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Law Chat by AdaptLLM

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  1214   
  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   Model-index   Pytorch   Region:us   Sharded
Model Card on HF 🤗: https://huggingface.co/AdaptLLM/law-chat 

Law Chat Benchmarks

ARC: 53.41 vs 96.7 (so35)-44.8%
HellaSwag: 76.16 vs 95.3 (gpt4)-20.1%
MMLU: 50.24 vs 88.3 (so35)-43.1%
TruthfulQA: 43.53 vs 59 (gpt4)-26.2%
WinoGrande: 75.45 vs 87.5 (gpt4)-13.8%
GSM8K: 18.5 vs 96.4 (so35)-80.8%
LLME Score: 0.2107
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Law Chat (AdaptLLM/law-chat)

Law Chat Parameters and Internals

Model Type 
text-generation
Use Cases 
Areas:
Legal domain
Additional Notes 
Continual pre-training on domain-specific corpora helps enrich domain knowledge but can degrade question answering prompting ability.
Training Details 
Data Sources:
EleutherAI/pile, Open-Orca/OpenOrca, GAIR/lima, WizardLM/WizardLM_evol_instruct_V2_196k
Methodology:
Continued pre-training on domain-specific corpora using reading comprehension transformation method
Release Notes 
Date:
2023/12/8
Notes:
Released chat models developed from LLaMA-2-Chat-7B
LLM NameLaw Chat
Repository 🤗https://huggingface.co/AdaptLLM/law-chat 
Required VRAM27 GB
Updated2024-12-22
MaintainerAdaptLLM
Model Typellama
Instruction-BasedYes
Model Files  9.9 GB: 1-of-3   9.9 GB: 2-of-3   7.2 GB: 3-of-3
Supported Languagesen
Model ArchitectureLlamaForCausalLM
Licensellama2
Context Length4096
Model Max Length4096
Transformers Version4.31.0.dev0
Tokenizer ClassLlamaTokenizer
Beginning of Sentence Token<s>
End of Sentence Token</s>
Padding Token<pad>
Unk Token<unk>
Vocabulary Size32001
Torch Data Typefloat16

Quantized Models of the Law Chat

Model
Likes
Downloads
VRAM
Law Chat GGUF203792 GB
Law Chat GPTQ4533 GB
Law Chat AWQ3173 GB

Best Alternatives to Law Chat

Best Alternatives
Context / RAM
Downloads
Likes
Reverse Instruct32K / 27 GB353
Etri Ones Solar4K / 42.9 GB750
Phi 3 Orpo V8.164K / 7.6 GB210
Small Instruct4K / 2.9 GB48721
Tinyllama Python4K / 2.2 GB241
Taiwan LLaMa V1.04K / 26 GB55776
Model 007 Preview4K / 138 GB5511
Taiwan LLaMa V0.04K / 26 GB191
Taiwan LLaMa V0.94K / 26 GB190
Kolong Llama V0.12K / 13.7 GB48510
Note: green Score (e.g. "73.2") means that the model is better than AdaptLLM/law-chat.

Rank the Law Chat 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
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