Author resources · Before submission

Optional AI feedback
for STOC 2027 authors

Authors may upload a draft of their paper to receive a private AI-generated review of its technical correctness and presentation before the submission deadline.

This service is open only to papers submitted to STOC 2027. Authors must register their submission in HotCRP before using the system.

Access Google DeepReview Register your submission on HotCRP

Access code stoc27-ghwu-mqn6

Entirely optional
Feedback private to authors
Independent of the STOC reviewing process

How to participate

Three steps to request feedback on your draft.

Register your STOC 2027 submission
Before using the system, you must register your submission in STOC 2027 HotCRP.
Open DeepReview and enter the access code
After registering your submission, visit the STOC 2027 DeepReview access page. Use the access code stoc27-ghwu-mqn6 and follow the instructions to sign in with your Google account.
Upload a draft and receive your review
Your PDF is uploaded to Google’s DeepReview service. The AI-generated feedback appears only in the Google account used to request it, and you can download it to share with your coauthors. Each submission can receive feedback once, so please coordinate with your coauthors. The feedback is completely independent of the STOC reviewing process.

About the feedback

The service uses an advanced level of thinking for mathematical verification, available to paid API key users. It provides feedback on both technical correctness and presentation.

Google DeepReview is a public product that anyone can use, with a free tier and a paid tier. The paid tier offers the same advanced level of thinking used for STOC 2027.

This is a continuation of the STOC 2026 pre-submission feedback experiment, using a substantially stronger model.

Privacy &
confidentiality

Participation is entirely optional, and the feedback is private to the authors. AI-generated reviews are not shared with the STOC program committee as part of the reviewing process.

PDFs are uploaded to Google’s DeepReview service. David Woodruff and Carnegie Mellon University do not receive or see your uploaded papers or reviews through the access website.

Your PDF and its review are stored by Google DeepReview under your own Google account, so you can come back to them. You can delete them at any time on the access page, and DeepReview deletes them automatically after 365 days. The review runs on the paid Gemini API with prompt logging turned off, and your paper is not used to train models. The organizers cannot access your paper or its review.

Read the full privacy details on the access page