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We run collaborative, interactive preprint review calls as an alternative approach to traditional peer review.

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Start or join one of our preprint review groups, where members work together to provide timely, constructive feedback.

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For underserved researchers, there’s a better way

We support and empower diverse and historically excluded communities of researchers (particularly those at early stages of their career) to find a voice, train, and engage in peer review.

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Recent PREreviews

PREreview of Subtime: Reversible Information Exchange and the Emergence of Classical Time
shireesh apte reviewed Subtime: Reversible Information Exchange and the Emergence of Classical Time
- Atomic and Molecular Physics, and Optics
- Statistical and Nonlinear Physics
Review published

March 15, 2026

Preprint server

arXiv
PREreview of Financial Named Entity Recognition: How Far Can LLM Go?
Zirui Wei reviewed Financial Named Entity Recognition: How Far Can LLM Go?
- Artificial Intelligence
- Management Science and Operations Research
Review published

March 15, 2026

Preprint server

arXiv
PREreview of Reinforcement Learning-Augmented LLM Agents for Collaborative Decision Making and Performance Optimization
Zirui Wei reviewed Reinforcement Learning-Augmented LLM Agents for Collaborative Decision Making and Performance Optimization
- Artificial Intelligence
- Computer Vision and Pattern Recognition
Review published

March 15, 2026

Preprint server

arXiv
PREreview of LendNova: Towards Automated Credit Risk Assessment with Language Models
Zirui Wei reviewed LendNova: Towards Automated Credit Risk Assessment with Language Models
- Accounting
- Finance
- Artificial Intelligence
Review published

March 15, 2026

Preprint server

arXiv
PREreview of Beyond Static Pipelines: Learning Dynamic Workflows for Text-to-SQL
Zirui Wei reviewed Beyond Static Pipelines: Learning Dynamic Workflows for Text-to-SQL
- Computer Networks and Communications
- Management Information Systems
- Information Systems and Management
Review published

March 15, 2026

Preprint server

arXiv

Recent review requests

Review request for The Zero-Point Energy Lattice: A Fundamental Component of Spacetime and Driver of Cosmic Phenomena V2
A review was requested for The Zero-Point Energy Lattice: A Fundamental Component of Spacetime and Driver of Cosmic Phenomena V2
- Astronomy and Astrophysics
- Nuclear and High Energy Physics
Request published

March 16, 2026

Preprint server

Zenodo
Review request for Design and Performance Analysis of an Adaptive PID Controller for Brushless DC Motor Systems in Electric Vehicles
A review was requested for Design and Performance Analysis of an Adaptive PID Controller for Brushless DC Motor Systems in Electric Vehicles
- Control and Systems Engineering
- Electrical and Electronic Engineering
- Artificial Intelligence
Request published

March 16, 2026

Preprint server

Preprints.org
Review request for El uso de la Inteligencia Artificial para mejorar el aprendizaje en la educación superior: Una revisión sistemática
A review was requested for El uso de la Inteligencia Artificial para mejorar el aprendizaje en la educación superior: Una revisión sistemática

Request published

March 16, 2026

Preprint server

SciELO Preprints
Review request for Calibragem empírica da relação de compromissos na qualificação econômico-financeira: evidências de um tribunal superior brasileiro
A review was requested for Calibragem empírica da relação de compromissos na qualificação econômico-financeira: evidências de um tribunal superior brasileiro

Request published

March 16, 2026

Preprint server

SciELO Preprints
Review request for Informational Gravity Within the NMSI Framework: Complete Mathematical Formalism, Falsifiable Predictions, and Experimental Validation
A review was requested for Informational Gravity Within the NMSI Framework: Complete Mathematical Formalism, Falsifiable Predictions, and Experimental Validation
- Atomic and Molecular Physics, and Optics
- Statistical and Nonlinear Physics
- Astronomy and Astrophysics
Request published

March 16, 2026

Preprint server

Preprints.org

Statistics

1,826 PREreviews
31 preprint servers
4,207 PREreviewers

Open preprint reviews. For all researchers.

Peer review training

Live Reviews

PREreview Clubs

For underserved researchers, there’s a better way

PREreview of Subtime: Reversible Information Exchange and the Emergence of Classical Time

PREreview of Financial Named Entity Recognition: How Far Can LLM Go?

PREreview of Reinforcement Learning-Augmented LLM Agents for Collaborative Decision Making and Performance Optimization

PREreview of LendNova: Towards Automated Credit Risk Assessment with Language Models

PREreview of Beyond Static Pipelines: Learning Dynamic Workflows for Text-to-SQL

Review request for The Zero-Point Energy Lattice: A Fundamental Component of Spacetime and Driver of Cosmic Phenomena V2

Review request for Design and Performance Analysis of an Adaptive PID Controller for Brushless DC Motor Systems in Electric Vehicles

Review request for El uso de la Inteligencia Artificial para mejorar el aprendizaje en la educación superior: Una revisión sistemática

Review request for Calibragem empírica da relação de compromissos na qualificação econômico-financeira: evidências de um tribunal superior brasileiro

Review request for Informational Gravity Within the NMSI Framework: Complete Mathematical Formalism, Falsifiable Predictions, and Experimental Validation