Code Monkey home page Code Monkey logo

neural-entity-linking-for-finnish's Introduction

Neural-Entity-Linking-for-Finnish

A neural entity linking system for Finnish langauge

The model is trained on a small manually annotated sports magazine data for Finnish.

It utilizes three different inputs: context, mention and candidate. The context is the surrounding text of the named entity. The mention is the named entity for which we need to retrieve the link. The candidate is the entity that the system compares in order to determine if it is the right one. The candidate, besides the name, contains description and alias information.

The input is processed through a one layer BLSTM, after which the output is concatenated with the embeddings of the mention, generating a context-mention pair. That pair is processed through a fully-connected layer, dropout and a ReLU non-linearity. In the end, it is processed through anohter fully-connected layer and a dropout.

The context-mention pair is compared to the candidates, using cosine similarity.

It uses fastText and entity embeddings. The fastText embeddings can be obtained from here: https://dl.fbaipublicfiles.com/fasttext/vectors-crawl/cc.fi.300.bin.gz. The Entity embeddings are trained using the wiki2vec library on the Finnish Wikipedia dump. For more information about the training the entity embeddings, refer to this link: https://wikipedia2vec.github.io/wikipedia2vec/commands/.

neural-entity-linking-for-finnish's People

Contributors

tetrix avatar

Watchers

 avatar  avatar  avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.