The evaluator covering all of the metrics required by tasks within the DUE Benchmark.

Last update: Jan 21, 2022

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Overview

DUE Evaluator

The repository contains the evaluator covering all of the metrics required by tasks within the DUE Benchmark, i.e., set-based F1 (for KIE), ANLS (used in document VQA), accuracy (including variant used in WTQ), as well as group-based ANLS we proposed for KIE problems with structured output.

Usage

The deval command will be available after the package installation. Every time, it is required to provide input and output files (both in the DU-Schema format) using -o and -r parameters.

Other settings are task-specific and limited to metric (-m) and optional case-insensitiveness (-i). Recommended values of these are:

Dataset	Metric	Case insensitive
DocVQA, InfographicsVQA	ANLS	Yes
Kleister Charity, DeepForm	F1	Yes
PapersWithCode	GROUP-ANLS	Yes
WikiTableQuestions	WTQ	No (handled by metric itself)
TabFact	F1 (obtained value will be equal to Accuracy)	No

Owner

DUE Benchmark

The benchmark consisting of both available and reformulated datasets to measure the end-to-end capabilities of systems in real-world scenarios.

GitHub Repository

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The evaluator covering all of the metrics required by tasks within the DUE Benchmark.

Related tags

Overview

DUE Evaluator

Usage

Owner

DUE Benchmark

Testing - Instrumenting Sanic framework with Opentelemetry

frwk_51pwn is an open-sourced remote vulnerability testing and proof-of-concept development framework

Scalable user load testing tool written in Python

Turn any OpenAPI2/3 and Postman Collection file into an API server with mocking, transformations and validations.

Hamcrest matchers for Python

Python Webscraping using Selenium

Voip Open Linear Testing Suite

FFPuppet is a Python module that automates browser process related tasks to aid in fuzzing

Selects tests affected by changed files. Continous test runner when used with pytest-watch.

Data-Driven Tests for Python Unittest

A folder automation made using Watch-dog, it only works in linux for now but I assume, it will be adaptable to mac and PC as well

Selenium Page Object Model with Python

Automated Security Testing For REST API's

This file will contain a series of Python functions that use the Selenium library to search for elements in a web page while logging everything into a file

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The evaluator covering all of the metrics required by tasks within the DUE Benchmark.

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Load and performance benchmark tool