arXiv cs.CL
57 of 72 configurations cleared a demo bar; only 32 cleared the production bar — a 56.1% survival rate.
Source citation plus confidence output cuts review burden from 100% to 49% while holding error tolerance.
Self-verification pass reaches 44% review burden but costs 2.3x latency and fails to hold error tolerance.
arXiv cs.CL
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arXiv real estate valuation
Coverage errors from missing data and reporting differences range from 12–15% of transactions in Cook County, IL.
For 1–2% of matched sales (2018–2021), broker-provided prices diverge from ground truth by more than 5%.
Findings generalise to two other large US counties beyond Cook County.
arXiv — real estate / valuation
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DataVolt
DataVolt and Neom signed the 1.5-gigawatt Oxagon campus agreement in February 2025.
First phase funded as part of an initial $5bn DataVolt investment; operational target is 2028.
DataVolt CEO Rajit Nanda says the firm expects non-recourse project finance for Saudi facilities within six months.
AGBI
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