Law LLM by AdaptLLM

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  Arxiv:2309.09530   Arxiv:2406.14491   Arxiv:2411.19930   Autotrain compatible   Dataset:eleutherai/pile   Dataset:gair/lima   Dataset:open-orca/openorca Dataset:wizardlm/wizardlm evol...   En   Endpoints compatible   Instruct   Legal   Llama   Pytorch   Region:us   Safetensors   Sharded
Model Card on HF ๐Ÿค—: https://huggingface.co/AdaptLLM/law-LLM 

Law LLM Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Law LLM (AdaptLLM/law-LLM)

Law LLM Parameters and Internals

Model Type 
text generation
Use Cases 
Areas:
biomedicine, finance, law
Applications:
research in biomedicine, financial analytics, legal analysis
Primary Use Cases:
text generation for domain-specific tasks
Limitations:
Effectiveness may decrease with non-domain-specific questions
Additional Notes 
Reading comprehension method enhances domain knowledge while maintaining QA ability
Training Details 
Data Sources:
Open-Orca/OpenOrca, GAIR/lima, WizardLM/WizardLM_evol_instruct_V2_196k, EleutherAI/pile
Methodology:
Continual pre-training on domain-specific corpora via reading comprehension methods
Context Length:
2048
Input Output 
Input Format:
Text input in the form of questions
Accepted Modalities:
text
Output Format:
Generated text responses
Performance Tips:
Use specific reading comprehension formatted prompts for best results
Release Notes 
Version:
2nd version
Date:
2024/6/21
Notes:
Release of AdaptLLM at Instruction-Pretrain
LLM NameLaw LLM
Repository ๐Ÿค—https://huggingface.co/AdaptLLM/law-LLM 
Model Size6.7b
Required VRAM26.1 GB
Updated2024-12-23
MaintainerAdaptLLM
Model Typellama
Instruction-BasedYes
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Supported Languagesen
Model ArchitectureLLaMAForCausalLM
Model Max Length2048
Transformers Version4.27.0.dev0
Tokenizer ClassLlamaTokenizer
Padding Token<pad>
Vocabulary Size32001
Torch Data Typefloat16

Quantized Models of the Law LLM

Model
Likes
Downloads
VRAM
Law LLM GGUF165022 GB
Law LLM AWQ2353 GB
Law LLM GPTQ3293 GB

Best Alternatives to Law LLM

Best Alternatives
Context / RAM
Downloads
Likes
Finance LLM0K / 26.1 GB289110
Medicine LLM0K / 8.8 GB15937
Note: green Score (e.g. "73.2") means that the model is better than AdaptLLM/law-LLM.

Rank the Law LLM Capabilities

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Instruction Following and Task Automation  
Factuality and Completeness of Knowledge  
Censorship and Alignment  
Data Analysis and Insight Generation  
Text Generation  
Text Summarization and Feature Extraction  
Code Generation  
Multi-Language Support and Translation  

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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241217