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bec2e2c f4ccb3e bec2e2c f4ccb3e bec2e2c f4ccb3e bec2e2c f4ccb3e bec2e2c 3116f23 bec2e2c 3116f23 bec2e2c 3116f23 f4ccb3e 3116f23 bec2e2c f4ccb3e bec2e2c | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 | """
ClauseGuard β Obligation Tracker v3.0
βββββββββββββββββββββββββββββββββββββ
FIXED in v3.0:
β’ Reduced false positives (filter out generic service descriptions)
β’ Better party extraction with role detection
β’ Obligation priority scoring
β’ Context-aware obligation type detection
"""
import re
from collections import defaultdict
from datetime import datetime, timedelta
# Obligation keywords by category β more specific patterns to reduce false positives
OBLIGATION_PATTERNS = {
"monetary": [
r"(?:shall|must|will|agrees? to)\s+pay\s+(?:a\s+)?(?:(?:monthly|annual|quarterly)\s+)?(?:fee|amount|sum|payment)?\s*(?:of\s+)?(?:\$[\d,]+(?:\.\d{2})?)",
r"(?:fee|payment|compensation|reimburs(?:e|ement))\s+(?:of|in the amount of)\s+\$[\d,]+",
r"(?:shall|must|will)\s+remit\s+\$[\d,]+",
r"(?:liquidated damages|penalty)\s+(?:of|in the amount of)\s+\$[\d,]+",
r"(?:shall|must)\s+(?:pay|reimburse)\s+(?:all|any)\s+(?:outstanding|overdue|unpaid)",
],
"compliance": [
r"(?:shall|must|will)\s+comply\s+with\s+(?:all\s+)?(?:applicable\s+)?(?:laws|regulations|standards|requirements)",
r"(?:shall|must|will)\s+(?:adhere|conform)\s+to\s+(?:the|all|applicable)",
r"(?:shall|must|will)\s+(?:obtain|maintain|procure)\s+(?:all\s+)?(?:necessary|required|applicable)\s+(?:approvals?|permits?|licenses?|certifications?)",
r"(?:shall|must|will)\s+maintain\s+(?:insurance|coverage|bond|policy)",
r"(?:shall|must|will)\s+ensure\s+(?:compliance|conformance|adherence)",
],
"reporting": [
r"(?:shall|must|will)\s+(?:report|disclose)\s+(?:to|any)\s+(?:the|supervisory|regulatory)",
r"(?:shall|must|will)\s+provide\s+(?:regular|monthly|quarterly|annual|periodic)\s+(?:reports?|updates?|statements?)",
r"(?:shall|must|will)\s+(?:notify|inform)\s+(?:the other party|promptly|immediately|within)",
r"(?:shall|must|will)\s+deliver\s+(?:a|an|the)\s+(?:report|statement|notice|certificate)",
r"(?:shall|must|will)\s+provide\s+(?:SOC|audit|compliance)\s+(?:\d+\s+)?(?:Type\s+)?(?:reports?|certificates?)",
],
"delivery": [
r"(?:shall|must|will)\s+deliver\s+(?:the|all|any)\s+(?:products?|goods?|materials?|deliverables?|services?)",
r"(?:shall|must|will)\s+(?:furnish|supply)\s+(?:the|all|any)",
r"(?:shall|must|will)\s+(?:submit|produce|complete)\s+(?:the|all|any)\s+(?:work|deliverables?|results?)",
r"(?:delivery|performance)\s+(?:date|schedule|deadline|timeline|milestone)",
],
"termination": [
r"(?:shall|must|will)\s+(?:return|surrender)\s+(?:all|any)\s+(?:materials?|property|documents?|data|information|equipment)",
r"(?:shall|must|will)\s+(?:destroy|delete|erase)\s+(?:all|any)\s+(?:copies|data|information|records?|materials?)",
r"(?:shall|must|will)\s+(?:cease|discontinue)\s+(?:all|any)\s+(?:use|access|activities)",
r"(?:upon|after|following)\s+termination.*(?:shall|must|will)\s+(?:pay|return|destroy|cease)",
r"(?:surviving|post-termination)\s+obligations?",
],
}
# More restrictive β patterns that DON'T indicate obligations (false positive filters)
_FALSE_POSITIVE_PATTERNS = [
r"^(?:the|this)\s+(?:agreement|contract|document)\s+(?:shall|will)\s+(?:be|become|remain)",
r"(?:shall|will)\s+(?:be\s+)?(?:governed|construed|interpreted)",
r"(?:shall|will)\s+(?:constitute|represent|mean|include)",
r"(?:shall|will)\s+(?:not\s+)?(?:be\s+)?(?:deemed|considered|construed)",
r"(?:shall|will)\s+(?:have|possess)\s+(?:the\s+)?(?:right|authority|power)",
r"(?:shall|will)\s+(?:survive|remain\s+in\s+(?:effect|force))",
]
# Timeframe extraction
TIME_PATTERNS = [
(r"within\s+(\d+)\s+(day|week|month|year)s?", "relative"),
(r"no\s+later\s+than\s+(\d+)\s+(day|week|month|year)s?", "relative"),
(r"within\s+(\d+)\s+business\s+days?", "business_days"),
(r"by\s+([A-Z][a-z]+\s+\d{1,2},?\s+\d{4})", "absolute"),
(r"on\s+or\s+before\s+([A-Z][a-z]+\s+\d{1,2},?\s+\d{4})", "absolute"),
(r"(\d{1,2}/\d{1,2}/\d{2,4})", "absolute_date"),
(r"(?:promptly|immediately)(?:\s+(?:upon|after|following))?", "immediate"),
]
PARTY_PATTERNS = [
r"\b(?:Party A|Party B|Disclosing Party|Receiving Party|Licensor|Licensee|Buyer|Seller|Tenant|Landlord|Employer|Employee|Company|Customer|Vendor|Client|Provider|Contractor)\b",
r"\b[A-Z][A-Za-z0-9\s&]+?(?:Inc\.?|LLC|Ltd\.?|Limited|Corp\.?|Corporation|PLC|GmbH)\b",
]
# Priority scoring for obligation types
_PRIORITY_MAP = {
"monetary": 3,
"termination": 3,
"compliance": 2,
"reporting": 2,
"delivery": 1,
}
# FIX v4.2: Pre-compile obligation patterns at module level (was recompiling per sentence)
_OBLIGATION_PATTERNS_COMPILED = {
otype: [re.compile(p, re.IGNORECASE) for p in patterns]
for otype, patterns in OBLIGATION_PATTERNS.items()
}
# FIX v4.2: Pre-compile false positive patterns
_FALSE_POSITIVE_PATTERNS_COMPILED = [re.compile(p, re.IGNORECASE) for p in _FALSE_POSITIVE_PATTERNS]
# FIX v4.2: Pre-compile time patterns
_TIME_PATTERNS_COMPILED = [(re.compile(p, re.IGNORECASE), ptype) for p, ptype in TIME_PATTERNS]
# FIX v4.2: Pre-compile party patterns
_PARTY_PATTERNS_COMPILED = [re.compile(p) for p in PARTY_PATTERNS]
def _is_false_positive(sentence):
"""Check if a sentence is a common false positive (definition/interpretation, not obligation)."""
for fp in _FALSE_POSITIVE_PATTERNS_COMPILED:
if fp.search(sentence):
return True
return False
def extract_obligations(text):
"""Extract obligations from contract text with false positive filtering."""
obligations = []
# Split into sentences
sentences = re.split(r'(?<=[.!?])\s+(?=[A-Z])', text)
for sentence in sentences:
sentence = sentence.strip()
if len(sentence) < 30 or len(sentence) > 1000:
continue
# Skip false positives
if _is_false_positive(sentence):
continue
found_types = set()
for otype, patterns in _OBLIGATION_PATTERNS_COMPILED.items():
for pat in patterns:
if pat.search(sentence):
found_types.add(otype)
break
if not found_types:
continue
# Extract party (Fix 8: scope to sentence only, reject >40 char strings)
party = "Unknown"
# First try structured direction detection
obligation_direction = _detect_obligation_direction(sentence)
if obligation_direction:
party = obligation_direction
else:
# Fallback to pattern matching within the sentence
for pp in _PARTY_PATTERNS_COMPILED:
m = pp.search(sentence)
if m:
candidate = m.group(0).strip()
# Fix 8: Reject party strings >40 chars (header bleed-through)
if len(candidate) <= 40:
party = candidate
break
# Extract timeframe
deadline = "Not specified"
deadline_urgency = 0
for pat, ptype in _TIME_PATTERNS_COMPILED:
m = pat.search(sentence)
if m:
if ptype == "relative":
num = m.group(1)
unit = m.group(2)
deadline = f"Within {num} {unit}(s)"
deadline_urgency = int(num)
elif ptype == "business_days":
num = m.group(1)
deadline = f"Within {num} business day(s)"
deadline_urgency = int(num)
elif ptype in ("absolute", "absolute_date"):
deadline = m.group(1)
deadline_urgency = 1
elif ptype == "immediate":
deadline = "Immediately"
deadline_urgency = 0
break
for otype in found_types:
priority = _PRIORITY_MAP.get(otype, 1)
if deadline_urgency > 0 and deadline_urgency <= 7:
priority += 1 # Urgent deadlines get higher priority
obligations.append({
"type": otype,
"party": party,
"description": sentence[:250] + ("..." if len(sentence) > 250 else ""),
"deadline": deadline,
"full_text": sentence,
"priority": priority,
})
# Sort by priority (highest first)
obligations.sort(key=lambda x: x.get("priority", 0), reverse=True)
return obligations
def _detect_obligation_direction(sentence):
"""Try to detect who bears the obligation from sentence structure."""
patterns = [
(r"^(?:The\s+)?(Provider|Company|Licensor|Landlord|Employer|Seller|Vendor)\s+(?:shall|must|will)", None),
(r"^(?:The\s+)?(Customer|Client|Licensee|Tenant|Employee|Buyer)\s+(?:shall|must|will)", None),
(r"^(?:Each|Both)\s+part(?:y|ies)\s+(?:shall|must|will)", "Both parties"),
(r"^(?:Neither|No)\s+party\s+(?:shall|may)", "Neither party"),
]
for pat, override in patterns:
m = re.search(pat, sentence, re.IGNORECASE)
if m:
return override or m.group(1)
return None
def render_obligations_html(obligations):
"""Render obligations as HTML cards for Gradio."""
if not obligations:
return '<div style="padding:16px;color:#6b7280;text-align:center;">No obligations detected.</div>'
# Group by type
grouped = defaultdict(list)
for ob in obligations:
grouped[ob["type"]].append(ob)
type_icons = {
"monetary": "π°",
"compliance": "βοΈ",
"reporting": "π",
"delivery": "π¦",
"termination": "π",
}
type_colors = {
"monetary": "#22c55e",
"compliance": "#f59e0b",
"reporting": "#3b82f6",
"delivery": "#8b5cf6",
"termination": "#ef4444",
}
html = '<div style="font-family:system-ui,sans-serif;">'
# Summary counts
html += '<div style="display:grid;grid-template-columns:repeat(auto-fit,minmax(120px,1fr));gap:8px;margin-bottom:16px;">'
for otype, obs in sorted(grouped.items()):
color = type_colors.get(otype, "#6b7280")
icon = type_icons.get(otype, "π")
html += f'''
<div style="text-align:center;padding:10px;border-radius:8px;background:{color}15;border:1px solid {color}30;">
<div style="font-size:20px;">{icon}</div>
<div style="font-size:20px;font-weight:700;color:{color};">{len(obs)}</div>
<div style="font-size:11px;color:{color};text-transform:capitalize;">{otype}</div>
</div>
'''
html += '</div>'
# Individual cards
for otype, obs in sorted(grouped.items()):
color = type_colors.get(otype, "#6b7280")
icon = type_icons.get(otype, "π")
html += f'<h3 style="font-size:14px;color:#374151;margin:16px 0 8px 0;border-bottom:2px solid {color}30;padding-bottom:4px;">{icon} {otype.title()} Obligations</h3>'
for ob in obs:
priority = ob.get("priority", 1)
priority_badge = ""
if priority >= 3:
priority_badge = '<span style="font-size:9px;background:#fef2f2;color:#dc2626;padding:1px 4px;border-radius:3px;margin-left:4px;">HIGH PRIORITY</span>'
elif priority >= 2:
priority_badge = '<span style="font-size:9px;background:#fefce8;color:#ca8a04;padding:1px 4px;border-radius:3px;margin-left:4px;">MEDIUM</span>'
html += f'''
<div style="border:1px solid #e5e7eb;border-left:4px solid {color};border-radius:6px;padding:10px;margin-bottom:8px;background:#fafafa;">
<div style="display:flex;justify-content:space-between;align-items:center;margin-bottom:4px;">
<span style="font-size:12px;font-weight:600;color:{color};">{ob["party"]}{priority_badge}</span>
<span style="font-size:11px;color:#6b7280;background:#f3f4f6;padding:2px 8px;border-radius:4px;">{ob["deadline"]}</span>
</div>
<p style="font-size:12px;color:#4b5563;margin:0;line-height:1.5;">{ob["description"]}</p>
</div>
'''
html += '</div>'
return html
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