Introduces a parameter-driven framework for data attribution in LLMs that enables negotiation among creators, users, and intermediaries to meet stakeholder goals within the data economy.
Hashim, Karthik N
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Proposes a framework of Data Asset Management Capability, Data Quality Standard Conformity, and Data Asset Benefit Realization Capability, showing chain effects, necessary conditions, and configurational paths via PLS-SEM, NCA, and fsQCA.
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A Human-Centric Framework for Data Attribution in Large Language Models
Introduces a parameter-driven framework for data attribution in LLMs that enables negotiation among creators, users, and intermediaries to meet stakeholder goals within the data economy.
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Enterprise Data Asset Quality: A Management-Standard Conformity-Benefit Realization Framework and Formation Mechanisms
Proposes a framework of Data Asset Management Capability, Data Quality Standard Conformity, and Data Asset Benefit Realization Capability, showing chain effects, necessary conditions, and configurational paths via PLS-SEM, NCA, and fsQCA.