Editing Ai Legal (section)

== <span style="color: #FFFFFF;">Analyzing</span> ==
{| class="wikitable"
|+ Legal AI Reliability by Task
! Task !! AI Accuracy !! Human Supervision Needed !! Key Risk
|-
| Clause extraction (standard) || High (>90%) || Review on novel clauses || Unusual clause formats
|-
| Legal research (case retrieval) || High (semantic) || Always for final citation || Hallucinated citations
|-
| TAR document relevance || Equivalent to human || Statistical validation || Privilege misidentification
|-
| Contract risk scoring || Moderate || Expert review on high-risk || Context-dependent judgment
|-
| Outcome prediction || Moderate (60-75% AUC) || Decision support only || Jurisdictional variation
|-
| Legal drafting || Moderate-high (draft quality) || Always for final work || Jurisdiction-specific errors
|}

'''Failure modes''': Citation hallucination — LLMs confidently generate non-existent case citations; multiple documented incidents of attorneys filing AI-hallucinated citations in court. Jurisdiction blindness — legal rules differ dramatically by jurisdiction; a clause valid in one country may be unenforceable in another. Privilege misidentification — incorrectly producing attorney-client privileged documents in discovery is catastrophic. Over-reliance — attorneys accepting AI output without independent verification.
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