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Mistral7b Ocr To Json V1 by mychen76

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  Autotrain compatible   Dataset:dataset1   Dataset:dataset2   Endpoints compatible   Mistral   Pytorch   Region:us   Safetensors   Sharded   Tag1   Tag2   Tensorflow
Model Card on HF 🤗: https://huggingface.co/mychen76/mistral7b_ocr_to_json_v1 

Mistral7b Ocr To Json V1 Benchmarks

LLME Score: 0.15469
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Mistral7b Ocr To Json V1 (mychen76/mistral7b_ocr_to_json_v1)

Mistral7b Ocr To Json V1 Parameters and Internals

Model Type 
OCR to JSON
Use Cases 
Areas:
Retail, Data Processing
Applications:
Invoice to JSON conversion, Receipt parsing
Primary Use Cases:
Convert OCR text to structured JSON objects for receipts
Additional Notes 
This model leverages outputs from OCR engines for efficient image-to-text use cases.
Supported Languages 
English (high proficiency), German (tested)
Training Details 
Data Sources:
mychen76/invoices-and-receipts_ocr_v1
Methodology:
Finetuned to convert OCR text to JSON objects.
Model Architecture:
Based on Mistral-7B-v0.1, finetuned for OCR to JSON conversion.
Input Output 
Input Format:
OCR image results
Accepted Modalities:
text
Output Format:
JSON object
LLM NameMistral7b Ocr To Json V1
Repository 🤗https://huggingface.co/mychen76/mistral7b_ocr_to_json_v1 
Model Size7b
Required VRAM14.4 GB
Updated2025-02-05
Maintainermychen76
Model Typemistral
Model Files  9.9 GB: 1-of-2   4.5 GB: 2-of-2   9.9 GB: 1-of-2   4.5 GB: 2-of-2
Model ArchitectureMistralForCausalLM
Licenseapache-2.0
Context Length32768
Model Max Length32768
Transformers Version4.35.0.dev0
Tokenizer ClassLlamaTokenizer
Vocabulary Size32000
Torch Data Typebfloat16

Quantized Models of the Mistral7b Ocr To Json V1

Model
Likes
Downloads
VRAM
...cr To Json V1 HQQ 4bit Smashed054 GB
...cr To Json V1 Bnb 4bit Smashed0124 GB

Best Alternatives to Mistral7b Ocr To Json V1

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...Nemo Instruct 2407 Abliterated1000K / 24.5 GB522710
MegaBeam Mistral 7B 512K512K / 14.4 GB655449
SpydazWeb AI HumanAI RP512K / 14.4 GB51
SpydazWeb AI HumanAI 002512K / 14.4 GB181
...daz Web AI ChatML 512K Project512K / 14.5 GB120
MegaBeam Mistral 7B 300K282K / 14.4 GB647215
Hebrew Mistral 7B 200K256K / 30 GB489915
Astral 256K 7B V2250K / 14.4 GB60
Astral 256K 7B250K / 14.4 GB50
Test001128K / 14.5 GB90
Note: green Score (e.g. "73.2") means that the model is better than mychen76/mistral7b_ocr_to_json_v1.

Rank the Mistral7b Ocr To Json V1 Capabilities

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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241227
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