""" ClauseGuard — AI Fine Print Scanner Uses Legal-BERT fine-tuned on CLAUDETTE/LexGLUE unfair_tos (8 categories). """ import gradio as gr import re import numpy as np # ─── Load ML model ─── MODEL_ID = "gaurv007/clauseguard-legal-bert" ml_pipeline = None try: from transformers import pipeline ml_pipeline = pipeline("text-classification", model=MODEL_ID, top_k=None, device=-1) print(f"Loaded model: {MODEL_ID}") except Exception as e: print(f"Model load failed ({e}), using regex fallback") # ─── Label metadata ─── LABELS = { "Limitation of liability": ("HIGH", "Company avoids responsibility for damages or losses."), "Unilateral termination": ("HIGH", "They can close your account without reason."), "Unilateral change": ("MEDIUM", "Terms can change without your consent."), "Content removal": ("MEDIUM", "Your content can be deleted without notice."), "Contract by using": ("LOW", "You agree just by visiting or using the site."), "Choice of law": ("MEDIUM", "Foreign law applies instead of your local protections."), "Jurisdiction": ("MEDIUM", "Disputes handled in their preferred court, not yours."), "Arbitration": ("HIGH", "You waive your right to sue in court."), } # ─── Regex fallback ─── PATTERNS = { "Limitation of liability": [r"not liable", r"shall not be (liable|responsible)", r"in no event.*liable", r"limitation of liability", r"without warranty", r"disclaim"], "Unilateral termination": [r"terminat.*at any time", r"suspend.*account.*without", r"we may (terminat|suspend|discontinu)", r"right to (terminat|suspend)"], "Unilateral change": [r"sole discretion", r"reserves? the right to (modify|change|update|amend)", r"at any time.*without (prior )?notice", r"we may (modify|change|update)"], "Content removal": [r"remove.*content.*without", r"right to remove", r"we may.*remove"], "Contract by using": [r"by (using|accessing).*you agree", r"continued use.*constitutes? acceptance"], "Choice of law": [r"governed by.*laws? of", r"shall be governed", r"laws of the state of"], "Jurisdiction": [r"exclusive jurisdiction", r"courts? of.*(california|delaware|new york|ireland|england)", r"submit to.*jurisdiction"], "Arbitration": [r"arbitrat", r"binding arbitration", r"waive.*right.*court", r"class action waiver"], } def classify_ml(text): """Classify using the trained Legal-BERT model.""" if not ml_pipeline: return classify_regex(text) try: preds = ml_pipeline(text, truncation=True, max_length=512) results = [] for p in preds[0] if isinstance(preds[0], list) else preds: if p["score"] > 0.5 and p["label"] in LABELS: sev, desc = LABELS[p["label"]] results.append({"name": p["label"], "severity": sev, "desc": desc, "confidence": round(p["score"], 2)}) return results except Exception: return classify_regex(text) def classify_regex(text): """Fallback regex classifier.""" results = [] text_lower = text.lower() for name, pats in PATTERNS.items(): for p in pats: if re.search(p, text_lower): sev, desc = LABELS[name] results.append({"name": name, "severity": sev, "desc": desc, "confidence": 0.7}) break return results def split_clauses(text): text = re.sub(r'\n{2,}', '\n', text.strip()) parts = re.split(r'(?<=[.!?])\s+(?=[A-Z0-9(])|(?:\n)(?=\d+[.)]\s|\([a-z]\)\s)', text) return [c.strip() for c in parts if len(c.strip()) > 30] def analyze(text): if not text or len(text.strip()) < 50: return "", "" clauses = split_clauses(text) if not clauses: return "", "" flagged = [] sev_counts = {"HIGH": 0, "MEDIUM": 0, "LOW": 0} for clause in clauses: hits = classify_ml(clause) if hits: flagged.append({"text": clause, "hits": hits}) for h in hits: sev_counts[h["severity"]] += 1 total = len(clauses) risk = min(100, round((sev_counts["HIGH"] * 20 + sev_counts["MEDIUM"] * 10 + sev_counts["LOW"] * 5) / max(1, total) * 100)) if risk >= 60: grade = "F" elif risk >= 40: grade = "D" elif risk >= 20: grade = "C" elif risk >= 10: grade = "B" else: grade = "A" engine = "Legal-BERT" if ml_pipeline else "Pattern matching" # Build HTML summary = f"""
{risk} /100 risk
Grade {grade}

{total} clauses · {len(flagged)} flagged · {sev_counts['HIGH']} high · {sev_counts['MEDIUM']} medium · {sev_counts['LOW']} low · Engine: {engine}

""" if not flagged: summary += '

No unfair clauses found.

' else: for item in flagged: max_sev = max(item["hits"], key=lambda h: {"HIGH":3,"MEDIUM":2,"LOW":1}[h["severity"]])["severity"] border = {"HIGH":"#fca5a5","MEDIUM":"#fcd34d","LOW":"#93c5fd"}[max_sev] tags = "" for h in item["hits"]: ts = {"HIGH":"background:#fef2f2;color:#b91c1c;border:1px solid #fecaca;", "MEDIUM":"background:#fffbeb;color:#a16207;border:1px solid #fde68a;", "LOW":"background:#eff6ff;color:#1d4ed8;border:1px solid #bfdbfe;"}[h["severity"]] conf = f' ({h["confidence"]})' if h.get("confidence") and ml_pipeline else "" tags += f'{h["name"]}{conf}' descs = "".join(f'

{h["desc"]}

' for h in item["hits"]) preview = item["text"][:200] + ("..." if len(item["text"]) > 200 else "") summary += f'''

{preview}

{tags}
{descs}
''' summary += "
" return summary, "" SPOTIFY = """By using the Spotify Service, you agree to be bound by these Terms of Use. Spotify may, in its sole discretion, modify or update these Terms of Service at any time without prior notice. Your continued use of the Service after any such changes constitutes your acceptance of the new Terms of Service. In no event will Spotify be liable for any indirect, incidental, special, consequential, or punitive damages, or any loss of profits or revenues, whether incurred directly or indirectly. Spotify reserves the right to remove or disable access to any User Content for any reason, without prior notice. Spotify may terminate your account or suspend your access at any time, with or without cause, with or without notice, effective immediately. These Terms will be governed by and construed in accordance with the laws of the State of New York. Any dispute shall be finally settled by arbitration in New York County.""" RENTAL = """The Landlord reserves the right to enter the premises at any time without prior notice for inspection or any other purpose deemed necessary in their sole discretion. The Landlord shall not be liable for any damage to the Tenant's personal property, whether caused by water leaks, fire, theft, or any other cause, including the Landlord's own negligence. The Landlord may terminate this lease at any time with only 7 days written notice, for any reason or no reason at all. Any disputes arising from this lease agreement shall be resolved exclusively in the courts of the Landlord's choosing, and the Tenant waives the right to a jury trial. The Landlord reserves the right to modify the terms of this lease at any time. Continued occupancy constitutes acceptance of the new terms.""" demo = gr.Blocks(title="ClauseGuard") with demo: gr.HTML('

ClauseGuard

Paste a Terms of Service, contract, or lease. Get a risk breakdown.

') with gr.Row(): with gr.Column(scale=1): text_input = gr.Textbox(label="Document text", placeholder="Paste here...", lines=14, max_lines=40) with gr.Row(): scan_btn = gr.Button("Scan", variant="primary") clear_btn = gr.Button("Clear", variant="secondary") gr.Examples(examples=[[SPOTIFY], [RENTAL]], inputs=[text_input], label="Examples") with gr.Column(scale=1): results_html = gr.HTML(label="Results") hidden = gr.HTML(visible=False) scan_btn.click(fn=analyze, inputs=[text_input], outputs=[results_html, hidden]) clear_btn.click(fn=lambda: ("", "", ""), outputs=[text_input, results_html, hidden]) gr.HTML('

Not legal advice. Model: Legal-BERT fine-tuned on CLAUDETTE. Model · Dataset

') if __name__ == "__main__": demo.launch()