ProSeAI
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ProSe-Ohio-14B

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 ---
 license: apache-2.0
-language: en
 tags:
-  - legal
-  - legal-ai
-  - ohio
-  - family-law
-  - family-court
-  - custody
-  - child-custody
-  - parental-rights
-  - divorce
-  - domestic-relations
-  - juvenile-court
-  - pro-se
-  - self-represented
-  - trial-preparation
-  - cross-examination
-  - evidence-rules
-  - discovery
-  - subpoena
-  - motion-drafting
-  - qwen2.5
-  - lora
-  - gguf
-  - sft
-pipeline_tag: text-generation
-datasets:
-  - ProSeAI/ProSe-Ohio-corpus
 base_model: Qwen/Qwen2.5-7B-Instruct
 ---
-# 🏛️ ProSe-Ohio — Free AI Legal Guide for Parents Who Can't Afford a Lawyer
-<p align="center">
-  <b>50-80% of parents in Ohio family court have no lawyer.</b><br/>
-  <b>Unlike criminal court, there is no right to one.</b><br/>
-  <b>This model exists because that's wrong.</b>
-</p>
 ---
-## What This Model Does
-ProSe-Ohio guides a self-represented parent through **every step** of an Ohio family court case — in plain English, assuming **zero legal knowledge**.
-It covers the complete **12-step pro se journey**:
-| Step | You're Thinking... | ProSe-Ohio Helps With |
-|------|--------------------|-----------------------|
-| 1 | "Something happened to my child" | Your constitutional + statutory parental rights |
-| 2 | "I just got served with papers" | Deadlines, forms, which court, how to respond |
-| 3 | "I can't afford a lawyer" | Fee waivers, free clinics, law libraries, App.R. 9(C) |
-| 4 | "I need to file a motion" | Format, drafting, service of process — step by step |
-| 5 | "What evidence do I need?" | Best interest factors, organizing proof |
-| 6 | "I need their phone records" | Subpoenas, interrogatories, depositions, motions to compel |
-| 7 | "There's a GAL on my case" | How to cooperate, how to challenge, Sup.R. 48 |
-| 8 | "My hearing is tomorrow" | What to wear, say, do — objections, cross-examination |
-| 9 | "The judge ruled against me" | Magistrate objections (14 days!), appellate options |
-| 10 | "They're violating the order" | Contempt motions, documentation, enforcement |
-| 11 | "Circumstances have changed" | Modification standards, relocation, child's wishes |
-| 12 | "It's finally over" | Co-parenting, record retention, mental health |
-### How It Talks to You
-❌ **Not this**: "Pursuant to ORC §3109.04(E)(1)(a), a movant must demonstrate..."
-✅ **Like this**: "To change your custody order, you need to show the court that something important has changed since the last order. This is called a 'change in circumstances' — here's exactly how to prove it..."
 ---
-## Training Data
-Trained on **13,419 curated Q&A pairs** from 100% public records:
-| Source | Volume |
-|--------|--------|
-| Ohio appellate court opinions | 515+ cases |
-| Ohio Revised Code (family law sections) | 32 sections |
-| Ohio Rules of Evidence | All 89 rules |
-| Ohio Supreme Court bench cards | Multiple |
-| Trial skills (cross-exam, objections, evidence) | 10 specialized pairs |
-| Procedural guides (filing, discovery, motions) | Generating |
-See the full dataset: [ProSe-Ohio-corpus](https://huggingface.co/datasets/ProSeAI/ProSe-Ohio-corpus)
 ---
-## Status: Training In Progress 🚀
-Currently training on Kaggle with Unsloth + LoRA fine-tuning.
-### Downloads (Coming Soon)
-| Format | Size | Min RAM | Best For |
-|--------|------|---------|----------|
-| GGUF Q5_K_M | ~5 GB | 10 GB | Best quality |
-| GGUF Q4_K_M | ~4 GB | 8 GB | Laptops |
 ```bash
-# Coming soon — one command:
 ollama run ProSeAI/ProSe-Ohio
-```
----
-## Legal Safe Zone
-ProSe-Ohio provides **legal information**, not **legal advice**.
-This matches the exact scope of Ohio court self-help centers:
-- ✅ Help understand court procedures
-- ✅ Help find case information and forms
-- ✅ Explain what the law says
-- ❌ Does NOT tell you what to do in your specific case
-- ❌ Does NOT represent you or file documents for you
-**Built-in safety**: An intake assessment steers users toward real lawyers when their case is too complex for self-help.
 ---
-## Built By a Pro Se Litigant
-This model was built by a father who represented himself in Hamilton County, Ohio family court. He couldn't afford the $5,000 retainer. He learned the hard way — reading statutes at 2 AM, making mistakes that almost cost him his case because nobody explained the basics.
-He built the tool he wished existed. And made it free for everyone.
 ---
-## Part of the ProSe AI Ecosystem
-| Component | Purpose |
-|-----------|---------|
-| **ProSe-Ohio** (this model) | Legal guidance through all 12 steps |
-| [ProSe-Ohio-corpus](https://huggingface.co/datasets/ProSeAI/ProSe-Ohio-corpus) | 13,419 Ohio family law training pairs |
-## ⚠️ Disclaimer
-This is an AI tool that provides legal information based on Ohio law. It is not a lawyer. Always verify information with your local court clerk or a licensed attorney. For emergencies involving child safety, call 911.
-## License
-Apache 2.0 — free to use, modify, and distribute.

 ---
+language:
+- en
 license: apache-2.0
 tags:
+- legal
+- ohio
+- family-law
+- pro-se
+- custody
+- qwen2
+- lora
 base_model: Qwen/Qwen2.5-7B-Instruct
 ---
+# ProSe-Ohio-14B
+**Free AI legal guide for parents representing themselves in Ohio family court.**
+> *Built by a father who's been through it — twice.*
 ---
+## The Story Behind This Model
+In 1997, when DNA testing was still so new it was being featured on the Oprah Winfrey show, a father in Dayton, Ohio took his daughter for a paternity test. The results came back 0% — he wasn't her biological father. But the court had no mechanism to stop a child support order once it was established, even with DNA proof. He was still required to pay.
+His case — and others like it — exposed a gaping hole in Ohio family law. Because of fathers like him, Ohio now has forms and procedures for victims of paternity fraud. He was among the first men in the state to be legally "defathered" under the Peter Lawson Jones Act, which established the 18-year statute of limitations for paternal determination.
+Nearly three decades later, in 2025, it happened again. A different child. The same Hamilton County family court. The same impossible choice: hire a lawyer at $5,000 — or represent yourself in a system designed for attorneys.
+He chose to fight. No lawyer. Just statutes, sleepless nights, and a father who refused to lose another child to a broken system.
+**This model is the result.** Every question he couldn't answer at 2 AM, every filing deadline he almost missed, every legal term nobody bothered to explain — it's all in here. So no parent ever has to go through that alone again.
+---
+## What This Model Does
+ProSe-Ohio is fine-tuned on **13,400+ Q&A pairs** covering all 12 steps of an Ohio family court case:
+| Step | Topic | Coverage |
+|------|-------|----------|
+| 1 | Parental rights & triggers | Constitutional rights, ORC §3109 |
+| 2 | Getting served / responding | Deadlines, forms, jurisdiction |
+| 3 | Can't afford a lawyer | Fee waivers, legal aid, law libraries |
+| 4 | Filing motions | Format, drafting, service of process |
+| 5 | Building evidence | Best interest factors (9 current, 26 under SB174) |
+| 6 | Discovery | Subpoenas, interrogatories, depositions |
+| 7 | GAL involvement | Cooperation, challenges, Sup.R. 48 |
+| 8 | Courtroom preparation | Procedure, objections, cross-examination |
+| 9 | Adverse rulings | Magistrate objections (14-day deadline!), appeals |
+| 10 | Order enforcement | Contempt motions, documentation |
+| 11 | Modifications | Change of circumstances, relocation |
+| 12 | Post-case | Co-parenting, record keeping |
+### How It Responds
+- **Defines every legal term** in parentheses when first used
+- **Cites specific Ohio law** — ORC sections, Civil Rules, local rules
+- **Gives step-by-step instructions** with deadlines and forms
+- **Assumes zero legal knowledge** — plain English throughout
+- **Warns when you need a real lawyer** — honest about limitations
 ---
+## The Council of Agents (Coming Soon)
+ProSe AI isn't just one model — it's a **council** simulating every person you'll face in court:
+| Agent | Role |
+|-------|------|
+| **Legal Guide** | Your main advisor through all 12 steps |
+| **Magistrate Simulator** | Asks the hard questions the judge will ask |
+| **Opposing Counsel** | Cross-examines you to find weaknesses |
+| **GAL Simulator** | Evaluates your focus on the child |
+| **Custody Investigator** | Simulates the home study interview |
+| **Psychologist** | Assesses attachment and parenting capacity |
+| **Witness Coach** | Prepares your testimony for pressure |
+**You walk into court having already faced every scenario.** Most pro se litigants walk in blind.
 ---
+## Why Now: SB174
+Ohio is passing its biggest family law reform in 25 years. [Senate Bill 174](https://www.legislature.ohio.gov/legislation/136/sb174) eliminates "custodial parent" labels, expands best interest factors from 9 to 26, and maximizes parenting time. ProSe AI is built to help parents understand both current law AND what's coming.
+---
+## Usage
 ```bash
+# With Ollama (coming soon)
 ollama run ProSeAI/ProSe-Ohio
+# With transformers
+from transformers import AutoModelForCausalLM, AutoTokenizer
+from peft import PeftModel
+base = AutoModelForCausalLM.from_pretrained("Qwen/Qwen2.5-7B-Instruct")
+model = PeftModel.from_pretrained(base, "ProSeAI/ProSe-Ohio-14B")
+tokenizer = AutoTokenizer.from_pretrained("ProSeAI/ProSe-Ohio-14B")
+```
+**Requirements:** 8GB RAM minimum
+---
+## Training Details
+| Parameter | Value |
+|-----------|-------|
+| Base model | Qwen 2.5 7B Instruct |
+| Method | QLoRA (4-bit NF4) |
+| LoRA rank | 16 |
+| LoRA alpha | 32 |
+| Training pairs | 13,419 |
+| Epochs | 3 |
+| Trainable params | 40.4M / 4.4B (0.92%) |
+### Data Sources
+- Ohio Revised Code (ORC Chapter 3109, 3111, 3105)
+- Ohio Civil Rules of Procedure
+- Hamilton County local rules
+- Ohio Supreme Court decisions on custody
+- Real-world pro se litigation experience
+- SB174 legislative analysis
 ---
+## Limitations
+- **Legal information, not legal advice** — same as a court self-help center
+- **Ohio-specific** — not applicable to other states
+- **Not a substitute for an attorney** in complex cases
+- **Model will tell you** when your situation needs a real lawyer
 ---
+## License
+Apache 2.0 — Free forever. No restrictions on use.
+---
+*Built in Dayton, Ohio by a father who refused to let another parent face the system alone.*
+*A [ProSe AI](https://huggingface.co/ProSeAI) project.*