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# <a href="https://arxiv.org/abs/2309.09800">AMuRD</a>: Annotated Multilingual Receipts Dataset for Cross-lingual Key Information Extraction and Classification
by
Abdelrahman Abdallah,
Mahmoud Abdalla,
Mohamed Elkasaby,
Yasser Elbendary,
Adam Jatowt
## Abstract
> Key information extraction involves recognizing and extracting text from scanned receipts,
enabling retrieval of essential content, and organizing it into structured documents.
This paper presents a novel multilingual dataset for receipt extraction, addressing key challenges in information extraction and item classification.
The dataset comprises $47,720$ samples, including annotations for item names, attributes like (price, brand, etc.), and classification into $44$ product categories.
We introduce the InstructLLaMA approach, achieving an F1 score of $0.76$ and an accuracy of $0.68$ for key information extraction and item classification.
## Demo for our Instruct LLama
Explore our Instruct LLama system through our live demo:
[**Demo for our Instruct LLama**](http://18.188.209.98:5052/)
## Examples
| Example | Input | Class | Brand | Weight | Number of units | Size of units | Price | T.Price | Pack | Unit |
| ------- | ------------------------------------ | ---------------------- | -------------| --------- | ---------------- | --------------- | ------- | ------- | ------ | ----- |
| Example 1| `40.99 20.99 2 chunks sunshine` | Tins, Jars & Packets | sunshine | No Weight | 2 | No Size of units| 20.99 | 40.99 | علبة | No Unit |
| Example 2| `برسيل اتوماتيك جل روز 2.6` | Cleaning Supplies | برسيل | 2.6ل | 1 | No Size of units| No Price| No T.Price | عبوة | ل |
| Example 3| `regina Pasta penne 400g` | Rice, Pasta & Pulses | regina | 400g | 1 | No Size of units| No Price| No T.Price | كيس | g |
| Example 4| `10.00 400g Penne Pasta ElMaleka` | Rice, Pasta & Pulses | ElMaleka | 400g | 1 | No Size of units| 10 | 10 | كيس | g |
## Getting the code
To get started with the code and utilize the AMuRD dataset for your research or projects, you can clone this repository:
```bash
git clone https://github.com/yourusername/AMuRD.git
```
## Dependencies
## Reproducing the results
## Citation
Please consider to cite our paper:
```
@misc{abdallah2023amurd,
title={AMuRD: Annotated Multilingual Receipts Dataset for Cross-lingual Key Information Extraction and Classification},
author={Abdelrahman Abdallah and Mahmoud Abdalla and Mohamed Elkasaby and Yasser Elbendary and Adam Jatowt},
year={2023},
eprint={2309.09800},
archivePrefix={arXiv},
primaryClass={cs.CL}
}
```
## License
Note: The AMuRD Dataset can only be used for non-commercial research purposes.
For researchers who want to use the AMuRD database, please first fill
in this [Application Form](Application_Form/Application_Form_for_AMuRD.doc)
and send it via email to us ([[email protected]](mailto:[email protected]), [[email protected]](mailto:[email protected]), [[email protected]](mailto:[email protected])).
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