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Old Age
Is Peer-Reviewing Worth the Effort?
December 18, 2024 ยท Declared Dead ยท ๐ International Conference on Computational Linguistics
"No code URL or promise found in abstract"
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Authors
Kenneth Church, Raman Chandrasekar, John E. Ortega, Ibrahim Said Ahmad
arXiv ID
2412.14351
Category
cs.CL: Computation & Language
Cross-listed
cs.AI
Citations
2
Venue
International Conference on Computational Linguistics
Last Checked
4 months ago
Abstract
How effective is peer-reviewing in identifying important papers? We treat this question as a forecasting task. Can we predict which papers will be highly cited in the future based on venue and "early returns" (citations soon after publication)? We show early returns are more predictive than venue. Finally, we end with constructive suggestions to address scaling challenges: (a) too many submissions and (b) too few qualified reviewers.
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