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INSIGHT · GLOBAL

LLM text analysis shows research publication merit vs. author connections matter equally

Using a domain-trained LLM to score paper quality from text before publication, economists found that merit and author networks explain publication fate equally. Connections do not fully trump ideas.

WHY IT MATTERS

Validates using AI for blind peer review and hiring; BFSI firms can use similar LLM-based evaluation to reduce name-bias in vendor selection and internal promotions, improving fairness in compliance and risk hiring.

Source: arXiv · 2026-06-03

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LLM text analysis shows research publication merit vs. author connections matter equally — ath