How Much Were You Told? Measuring External Information in Peer Reviews

arXiv:2609.28041 · cs.CL · Submitted 2026-09-23 · Read on arXiv

cs.CL

Submitted: 2026-09-23

Updated: 2026-09-23

Code: https://github.com/BaggerOfWords/Measuring-External-Information

Terminology

• AUC — 43× in this paper · explained in 2 episodes
• Benchmark — 10× in this paper · explained in 2 episodes
• Provenance — 5× in this paper · explained in 3 episodes
• Core — 4× in this paper · explained in 2 episodes
• Information Gain — 4× in this paper · explained in 2 episodes
• Robustness — 4× in this paper · explained in 5 episodes
• Benchmarking — 3× in this paper · explained in 3 episodes
• Ablation — 2× in this paper · explained in 1 episode
• Adversarial Prompting — 2× in this paper · explained in 1 episode
• Artificial Text Detection — 2× in this paper
• Generative AI — 2× in this paper · explained in 2 episodes
• Paper Review — 2× in this paper · explained in 2 episodes
• Regularization — 2× in this paper · explained in 3 episodes
• Sample Complexity — 2× in this paper · explained in 15 episodes
• Sparsity — 2× in this paper · explained in 4 episodes
• Adam — 1× in this paper · explained in 2 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Decision-Support Tool — 1× in this paper · explained in 2 episodes
• Decoupling — 1× in this paper · explained in 2 episodes
• Embeddings — 1× in this paper · explained in 2 episodes
• Failure Modes — 1× in this paper · explained in 3 episodes
• False Positive Rate — 1× in this paper
• Generalization — 1× in this paper · explained in 13 episodes
• KV cache — 1× in this paper · explained in 3 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
• Latent Space — 1× in this paper · explained in 7 episodes
• Perplexity — 1× in this paper · explained in 3 episodes
• Prompt Engineering — 1× in this paper · explained in 4 episodes
• Theoretical Guarantees — 1× in this paper · explained in 2 episodes
• Transformer — 1× in this paper · explained in 2 episodes
• True Positive Rate — 1× in this paper

Sources

• MARG: Multi-Agent Review Generation for Scientific Papers
• Origin Tracing and Detecting of LLMs
• AI and the Future of Academic Peer Review
• ReviewerToo: Should AI Join The Program Committee? A Look At The Future of Peer Review
• Avoiding a Tragedy of the Commons in the Peer Review Process

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