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 |
