Upload README.md

README.md

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-license: llama2
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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
+
+
+
+
+![](images/model.png)
+
+
+
+
+## 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])). 
+
+