必須安裝GLiNER Python庫：

!pip install gliner

💻 使用示例

基礎用法

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"])

輸出示例

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

📚 詳細文檔

鏈接

• 論文：https://arxiv.org/abs/2311.08526
• 代碼倉庫：https://github.com/urchade/GLiNER

可用模型

命名實體識別基準測試結果

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}
}

📄 許可證

本模型使用cc-by-nc-4.0許可證。