Giter VIP home page Giter VIP logo

seg's Introduction

SeG

A pytorch implementation of the paper: Self-Attention Enhanced Selective Gate with Entity-Aware Embedding for Distantly Supervised Relation Extraction.

Requirements

  • python==3.8
  • pytorch==1.6
  • numpy==1.19.1
  • tqdm==4.48.2
  • scikit_learn==0.23.2

Data

Download the dataset from here, and unzip it under ./data/.

Train and Test

python main.py

Experimental Result

AUC P@100 P@200 P@300 Mean
0.452 0.810 0.790 0.763 0.772

Note

PCNN and SAN DO NOT share the same entity-aware embedding layer, and the lambda values for PCNN and SAN are 0.05 and 1.0 respectively (confirmed by the authors).

seg's People

Contributors

tmliang avatar

Stargazers

avatar Quincy avatar

Forkers

quincy1994

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.