Code and pre-trained models for "ReasonBert: Pre-trained to Reason with Distant Supervision", EMNLP'2021

Overview

ReasonBERT

Code and pre-trained models for ReasonBert: Pre-trained to Reason with Distant Supervision, EMNLP'2021

Pretrained Models

The pretrained models are shared via Huggingface ModelHub (https://huggingface.co/osunlp). You can directly load them with Huggingface Transformers.

from transformers import AutoTokenizer, AutoModel
  
tokenizer = AutoTokenizer.from_pretrained("osunlp/ReasonBERT-RoBERTa-base")

model = AutoModel.from_pretrained("osunlp/ReasonBERT-RoBERTa-base")

Note that the tokenizers are identical to BERT/RoBERTa/TAPAS, with the extra <QUESTION> token appended in the end. Please refer to our paper for more details.

Pretraining Data

The pretraining data for both text-only and hybrid settings are shared on https://zenodo.org/record/5612316.

Owner
SunLab-OSU
SunLab-OSU
Generate YARA rules for OOXML documents using ZIP local header metadata.

apooxml Generate YARA rules for OOXML documents using ZIP local header metadata. To learn more about this tool and the methodology behind it, check ou

MANDIANT 34 Jan 26, 2022
Python-slp - Side Ledger Protocol With Python

Side Ledger Protocol Run python-slp node First install Mongo DB and run the mong

Solar 3 Mar 02, 2022
A pluggable API specification generator. Currently supports the OpenAPI Specification (f.k.a. the Swagger specification)..

apispec A pluggable API specification generator. Currently supports the OpenAPI Specification (f.k.a. the Swagger specification). Features Supports th

marshmallow-code 1k Jan 01, 2023
LotteryBuyPredictionWebApp - Lottery Purchase Prediction Model

Lottery Purchase Prediction Model Objective and Goal Predict the lottery type th

Wanxuan Zhang 2 Feb 14, 2022
step by step guide for beginners for getting started with open source

Step-by-Step Guide for beginners for getting started with Open-Source Here The Contribution Begins 💻 If you are a beginner then this repository is fo

Arpit Jain 66 Jan 03, 2023
The purpose of this project is to share knowledge on how awesome Streamlit is and can be

Awesome Streamlit The fastest way to build Awesome Tools and Apps! Powered by Python! The purpose of this project is to share knowledge on how Awesome

Marc Skov Madsen 1.5k Jan 07, 2023
Python Deep Dive Course - Accompanying Materials

Python Deep Dive Various Jupyter notebooks and Python sources associated with my Udemy Python 3 Deep Dive course series: Part 1: Mainly functional pro

Fred Baptiste 1.1k Dec 30, 2022
NetBox plugin for BGP related objects documentation

Netbox BGP Plugin Netbox plugin for BGP related objects documentation. Compatibility This plugin in compatible with NetBox 2.10 and later. Installatio

Nikolay Yuzefovich 133 Dec 27, 2022
Mayan EDMS is a document management system.

Mayan EDMS is a document management system. Its main purpose is to store, introspect, and categorize files, with a strong emphasis on preserving the contextual and business information of documents.

3 Oct 02, 2021
Searches a document for hash tags. Support multiple natural languages. Works in various contexts.

ht-getter Searches a document for hash tags. Supports multiple natural languages. Works in various contexts. This package uses a non-regex approach an

Rairye 1 Mar 01, 2022
Automated Integration Testing and Live Documentation for your API

Automated Integration Testing and Live Documentation for your API

ScanAPI 1.3k Dec 30, 2022
Documentation generator for C++ based on Doxygen and mosra/m.css.

mosra/m.css is a Doxygen-based documentation generator that significantly improves on Doxygen's default output by controlling some of Doxygen's more unruly options, supplying it's own slick HTML+CSS

Mark Gillard 109 Dec 07, 2022
Generate a single PDF file from MkDocs repository.

PDF Generate Plugin for MkDocs This plugin will generate a single PDF file from your MkDocs repository. This plugin is inspired by MkDocs PDF Export P

198 Jan 03, 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
A markdown wiki and dashboarding system for Datasette

datasette-notebook A markdown wiki and dashboarding system for Datasette This is an experimental alpha and everything about it is likely to change. In

Simon Willison 19 Apr 20, 2022
Course materials and handouts for #100DaysOfCode in Python course

#100DaysOfCode with Python course Course details page: talkpython.fm/100days Course Summary #100DaysOfCode in Python is your perfect companion to take

Talk Python 1.9k Dec 31, 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
Reproducible Data Science at Scale!

Pachyderm: The Data Foundation for Machine Learning Pachyderm provides the data layer that allows machine learning teams to productionize and scale th

Pachyderm 5.7k Dec 29, 2022
Showing potential issues with merge strategies

Showing potential issues with merge strategies Context There are two branches in this repo: main and a feature branch feat/inverting-method (not the b

Rubén 2 Dec 20, 2021
Quilt is a self-organizing data hub for S3

Quilt is a self-organizing data hub Python Quick start, tutorials If you have Python and an S3 bucket, you're ready to create versioned datasets with

Quilt Data 1.2k Dec 30, 2022