Phi 2 Insurance Qa Sft Lora by soulhq-ai

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  Arxiv:2106.09685   Autotrain compatible   Custom code Dataset:soulhq-ai/insuranceqa-...   En   Endpoints compatible   Insurance   Lora   Phi   Phi-2   Qa   Region:us   Safetensors   Sft   Sharded   Tensorflow

Phi 2 Insurance Qa Sft Lora Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Phi 2 Insurance Qa Sft Lora (soulhq-ai/phi-2-insurance_qa-sft-lora)
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Phi 2 Insurance Qa Sft Lora Parameters and Internals

Model Type 
text generation, question answering
Use Cases 
Areas:
insurance
Primary Use Cases:
answering questions around insurance
Limitations:
Generate Inaccurate Facts, Unreliable Responses to Instructions, Language Limitations, Potential Societal Biases, Toxicity, Verbosity
Additional Notes 
Phi-2 compatibility has been integrated in the development version (4.37.0.dev) of transformers.
Supported Languages 
en (standard English)
Training Details 
Data Sources:
soulhq-ai/insuranceQA-v2
Data Volume:
27.96K QA pairs
Methodology:
LoRA modifications for efficient Insurance domain-specific fine-tuning
Context Length:
2048
Hardware Used:
NVIDIA A40
Model Architecture:
Phi-2 with LoRA modifications
Input Output 
Input Format:
### Instruction: <instruction> ### Response:
Accepted Modalities:
text
Output Format:
text response
LLM NamePhi 2 Insurance Qa Sft Lora
Repository ๐Ÿค—https://huggingface.co/soulhq-ai/phi-2-insurance_qa-sft-lora 
Model Size2.8b
Required VRAM5.6 GB
Updated2024-10-21
Maintainersoulhq-ai
Model Typephi
Model Files  5.0 GB: 1-of-2   0.6 GB: 2-of-2
Supported Languagesen
Model ArchitecturePhiForCausalLM
Licensemit
Context Length2048
Model Max Length2048
Transformers Version4.38.2
Tokenizer ClassCodeGenTokenizer
Vocabulary Size51200
LoRA ModelYes
Torch Data Typebfloat16

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Instruction Following and Task Automation  
Factuality and Completeness of Knowledge  
Censorship and Alignment  
Data Analysis and Insight Generation  
Text Generation  
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Code Generation  
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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241124