By: Thomas McCoy, Robert Frank, Zhenghao Herbert
Abstract: Causal interventions in language model representations have largely targeted discrete features, like grammatical number.


Robert Frank is a Wealth Editor at CNBC. He focuses on finance and personal finance, exploring topics such as wealth management, alternative investments, and investment strategies, while also delving into the intersections of art and finance, including fine art and digital art. Robert's insights and expertise have been featured in numerous outlets, including NBC News, The West Australian, and RealClearMarkets.
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Robert Frank's articles cover a range of finance and business topics with an emphasis on wealth, luxury, real estate, and New York City. His work often includes cited data and investment analysis.
Given his focus on wealth transfer, luxury living, and financial trends among the affluent demographic in New York City, Robert would likely be interested in expert insights related to these areas. Topics such as high-end real estate market trends or investment patterns among wealthy individuals could align well with his coverage area.
Pitches providing unique data-driven analyses or access to exclusive industry reports may also capture Robert’s interest given the prominence of cited data in his work.
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