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
Pattern Matching in Python

Pattern Matching finalmente chega no Python 3.10. E daí? "Pattern matching", ou "correspondência de padrões" como é conhecido no Brasil. Algumas pesso

Fabricio Werneck 6 Feb 16, 2022
A high-level yet extensible library for fast language model tuning via automatic prompt search

ruPrompts ruPrompts is a high-level yet extensible library for fast language model tuning via automatic prompt search, featuring integration with Hugg

Sber AI 37 Dec 07, 2022
LegalNLP - Natural Language Processing Methods for the Brazilian Legal Language

LegalNLP - Natural Language Processing Methods for the Brazilian Legal Language ⚖️ The library of Natural Language Processing for Brazilian legal lang

Felipe Maia Polo 125 Dec 20, 2022
A simple Speech Emotion Recognition (SER) API created using Flask and running in a Docker container.

keyword_searching Steps to use this Python scripts： (1)Paste this script into the file folder containing the PDF files you need to search from; (2)Thi

2 Nov 11, 2022
SciBERT is a BERT model trained on scientific text.

SciBERT is a BERT model trained on scientific text.

AI2 1.2k Dec 24, 2022
History Aware Multimodal Transformer for Vision-and-Language Navigation

History Aware Multimodal Transformer for Vision-and-Language Navigation This repository is the official implementation of History Aware Multimodal Tra

Shizhe Chen 46 Nov 23, 2022
Transformer training code for sequential tasks

Sequential Transformer This is a code for training Transformers on sequential tasks such as language modeling. Unlike the original Transformer archite

Meta Research 578 Dec 13, 2022
Text Classification in Turkish Texts with Bert

You can watch the details of the project on my youtube channel Project Interface Project Second Interface Goal= Correctly guessing the classification

42 Dec 31, 2022
MMDA - multimodal document analysis

MMDA - multimodal document analysis

AI2 75 Jan 04, 2023
Vad-sli-asr - A Python scripts for a speech processing pipeline with Voice Activity Detection (VAD)

VAD-SLI-ASR Python scripts for a speech processing pipeline with Voice Activity

Dynamics of Language 14 Dec 09, 2022
Understanding the Difficulty of Training Transformers

Admin Understanding the Difficulty of Training Transformers Guided by our analyses, we propose Adaptive Model Initialization (Admin), which successful

Liyuan Liu 300 Dec 29, 2022
PyTorch Implementation of the paper Single Image Texture Translation for Data Augmentation

SITT The repo contains official PyTorch Implementation of the paper Single Image Texture Translation for Data Augmentation. Authors: Boyi Li Yin Cui T

Boyi Li 52 Jan 05, 2023
Maha is a text processing library specially developed to deal with Arabic text.

An Arabic text processing library intended for use in NLP applications Maha is a text processing library specially developed to deal with Arabic text.

Mohammad Al-Fetyani 184 Nov 27, 2022
This script just scrapes the most recent Nepali news from Kathmandu Post and notifies the user about current events at regular intervals.It sends out the most recent news at random!

Nepali-news-notifier This script just scrapes the most recent Nepali news from Kathmandu Post and notifies the user about current events at regular in

Sachit Yadav 1 Feb 11, 2022
This is my reading list for my PhD in AI, NLP, Deep Learning and more.

This is my reading list for my PhD in AI, NLP, Deep Learning and more.

Zhong Peixiang 156 Dec 21, 2022
A Python script that compares files in directories

compare-files A Python script that compares files in different directories, this is similar to the command filecmp.cmp(f1, f2). I made this script in

Colvin 1 Oct 15, 2021
In this project, we compared Spanish BERT and Multilingual BERT in the Sentiment Analysis task.

Applying BERT Fine Tuning to Sentiment Classification on Amazon Reviews Abstract Sentiment analysis has made great progress in recent years, due to th

Alexander Leonardo Lique Lamas 5 Jan 03, 2022
Repository for the paper "Optimal Subarchitecture Extraction for BERT"

Bort Companion code for the paper "Optimal Subarchitecture Extraction for BERT." Bort is an optimal subset of architectural parameters for the BERT ar

Alexa 461 Nov 21, 2022
This program do translate english words to portuguese

Python-Dictionary This program is used to translate english words to portuguese. Web-Scraping This program use BeautifulSoap to make web scraping, so

João Assalim 1 Oct 10, 2022
BERT, LDA, and TFIDF based keyword extraction in Python

BERT, LDA, and TFIDF based keyword extraction in Python kwx is a toolkit for multilingual keyword extraction based on Google's BERT and Latent Dirichl

Andrew Tavis McAllister 41 Dec 27, 2022