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@@ -18,12 +18,11 @@ The mychen76/mistral7b_ocr_to_json_v1 (LLM) is a finetuned for convert OCR text
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  Motivation:
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- current OCR engines are well tested on image detection and text recognition. LLM model are well train for text process and generation.
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- Hence, leveraging output from OCR engine could save LLM training time for image-to-text use case such as invoice or receipt image to json object convertion task.
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  Model Usage:
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- Take an invoice or receipt image picture, perform Image OCR to get text boxes then feed into LLM model to generate as well-pformed receipt json object.
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  ```
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  ### Instruction:
 
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  Motivation:
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+ Currently, OCR engines are well tested on image detection and text recognition. LLM models are well trained for text processing and generation. Hence, leveraging outputs from OCR engines could save LLM training times for image-to-text use cases such as invoice or receipt image to JSON object conversion tasks.
 
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  Model Usage:
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+ Take an invoice or receipt image, perform OCR on the image to get text boxes, and feed the outputs into LLM models to generate a well-formed receipt JSON object.
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  ```
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  ### Instruction: