Gliner Large V2

🚀 GLiNER-large-v2 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，而大語言模型（LLMs）雖然靈活，但在資源受限的場景下成本高且規模大。

此版本在NuNER數據集（商業許可）上進行了訓練。

🚀 快速開始

GLiNER 是一個強大的命名實體識別模型，可識別任意實體類型。下面將介紹如何安裝和使用它。

📦 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_largev2")

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"])

運行上述代碼後，輸出結果如下：

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
• 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

該模型的作者是：

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

📄 許可證

本模型採用 Apache-2.0 許可證。