Facebook NLP Research
NLP

Evaluation Paradigms in Question Answering

Abstract Question answering (QA) primarily descends from two branches of research: (1) Alan Turing’s investigation of machine intelligence at Manchester University and (2) Cyril Cleverdon’s comparison of library card catalog indices at Cranfield University. This position paper names and distinguishes these paradigms. Despite substantial overlap, subtle but significant distinctions exert an outsize influence on research. While one evaluation paradigm values creating more intelligent QA systems, the other paradigm values building QA systems that appeal to users. By better understanding the […]

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Scripts

Cool Bioinformatics Scripts With Python

You can use this script in two ways read tons of millions of P values from stdin # python zcat pval.txt.gz | qqplot.py -out test -title “QQ plot on the fly” # julia zcat pval.txt.gz | qqplot.jl –out test –title “QQ plot on the fly” warning : If you have 100 billion P values to process you should definitely use qqplot.jl instead of qqplot.py. The hourly processed lines of julia version is 3 billion while python is only 700 million […]

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App

A framework for building interactive applications using a web front-end in plain Python

Trame aims to be a framework for building interactive applications using a web front-end in plain Python. Such applications can be used locally as any desktop application but also be deployed in the cloud or on premise to access big and/or sensitive data. Trame comes with lots of capabilities built-in by leveraging existing libraries or tools such as Vuetify, Altair, Vega, Deck, VTK, ParaView and more. Trame lets you create interactive data processing applications with rich visualizations without switching languages […]

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Games

Space shooter being built for PyWeek 32

Humanity’s expansion into space had lasted centuries by the time we encountered the vicious Threx. The Threx adopted a single, religious mission: destroy all alien life and technology. At the edge of the Axium system, you have a chance to make your stand. Build structures to assist you in fighting off the Threx. Controls Control is by joystick or gamepad. If you don’t have a gamepad to hand, remember that Xbox, Switch, and Playstation controllers can all be paired to […]

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GUI

UI to save and load gnome-shell extension templates

GUI to save and load gnome shell extensions and extension settings. This app makes it easier to share your gnome extensions setup with others. If an extension does not exist on the system, it will be downloaded from extensions.gnome.org website and installed automatically. Config files and the downloaded extensions are stored in ~/.config/gnome-extensions-loader directory. Installation To install the app run the following commands in your terminal. git clone https://github.com/emrecanaltinsoy/gnome-extensions-loader.git cd gnome-extensions-loader sudo make install To uninstall the app run the […]

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Deep Learning

The project for the most brutal and effective language learning technique

– “The project for the most brutal and effective language learning technique” (c) Alex Kay The langflow project was created especially for language learning by using the most direct way. A method demands to work passionately and regularly. The main idea of the method is constant recall by students writing sentences in language which he would like to improve! The natural way of learning by this technique reminds supervised learning which became one the most effective ways in ML. Just […]

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Tool

Additional useful operations for Python

Additional useful operations for Python Available Operations MulDiv64: calculate m1*m2/d with no overflow on multiplication (TEAL 3+) Min, Max: calculate minimum/maximum of 2 expressions, without using slots or evaluating arguments more than once (TEAL 4+) LazyAnd, LazyOr: lazily evaluate arguments in And/Or operation State manipulation GlobalState and LocalState allow for manipulating global and local state respectively. They both have the same interface. from pyteal import App, Bytes, Int, Seq, TealType from pytealext import LocalState user_counter = LocalState(“UC”, TealType.uint64) program

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Webhooks

An API endpoint for stock, forex and cryptocurrency exchanges that accept REST webhooks

Jackrabbit Relay is an API endpoint for stock, forex and cryptocurrency exchanges that accept REST webhooks. Disclaimer Please note RAPMD Crypto, LLC (“the Company”), does not provide financial advice. The Company, and any associated companies, owners, employees, agents or volunteers, do not hold themselves out as Commodity Trading Advisors (“CTAs”) or Authorized Financial Advisors (“AFAs”). The owners, publishers, employees and agents are not licensed under securities laws to address particular investment situations. No information presented constitutes a recommendation to buy, […]

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Email

Send email notification when receiving Facebook message

This repository has a small Python application which will allow you to receive an email notification when somebody sends you a Facebook message. Why? I don’t like Facebook as a company, and I don’t want to support them by using their products, including Messenger. However, when I came around to this point of view, I already had a number of existing contacts on Messenger. I migrated everyone I talked to regularly onto other platforms, but in case someone messaged me […]

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