Code Monkey home page Code Monkey logo

dag-erc's Introduction

DAG-ERC

Pytorch code for ACL-IJCNLP 2021 accepted paper "Directed Acyclic Graph Network for Conversational Emotion Recognition"

Requirements

Preparation

Datasets and Utterance Feature

You can download the dataset and extracted utterance feature from https://drive.google.com/file/d/1R5K_2PlZ3p3RFQ1Ycgmo3TgxvYBzptQG/view?usp=sharing or https://pan.baidu.com/s/1H_LXQbDCfbWlwG1KvzNW6Q 提取码 c9vk

Training

You can train the models with the following codes:

For IEMOCAP: python run.py --dataset IEMOCAP --gnn_layers 4 --lr 0.0005 --batch_size 16 --epochs 30 --dropout 0.2

For MELD: python run.py --dataset MELD --lr 0.00001 --batch_size 64 --epochs 70 --dropout 0.1

For DailyDialog: python run.py --dataset EmoryNLP --lr 0.00005 --batch_size 32 --epochs 100 --dropout 0.3

For EmoryNLP: python run.py --dataset DailyDialog --gnn_layers 3 --lr 0.00002 --batch_size 64 --epochs 50 --dropout 0.3

dag-erc's People

Contributors

shenwzh3 avatar

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.