Narrative over Numbers: The Identifiable Victim Effect and its Amplification Under Alignment and Reasoning in Large Language Models

Develop an audit framework that detects bias in LLM decision-making when narratives are present. This is crucial for tools doing grant writing or triage.

Suggested repo: narrative-audit

"Are your LLM agents playing favorites because of a sob story?"

Estimated effort: 35h