Code and datasets for our paper "PTR: Prompt Tuning with Rules for Text Classification"

Related tags

Text Data & NLPPTR
Overview

PTR

Code and datasets for our paper "PTR: Prompt Tuning with Rules for Text Classification"

If you use the code, please cite the following paper:

@article{han2021ptr,
  title={PTR: Prompt Tuning with Rules for Text Classification},
  author={Han, Xu and Zhao, Weilin and Ding, Ning and Liu, Zhiyuan and Sun, Maosong},
  journal={arXiv preprint arXiv:2105.11259},
  year={2021}
}

Requirements

The model is implemented using PyTorch. The versions of packages used are shown below.

  • numpy>=1.18.0

  • scikit-learn>=0.22.1

  • scipy>=1.4.1

  • torch>=1.3.0

  • tqdm>=4.41.1

  • transformers>=4.0.0

Baselines

Some baselines, especially the baselines using entity markers, come from the project [RE_improved_baseline].

Datasets

We provide all the datasets and prompts used in our experiments.

Run the experiments

(1) For TACRED

mkdir results
cd results
mkdir tacred
cd tacred
mkdir train
mkdir val
mkdir test
cd ..
cd ..
cd code_script
bash run_large_tacred.sh

(2) For TACREV

mkdir results
cd results
mkdir tacrev
cd tacrev
mkdir train
mkdir val
mkdir test
cd ..
cd ..
cd code_script
bash run_large_tacrev.sh

(3) For RETACRED

mkdir results
cd results
mkdir retacred
cd retacred
mkdir train
mkdir val
mkdir test
cd ..
cd ..
cd code_script
bash run_large_retacred.sh
Owner
THUNLP
Natural Language Processing Lab at Tsinghua University
THUNLP
Code for Editing Factual Knowledge in Language Models

KnowledgeEditor Code for Editing Factual Knowledge in Language Models (https://arxiv.org/abs/2104.08164). @inproceedings{decao2021editing, title={Ed

Nicola De Cao 86 Nov 28, 2022
translate using your voice

speech-to-text-translator Usage translate using your voice description this project makes translating a word easy, all you have to do is speak and...

1 Oct 18, 2021
Code for Emergent Translation in Multi-Agent Communication

Emergent Translation in Multi-Agent Communication PyTorch implementation of the models described in the paper Emergent Translation in Multi-Agent Comm

Facebook Research 75 Jul 15, 2022
Predict an emoji that is associated with a text

Sentiment Analysis Sentiment analysis in computational linguistics is a general term for techniques that quantify sentiment or mood in a text. Can you

Tetsumichi(Telly) Umada 30 Sep 07, 2022
Synthetic data for the people.

zpy: Synthetic data in Blender. Website • Install • Docs • Examples • CLI • Contribute • Licence Abstract Collecting, labeling, and cleaning data for

Zumo Labs 253 Dec 21, 2022
LV-BERT: Exploiting Layer Variety for BERT (Findings of ACL 2021)

LV-BERT Introduction In this repo, we introduce LV-BERT by exploiting layer variety for BERT. For detailed description and experimental results, pleas

Weihao Yu 14 Aug 24, 2022
This is Assignment1 code for the Web Data Processing System.

This is a Python program to Entity Linking by processing WARC files. We recognize entities from web pages and link them to a Knowledge Base(Wikidata).

3 Dec 04, 2022
This is a project built for FALLABOUT2021 event under SRMMIC, This project deals with NLP poetry generation.

FALLABOUT-SRMMIC 21 POETRY-GENERATION HINGLISH DESCRIPTION We have developed a NLP(natural language processing) model which automatically generates a

7 Sep 28, 2021
Contract Understanding Atticus Dataset

Contract Understanding Atticus Dataset This repository contains code for the Contract Understanding Atticus Dataset (CUAD), a dataset for legal contra

The Atticus Project 273 Dec 17, 2022
Mirco Ravanelli 2.3k Dec 27, 2022
ZUNIT - Toward Zero-Shot Unsupervised Image-to-Image Translation

ZUNIT Dependencies you can install all the dependencies by pip install -r requirements.txt Datasets Download CUB dataset. Unzip the birds.zip at ./da

Chen Yuanqi 9 Jun 24, 2022
Indonesia spellchecker with python

indonesia-spellchecker Ganti kata yang terdapat pada file teks.txt untuk diperiksa kebenaran kata. Run on local machine python3 main.py

Rahmat Agung Julians 1 Sep 14, 2022
Scene Text Retrieval via Joint Text Detection and Similarity Learning

This is the code of "Scene Text Retrieval via Joint Text Detection and Similarity Learning". For more details, please refer to our CVPR2021 paper.

79 Nov 29, 2022
Unsupervised text tokenizer for Neural Network-based text generation.

SentencePiece SentencePiece is an unsupervised text tokenizer and detokenizer mainly for Neural Network-based text generation systems where the vocabu

Google 6.4k Jan 01, 2023
API for the GPT-J language model 🦜. Including a FastAPI backend and a streamlit frontend

gpt-j-api 🦜 An API to interact with the GPT-J language model. You can use and test the model in two different ways: Streamlit web app at http://api.v

Víctor Gallego 276 Dec 31, 2022
Official PyTorch implementation of Time-aware Large Kernel (TaLK) Convolutions (ICML 2020)

Time-aware Large Kernel (TaLK) Convolutions (Lioutas et al., 2020) This repository contains the source code, pre-trained models, as well as instructio

Vasileios Lioutas 28 Dec 07, 2022
PyTorch implementation of Tacotron speech synthesis model.

tacotron_pytorch PyTorch implementation of Tacotron speech synthesis model. Inspired from keithito/tacotron. Currently not as much good speech quality

Ryuichi Yamamoto 279 Dec 09, 2022
1 Jun 28, 2022
Tools for curating biomedical training data for large-scale language modeling

Tools for curating biomedical training data for large-scale language modeling

BigScience Workshop 242 Dec 25, 2022
VampiresVsWerewolves - Our Implementation of a MiniMax algorithm with alpha beta pruning in the context of an in-class competition

VampiresVsWerewolves Our Implementation of a MiniMax algorithm with alpha beta pruning in the context of an in-class competition. Our Algorithm finish

Shawn 1 Jan 21, 2022