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

DUE Benchmark

Last update: Jan 21, 2022

Related tags

Testing evaluator

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

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DUE Benchmark

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

Related tags

Overview

DUE Evaluator

Usage

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