The Analyst in the Prompt: Role, Retrieval, and Memory Biases in LLM Financial Analysis
This work compares persona-conditioned retrieval, neutral retrieval, and memory-framed context to separate the effect of evidence selection from the effect of interpretation and finds that most user-context spillover comes from how models interpret the same evidence under different roles, rather than from retrieving di...
Ahmed Asaad, Amr Mohamed, Yang Zhang et al.
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