Researchagentsprompt engineeringcausal inferencefinancial services
4D-ARE Framework Defines Agent Attribution Requirements
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6.0
A research paper submitted Jan 8, 2026 proposes 4D-ARE, a four-dimensional methodology for specifying attribution-driven requirements for LLM agents. The framework organizes attribution into Results, Process, Support, and Long-term dimensions, operationalizes via five layers that compile to system prompts, and reports a preliminary industrial pilot in financial services; rigorous empirical evaluation is planned.
Scoring Rationale
Novel methodological framing and pilot validation, but preliminary single-paper proposal lacks rigorous empirical evaluation and broader replication.
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