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Law Chat by AdaptLLM

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Law Chat is an open-source language model by AdaptLLM. Features: 6.7b LLM, VRAM: 27GB, Context: 4K, License: llama2, Instruction-Based, HF Score: 52.9, LLM Explorer Score: 0.16, Arc: 53.4, HellaSwag: 76.2, MMLU: 50.2, TruthfulQA: 43.5, WinoGrande: 75.5, GSM8K: 18.5.

  Arxiv:2309.09530   Arxiv:2406.14491   Arxiv:2411.19930   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   Safetensors   Sharded   Tensorflow
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: 0.15748
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)
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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 
Model Size6.7b
Required VRAM27 GB
Updated2026-04-10
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   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 GGUF255712 GB
Law Chat GPTQ453 GB
Law Chat AWQ453 GB

Best Alternatives to Law Chat

Best Alternatives
Context / RAM
Downloads
Likes
Speechless Coder Ds 6.7B16K / 13.5 GB11107
Magicoder S DS 6.7B16K / 27.1 GB4743205
...s Coder6.7b Reflct Adamw Iter116K / 13.5 GB4750
...Coder6.7b Reflct Rmsprop Iter116K / 13.5 GB950
...Coder6.7b Reflct Rmsprop Iter116K / 13.5 GB1100
...r6.7b Pos Reflct Rmsprop Iter116K / 13.5 GB870
...ir4 Ds Coder6.7b Rmsprop Iter116K / 13.5 GB430
...r6.7b Pos Reflct Rmsprop Iter116K / 13.5 GB900
...Coder6.7b Reflct Rmsprop Iter116K / 13.5 GB620
Ds Coder6.7b Rmsprop Iter116K / 13.5 GB670
Note: green Score (e.g. "73.2") means that the model is better than AdaptLLM/law-chat.

Rank the Law Chat Capabilities

🆘 Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! 🌟

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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