Code for our SIGIR 2022 accepted paper : P3 Ranker: Mitigating the Gaps between Pre-training and Ranking Fine-tuning with Prompt-based Learning and Pre-finetuning

Related tags

DocumentationP3Ranker
Overview

P3 Ranker

Implementation for our SIGIR2022 accepted paper:

P3 Ranker: Mitigating the Gaps between Pre-training and Ranking Fine-tuning with Prompt-based Learning and Pre-finetuning

Project Structures

├── commands
│   ├── bert.sh
│   ├── p3ranker.sh
│   ├── prop_ft.sh
│   ├── roberta.sh
│   └── t5v11.sh
├── Prefinetune
│   ├── mnli_dataloader.py
│   ├── mnli_dataset.py
│   ├── mnli_model.py
│   ├── README.md
│   ├── train_mnli.sh
│   ├── train_nq.sh
│   ├── train.py
│   └── utils.py
├── src
│   ├── data
│   │    ├── datasets
│   │    │   ├── __init__.py
│   │    │   ├── bert_dataset.py
│   │    │   ├── bertmaxp_dataset.py
│   │    │   ├── dataset.py
│   │    │   ├── edrm_dataset.py
│   │    │   ├── roberta_dataset.py
│   │    │   └── t5_dataset.py
│   │    └── tokenizers
│   │        ├── __init__.py
│   │        ├── tokenizer.py
│   │        └── word_tokenizer.py
│   ├── extractors
│   │    ├── __init__.py
│   │    └── classic_extractor.py
│   ├── metrics
│   │    ├── __init__.py
│   │    └── metric.py
│   ├── models
│   │    ├── __init__.py
│   │    ├── bert_maxp.py
│   │    ├── bert_prompt_.py
│   │    ├── bert.py
│   │    ├── conv_knrm.py
│   │    ├── edrm.py
│   │    ├── knrm.py
│   │    ├── t5.py
│   │    └── tk.py
│   ├── modules
│   │    ├── attentons
│   │    │   ├── __init__.py
│   │    │   ├── multi_head_attention.py
│   │    │   └── scaled_dot_product_attention.py
│   │    ├── embedders
│   │    │   ├── __init__.py
│   │    │   └── embedder.py
│   │    ├── encoders
│   │    │   ├── __init__.py
│   │    │   ├── cnn_encoder.py
│   │    │   ├── feed_forward_encoder.py
│   │    │   ├── positional_encoder.py
│   │    │   └── transformer_encoder.py
│   │    └── matchers
│   │        ├── __init__.py
│   │        └── kernel_matcher.py
│   ├── __init__.py
│   └── utils.py
├── README.md
├── requirements.txt
├── train.py
└── utils.py 

Prerequisites

Install dependencies:

git clone https://github.com/NEUIR/P3Ranker.git
cd P3-Rankers
pip install -r requirements.txt

Data Preparation

We will release our few-shot dataset soon.

Prompt Generation

Details about the Discrete Prompt Generation can be find in https://github.com/princeton-nlp/LM-BFF and our paper

Prefinetune

cd Reproduce

And you will find how to do prefinetune.

Reproduce our results

Directly run the scripts we stored in './commands' can reproduce our results. One example is shown below:

bash commands/bert.sh 5

The above command is for reproducing results in our 5-q few-shot scenarios mentioned in our paper.

Contact

Please send email to [email protected].

Pyoccur - Python package to operate on occurrences (duplicates) of elements in lists

pyoccur Python Occurrence Operations on Lists About Package A simple python package with 3 functions has_dup() get_dup() remove_dup() Currently the du

Ahamed Musthafa 6 Jan 07, 2023
Leetcode Practice

LeetCode Practice Description This is my LeetCode Practice. Visit LeetCode Website for detailed question description. The code in this repository has

Leo Hsieh 75 Dec 27, 2022
Seamlessly integrate pydantic models in your Sphinx documentation.

Seamlessly integrate pydantic models in your Sphinx documentation.

Franz Wöllert 71 Dec 26, 2022
Show Rubygems description and annotate your code right from Sublime Text.

Gem Description for Sublime Text Show Rubygems description and annotate your code. Just mouse over your Gemfile's gem definitions to show the popup. s

Nando Vieira 2 Dec 19, 2022
A website for courses of Major Computer Science, NKU

A website for courses of Major Computer Science, NKU

Sakura 0 Oct 06, 2022
Python 3 wrapper for the Vultr API v2.0

Vultr Python Python wrapper for the Vultr API. https://www.vultr.com https://www.vultr.com/api This is currently a WIP and not complete, but has some

CSSNR 6 Apr 28, 2022
Generating a report CSV and send it to an email - Python / Django Rest Framework

Generating a report in CSV format and sending it to a email How to start project. Create a folder in your machine Create a virtual environment python3

alexandre Lopes 1 Jan 17, 2022
Example Python code for running the mango-explorer marketmaker

🥭 Mango Explorer 📖 Introduction This guide will show you how to load and run a customisable marketmaker that runs on Mango Markets using the mango-e

Blockworks Foundation 2 Apr 11, 2022
A `:github:` role for Sphinx

sphinx-github-role A github role for Sphinx. Usage Basic usage MyST: :caption: index.md See {github}`astrojuanlu/sphinx-github-role#1`. reStructuredT

Juan Luis Cano Rodríguez 4 Nov 22, 2022
Near Zero-Overhead Python Code Coverage

Slipcover: Near Zero-Overhead Python Code Coverage by Juan Altmayer Pizzorno and Emery Berger at UMass Amherst's PLASMA lab. About Slipcover Slipcover

PLASMA @ UMass 325 Dec 28, 2022
Automatic links from code examples to reference documentation

sphinx-codeautolink Automatic links from Python code examples to reference documentation at the flick of a switch! sphinx-codeautolink analyses the co

Felix Hildén 41 Dec 17, 2022
Read write method - Read files in various types of formats

一个关于所有格式文件读取的方法 1。 问题描述: 各种各样的文件格式,读写操作非常的麻烦,能够有一种方法,可以整合所有格式的文件,方便用户进行读取和写入。 2

2 Jan 26, 2022
Sphinx Bootstrap Theme

Sphinx Bootstrap Theme This Sphinx theme integrates the Bootstrap CSS / JavaScript framework with various layout options, hierarchical menu navigation

Ryan Roemer 584 Nov 16, 2022
The OpenAPI Specification Repository

The OpenAPI Specification The OpenAPI Specification is a community-driven open specification within the OpenAPI Initiative, a Linux Foundation Collabo

OpenAPI Initiative 25.5k Dec 29, 2022
Testing-crud-login-drf - Creation of an application in django on music albums

testing-crud-login-drf Creation of an application in django on music albums Befo

Juan 1 Jan 11, 2022
Material for the ros2 crash course

Material for the ros2 crash course

Emmanuel Dean 1 Jan 22, 2022
API Documentation for Python Projects

API Documentation for Python Projects. Example pdoc -o ./html pdoc generates this website: pdoc.dev/docs. Installation pip install pdoc pdoc is compat

mitmproxy 1.4k Jan 07, 2023
Variable Transformer Calculator

✠ VASCO - VAriable tranSformer CalculatOr Software que calcula informações de transformadores feita para a matéria de "Conversão Eletromecânica de Ene

Arthur Cordeiro Andrade 2 Feb 12, 2022
Loudchecker - Python script to check files for earrape

loudchecker python script to check files for earrape automatically installs depe

1 Jan 22, 2022
A swagger tool for tornado, using python to write api doc!

SwaggerDoc About A swagger tool for tornado, using python to write api doc! Installation pip install swagger-doc Quick Start code import tornado.ioloo

aaashuai 1 Jan 10, 2022