Legal text retrieval for python

Related tags

Text Data & NLPlegal_text_retrieval
Overview

legal-text-retrieval

Overview

This system contains 2 steps:

  • generate training data containing negative sample found by mixture score of cosine(tfidf) + bm25 (using top 150 law articles most similarity)
  • fine-tune PhoBERT model (+NlpHUST model - optional) on generated data

thissys

Environments

git clone https://github.com/vncorenlp/VnCoreNLP.git vncorenlp_data # for vncorebnlp tokenize lib

conda create -n legal_retrieval_env python=3.8
conda activate legal_retrieval_env
pip install -r requirements.txt

Run

  1. Generate data from folder data/zac2021-ltr-data/ containing public_test_question.json and train_question_answer.json

    python3 src/data_generator.py --path_folder_base data/zac2021-ltr-data/ --test_file public_test_question.json --topk 150  --tok --path_output_dir data/zalo-tfidfbm25150-full

    Note:

    • --test_file public_test_question.json is optional, if this parameter is not used, test set will be random 33% in file train_question_answer.json
    • --path_output_dir is the folder save 3 output file (train.csv, dev.csv, test.csv) and tfidf classifier (tfidf_classifier.pkl) for top k best relevant documents.

  2. Train model

    bash scripts/run_finetune_bert.sh "magic"  vinai/phobert-base  ../  data/zalo-tfidfbm25150-full Tfbm150E5-full 5

  3. Predict

    python3 src/infer.py

    Note: This script will load model and run prediction, pls check the variable model_configs in file src/infer.py to modify.

License

MIT-licensed.

Citation

Please cite as:

@article{DBLP:journals/corr/abs-2106-13405,
  author    = {Ha{-}Thanh Nguyen and
               Phuong Minh Nguyen and
               Thi{-}Hai{-}Yen Vuong and
               Quan Minh Bui and
               Chau Minh Nguyen and
               Tran Binh Dang and
               Vu Tran and
               Minh Le Nguyen and
               Ken Satoh},
  title     = {{JNLP} Team: Deep Learning Approaches for Legal Processing Tasks in
               {COLIEE} 2021},
  journal   = {CoRR},
  volume    = {abs/2106.13405},
  year      = {2021},
  url       = {https://arxiv.org/abs/2106.13405},
  eprinttype = {arXiv},
  eprint    = {2106.13405},
  biburl    = {https://dblp.org/rec/journals/corr/abs-2106-13405.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2011-08071,
  author    = {Ha{-}Thanh Nguyen and
               Hai{-}Yen Thi Vuong and
               Phuong Minh Nguyen and
               Tran Binh Dang and
               Quan Minh Bui and
               Vu Trong Sinh and
               Chau Minh Nguyen and
               Vu D. Tran and
               Ken Satoh and
               Minh Le Nguyen},
  title     = {{JNLP} Team: Deep Learning for Legal Processing in {COLIEE} 2020},
  journal   = {CoRR},
  volume    = {abs/2011.08071},
  year      = {2020},
  url       = {https://arxiv.org/abs/2011.08071},
  eprinttype = {arXiv},
  eprint    = {2011.08071},
  biburl    = {https://dblp.org/rec/journals/corr/abs-2011-08071.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}
Owner
Nguyễn Minh Phương
Nguyễn Minh Phương
GitHub Repository
CVSS: A Massively Multilingual Speech-to-Speech Translation Corpus

CVSS: A Massively Multilingual Speech-to-Speech Translation Corpus CVSS is a massively multilingual-to-English speech-to-speech translation corpus, co

Google Research Datasets 118 Jan 06, 2023
मराठी भाषा वाचविण्याचा एक प्रयास. इंग्रजी ते मराठीचा शब्दकोश. An attempt to preserve the Marathi language. A lightweight and ad free English to Marathi thesaurus.

For English, scroll down मराठी शब्द मराठी भाषा वाचवण्यासाठी मी हा ओपन सोर्स प्रोजेक्ट सुरू केला आहे. माझ्या मते, आपली भाषा हळूहळू आणि कोणाचाही लक्षात

मुक्त स्त्रोत 20 Oct 11, 2022
Python package for Turkish Language.

PyTurkce Python package for Turkish Language. Documentation: https://pyturkce.readthedocs.io. Installation pip install pyturkce Usage from pyturkce im

Mert Cobanov 14 Oct 09, 2022
In this Notebook I've build some machine-learning and deep-learning to classify corona virus tweets, in both multi class classification and binary classification.

Hello, This Notebook Contains Example of Corona Virus Tweets Multi Class Classification. - Classes is: Extremely Positive, Positive, Extremely Negativ

Khaled Tofailieh 3 Dec 06, 2022
Facebook AI Research Sequence-to-Sequence Toolkit written in Python.

Fairseq(-py) is a sequence modeling toolkit that allows researchers and developers to train custom models for translation, summarization, language mod

20.5k Jan 08, 2023
A2T: Towards Improving Adversarial Training of NLP Models (EMNLP 2021 Findings)

A2T: Towards Improving Adversarial Training of NLP Models This is the source code for the EMNLP 2021 (Findings) paper "Towards Improving Adversarial T

QData 17 Oct 15, 2022
JaQuAD: Japanese Question Answering Dataset

JaQuAD: Japanese Question Answering Dataset for Machine Reading Comprehension (2022, Skelter Labs)

SkelterLabs 84 Dec 27, 2022
Finds snippets in iambic pentameter in English-language text and tries to combine them to a rhyming sonnet.

Sonnet finder Finds snippets in iambic pentameter in English-language text and tries to combine them to a rhyming sonnet. Usage This is a Python scrip

Marcel Bollmann 11 Sep 25, 2022
Sequence Modeling with Structured State Spaces

Structured State Spaces for Sequence Modeling This repository provides implementations and experiments for the following papers. S4 Efficiently Modeli

HazyResearch 902 Jan 06, 2023
Coreference resolution for English, German and Polish, optimised for limited training data and easily extensible for further languages

Coreferee Author: Richard Paul Hudson, msg systems ag 1. Introduction 1.1 The basic idea 1.2 Getting started 1.2.1 English 1.2.2 German 1.2.3 Polish 1

msg systems ag 169 Dec 21, 2022
Use fastai-v2 with HuggingFace's pretrained transformers

FastHugs Use fastai v2 with HuggingFace's pretrained transformers, see the notebooks below depending on your task: Text classification: fasthugs_seq_c

Morgan McGuire 111 Nov 16, 2022
Script to generate VAD dataset used in Asteroid recipe

About the dataset LibriVAD is an open source dataset for voice activity detection in noisy environments. It is derived from LibriSpeech signals (clean

11 Sep 15, 2022
Code for ACL 2021 main conference paper "Conversations are not Flat: Modeling the Intrinsic Information Flow between Dialogue Utterances".

Conversations are not Flat: Modeling the Intrinsic Information Flow between Dialogue Utterances This repository contains the code and pre-trained mode

ICTNLP 90 Dec 27, 2022
Contains descriptions and code of the mini-projects developed in various programming languages

TexttoSpeechAndLanguageTranslator-project introduction A pleasant application where the client will be given buttons like play,reset and exit. The cli

Adarsh Reddy 1 Dec 22, 2021
A Flask Sentiment Analysis API, with visual implementation

The Sentiment Analysis Api was created using python flask module,it allows users to parse a text or sentence throught the (?text) arguement, then view the sentiment analysis of that sentence. It can

Ifechukwudeni Oweh 10 Jul 17, 2022
A simple command line tool for text to image generation, using OpenAI's CLIP and a BigGAN

artificial intelligence cosmic love and attention fire in the sky a pyramid made of ice a lonely house in the woods marriage in the mountains lantern

Phil Wang 2.3k Jan 01, 2023
A fast and easy implementation of Transformer with PyTorch.

FasySeq FasySeq is a shorthand as a Fast and easy sequential modeling toolkit. It aims to provide a seq2seq model to researchers and developers, which

宁羽 7 Jul 18, 2022
Understand Text Summarization and create your own summarizer in python

Automatic summarization is the process of shortening a text document with software, in order to create a summary with the major points of the original document. Technologies that can make a coherent

Sreekanth M 1 Oct 18, 2022
A collection of scripts to preprocess ASR datasets and finetune language-specific Wav2Vec2 XLSR models

wav2vec-toolkit A collection of scripts to preprocess ASR datasets and finetune language-specific Wav2Vec2 XLSR models This repository accompanies the

Anton Lozhkov 29 Oct 23, 2022
Autoregressive Entity Retrieval

The GENRE (Generative ENtity REtrieval) system as presented in Autoregressive Entity Retrieval implemented in pytorch. @inproceedings{decao2020autoreg

Meta Research 611 Dec 16, 2022