arXiv cs.AI
Pipeline tested across 160 reference-based tasks from 29 construction projects.
Four-state deterministic rules retain source spans and escalate unresolved cases to human review.
Exact finding-set recovery remains low; false passes remain common across all tested configurations.
arXiv cs.AI
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arXiv real estate valuation
Errors affect 1–2% of matched sales records in the two audited datasets.
Brokered property records underpin US studies of gentrification, inequality, and property tax.
Bias is structural and not visible to end users of AI models built on these datasets.
arXiv — real estate / valuation
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Inman
Partnership also delivers Ask Inman, an AI research tool built on four decades of editorial archive and live market data.
Social Studio generates hyperlocal agent content by pulling from Inman articles and attaching the agent's own branding.
Lofty CEO Joe Chen flagged that its AI sales agent drew strong reviews but generated unprofitable token costs in some cases.
Inman
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