Modelpublic

ProSeAI/ProSe-Ohio-Legal-Expert

sourceHugging Faceapache-2.0updated 2mo agoView on Hugging Face

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ProSe-Ohio-Legal-Expert

One father. Two heartbreaks. Free AI so no parent faces the system alone.

A LoRA adapter fine-tuned on Gemma 4 12B for Ohio family law, Hamilton County Juvenile Court procedures, and pro se litigation support.

Description

This model is a LoRA adapter trained on 67 Hamilton County Juvenile Court forms (HCJF) covering custody, shared parenting, paternity, support, appeals, power of attorney, and more. It provides accurate citations to the Ohio Revised Code and local court rules, helping pro se litigants understand court forms, filing procedures, and legal standards.

Trained by: Rodney D. Mullins, pro se litigant in F25-000196Z Purpose: Level the playing field for parents who can't afford $500/hr attorneys

Training

Detail	Value
Base model	`mlx-community/gemma-4-12B-it-4bit` (Gemma 4 12B, 4-bit quantized)
Technique	LoRA (rank 8, 16 layers) via MLX on Apple Silicon
Dataset	Roderick3rd/hcjf-legal-forms — 67 HCJF forms in ChatML format
Hardware	Apple M4 Pro (48GB unified memory)
Training time	~50 minutes (170 iterations)
Final loss	0.560 (train), 1.591 (validation)
Trainable params	10.93M / 11,907M total (0.092%)

Usage

With MLX (Apple Silicon)

python

from mlx_lm import load, generate

# Load base model + adapter
model, tokenizer = load(
    "mlx-community/gemma-4-12B-it-4bit",
    adapter_path="ProSeAI/ProSe-Ohio-Legal-Expert"
)

# Generate
messages = [
    {"role": "system", "content": "You are an Ohio family law expert specializing in Hamilton County Juvenile Court procedures. You provide accurate citations to the Ohio Revised Code and local court rules."},
    {"role": "user", "content": "What forms do I need to file for custody in Hamilton County Juvenile Court?"},
]
prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
response = generate(model, tokenizer, prompt, max_tokens=512, temperature=0.3)
print(response)

With Ollama

bash

# Coming soon — will be available as:
# ollama pull hf.co/ProSeAI/ProSe-Ohio-Legal-Expert

Capabilities

—Ohio family law — ORC 3109.04 (custody), ORC 3111 (paternity), local juvenile court rules
—Form assistance — which form for which situation, how to complete each field
—Pro se guidance — filing procedures, deadlines, court protocols
—Best interest factors — Ohio's 10-factor analysis for custody determinations
—GAL procedures — Guardian ad Litem reports, motions, questionnaires

Limitations

—This is a LoRA adapter, not a standalone model. It requires the Gemma 4 12B base model.
—Trained on 67 HCJF forms — strong on Hamilton County procedure, weaker on other Ohio counties
—Not a substitute for licensed legal counsel
—Always verify citations against current Ohio law

License

Apache 2.0 — free for any use, commercial or otherwise.