MRC approach for Aspect-based Sentiment Analysis (ABSA)

Related tags

Text Data & NLPB-MRC
Overview

B-MRC

MRC approach for Aspect-based Sentiment Analysis (ABSA)

Paper: Bidirectional Machine Reading Comprehension for Aspect Sentiment Triplet Extraction

Dataset: https://github.com/xuuuluuu/SemEval-Triplet-data

Usage

  • Prepare data:
python data_process.py --data_path data/14lap --version bidirectional (unidirectional)

Arguments:
    --data_path :       Path to the dataset
    --version   :       Optional version: unidirectional (A2O) and bidirectional (A2O + O2A) 
                        (default = 'bidirectiona')
                        Choices=['uni', 'bi', 'unidirectional', 'bidirectional']
python make_data_dual --data_path data/14lap/preprocess --version bidirectional (unidirectional)

Arguments:
    --data_path :       Path to the dataset
    --version   :       Optional version: unidirectional (A2O) and bidirectional (A2O + O2A)
                        (default = 'bidirectiona')
                        Choices=['uni', 'bi', 'unidirectional', 'bidirectional']
python make_data_standard --data_path data/14lab/pair --output_path ./data/14lap/preprocess

Arguments:
    --data_path  :      Path to the dataset
    --output_path:      Path to the output data      
  • Training:
python main.py \
    --version bidirectional (unidirectional) \
    --data_path ./data/14lap/preprocess/ \
    --mode train \
    --model_type bert-base-uncased \
    --epoch_num 40 \
    --batch_size 4 \
    --learning_rate 1e-3
Owner
Phuc Phan
AI Engineer
Phuc Phan
nlabel is a library for generating, storing and retrieving tagging information and embedding vectors from various nlp libraries through a unified interface.

nlabel is a library for generating, storing and retrieving tagging information and embedding vectors from various nlp libraries through a unified interface.

Bernhard Liebl 2 Jun 10, 2022
An open-source NLP research library, built on PyTorch.

An Apache 2.0 NLP research library, built on PyTorch, for developing state-of-the-art deep learning models on a wide variety of linguistic tasks. Quic

AI2 11.4k Jan 01, 2023
A Multilingual Latent Dirichlet Allocation (LDA) Pipeline with Stop Words Removal, n-gram features, and Inverse Stemming, in Python.

Multilingual Latent Dirichlet Allocation (LDA) Pipeline This project is for text clustering using the Latent Dirichlet Allocation (LDA) algorithm. It

Artifici Online Services inc. 74 Oct 07, 2022
GAP-text2SQL: Learning Contextual Representations for Semantic Parsing with Generation-Augmented Pre-Training

GAP-text2SQL: Learning Contextual Representations for Semantic Parsing with Generation-Augmented Pre-Training Code and model from our AAAI 2021 paper

Amazon Web Services - Labs 83 Jan 09, 2023
Speech to text streamlit app

Speech to text Streamlit-app! 👄 This speech to text recognition is powered by t

Charly Wargnier 9 Jan 01, 2023
ASCEND Chinese-English code-switching dataset

ASCEND (A Spontaneous Chinese-English Dataset) introduces a high-quality resource of spontaneous multi-turn conversational dialogue Chinese-English code-switching corpus collected in Hong Kong.

CAiRE 11 Dec 09, 2022
NeoDays-based tileset for the roguelike CDDA (Cataclysm Dark Days Ahead)

NeoDaysPlus Reduced contrast, expanded, and continuously developed version of the CDDA tileset NeoDays that's being completed with new sprites for mis

0 Nov 12, 2022
Training and evaluation codes for the BertGen paper (ACL-IJCNLP 2021)

BERTGEN This repository is the implementation of the paper "BERTGEN: Multi-task Generation through BERT" (https://arxiv.org/abs/2106.03484). The codeb

<a href=[email protected]"> 9 Oct 26, 2022
This repository will contain the code for the CVPR 2021 paper "GIRAFFE: Representing Scenes as Compositional Generative Neural Feature Fields"

GIRAFFE: Representing Scenes as Compositional Generative Neural Feature Fields Project Page | Paper | Supplementary | Video | Slides | Blog | Talk If

1.1k Dec 27, 2022
Simple Speech to Text, Text to Speech

Simple Speech to Text, Text to Speech 1. Download Repository Opsi 1 Download repository ini, extract di lokasi yang diinginkan Opsi 2 Jika sudah famil

Habib Abdurrasyid 5 Dec 28, 2021
Train 🤗transformers with DeepSpeed: ZeRO-2, ZeRO-3

Fork from https://github.com/huggingface/transformers/tree/86d5fb0b360e68de46d40265e7c707fe68c8015b/examples/pytorch/language-modeling at 2021.05.17.

Junbum Lee 12 Oct 26, 2022
A Fast Sequence Transducer Implementation with PyTorch Bindings

transducer A Fast Sequence Transducer Implementation with PyTorch Bindings. The corresponding publication is Sequence Transduction with Recurrent Neur

Awni Hannun 184 Dec 18, 2022
AIDynamicTextReader - A simple dynamic text reader based on Artificial intelligence

AI Dynamic Text Reader: This is a simple dynamic text reader based on Artificial

Md. Rakibul Islam 1 Jan 18, 2022
A versatile token stream for handwritten parsers.

Writing recursive-descent parsers by hand can be quite elegant but it's often a bit more verbose than expected, especially when it comes to handling indentation and reporting proper syntax errors. Th

Valentin Berlier 8 Nov 30, 2022
BiQE: Code and dataset for the BiQE paper

BiQE: Bidirectional Query Embedding This repository includes code for BiQE and the datasets introduced in Answering Complex Queries in Knowledge Graph

Bhushan Kotnis 1 Oct 20, 2021
PyTorch Language Model for 1-Billion Word (LM1B / GBW) Dataset

PyTorch Large-Scale Language Model A Large-Scale PyTorch Language Model trained on the 1-Billion Word (LM1B) / (GBW) dataset Latest Results 39.98 Perp

Ryan Spring 114 Nov 04, 2022
This project uses word frequency and Term Frequency-Inverse Document Frequency to summarize a text.

Text Summarizer This project uses word frequency and Term Frequency-Inverse Document Frequency to summarize a text. Team Members This mini-project was

1 Nov 16, 2021
[EMNLP 2021] Mirror-BERT: Converting Pretrained Language Models to universal text encoders without labels.

[EMNLP 2021] Mirror-BERT: Converting Pretrained Language Models to universal text encoders without labels.

Cambridge Language Technology Lab 61 Dec 10, 2022
NLP: SLU tagging

NLP: SLU tagging

北海若 3 Jan 14, 2022
Multispeaker & Emotional TTS based on Tacotron 2 and Waveglow

This Repository contains a sample code for Tacotron 2, WaveGlow with multi-speaker, emotion embeddings together with a script for data preprocessing.

Ivan Didur 106 Jan 01, 2023