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English | 简体中文

Universal Information Extraction UIE Model Deployment

Introduction to the Model Version

A List of Supported Models

Model Structure Language
uie-base 12-layers, 768-hidden, 12-heads Chinese
uie-medium 6-layers, 768-hidden, 12-heads Chinese
uie-mini 6-layers, 384-hidden, 12-heads Chinese
uie-micro 4-layers, 384-hidden, 12-heads Chinese
uie-nano 4-layers, 312-hidden, 12-heads Chinese

Export Deployment Models

Before deployment, you need to export the UIE model into the deployment model. Please refer to Export Model.

Download Pre-trained Models

Models exported by UIE are provided below for developers' testing. Developers can directly download them.

The accuracy metric F1 is derived from the 0-shot experiments conducted in PaddleNLP on each model in the Internet self-built dataset. Please refer to instructions in PaddleNLP for more details.

Model Parameter Size F1 Value
uie-base 416M 78.33
uie-medium 265M 78.32
uie-mini 95M 72.09
uie-micro 83M 66.00
uie-nano 64M 62.86

Detailed Deployment Documents