peer review
peer review on Beyond Market Intelligence: a running collection of 34 stories we have gathered and hand-picked because they are worth your time. Every post here touches on peer review in some way — the news, the analysis, the deep dives, and the occasional surprise find. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work with data. New stories are added to this page as we find them, so check back if you want to keep up with what is happening around peer review, or subscribe to the RSS feed to get them as soon as they are published. Browse the collection below, or head back to the homepage to see everything Beyond Market Intelligence is covering right now.
No replies to rebuttals and comments even by AC [D]
A concerning trend has emerged: many submissions are experiencing a complete lack of response to submitted rebuttals, even from Area Chairs. This situation, where feedback isn't addressed during the designated discussion period, undermines the review process. While frustrating, it’s crucial to acknowledge this systemic issue. Our community is actively documenting these challenges – see, for example, "No rebuttals from Neurips authors [D]" for broader coverage. Explore alternative strategies for ensuring your work receives due consideration despite these obstacles.
Pattern Recognition (Elsevier): "With Editor" status date changed, but status didn't. Is this normal? [R]
Many researchers encounter unexpected nuances within Elsevier's Editorial Manager system. A recent query highlights a common observation: the status date updating while the visible status—in this case, "With Editor" for a *Pattern Recognition* manuscript—remains unchanged. While this can be initially perplexing, it’s often a procedural artifact rather than an indication of stalled progress. To understand typical timelines after this stage, and broader considerations within AI research, explore our related article, "NeurIPS 2026 AI-generated reviews," for further insights.
Neurips 2026 Main Track Theory Paper Tracker- Discussion Thread [D]
Navigating NeurIPS 2026 Main Track Theory paper reviews? This discussion thread explores initial review distributions, a topic often generating questions. One submitter reports a 4/3/3 score with corresponding confidence, noting a historical tendency for theory papers to receive more conservative initial evaluations. Given broader reports of potentially lower scores this cycle, the thread invites fellow theory paper authors to share their experiences—scores and confidence levels—to identify potential patterns. For further context on the review process, see our related article on "Editing NeurIPS Rebuttals."
Editing Neurips Rebuttal [D]
Regarding NeurIPS rebuttal edits, a clarification is emerging. The post-rebuttal button will transition to an “official comment” status on July 27th AoE. While we anticipate you'll retain the ability to edit your rebuttal after this change, we advise monitoring closely. For a deeper understanding of the NeurIPS meta-reviewer response process, explore our article, "How exactly does the NeurIPS meta reviewer response work?". Stay informed as these crucial deadlines approach.
How exactly does the NeurIPS meta reviewer response work? [D]
Navigating NeurIPS meta-reviewer responses can be complex, especially with recent updates. Initially, authors were directed to AC confidential comments, but a recent announcement now requires posting answers to initial meta-reviews as comments on the July 28th thread by August 3rd – a shift designed for reviewer visibility. Clarifying whether this new option opens immediately, as the rebuttal period concludes, is crucial. Essentially, the process seems to demand public posting for reviewer access, rather than private AC updates.
Happy openreview refresh day to all those who celebrate [D]
Happy refresh day to the [D] community—may the odds be ever in your favor! As a NeurIPS Area Chair, this year's incentive structure appears to be yielding positive results, significantly reducing the need for reviewer follow-up. This marks a notable improvement over the past five years of Area Chair experience. Let's hope for active participation in discussions as well. For further context on the broader AI landscape and the challenges it presents, explore our interview with the Substack CEO on "The AI Slop Problem."
ACL ARR (May 2026)- Updating Reviewer Score post 17 July AoE Deadline? [D]
Following the ACL ARR (May 2026) cycle, authors are understandably seeking clarity regarding reviewer score updates post the July 17th AoE deadline. A community discussion highlights concerns about reviewer engagement during rebuttal phases, prompting questions about the continued ability to modify ratings and participate in meta-reviewer discussions. If you volunteered as a reviewer and are unsure of your options, explore the system’s current functionality.
NeurIPS 2026 reviews exact timing[D]
The anticipation surrounding NeurIPS 2026 review release dates is understandably high. Many researchers find themselves frequently checking OpenReview, as highlighted by /u/Anshuman3480. While exact timing remains unconfirmed, historical patterns suggest a phased release, typically beginning mid-November. We understand the stress of waiting; staying informed is key. For those tracking submission numbers more broadly, our recent article on "Number of Submissions @ AAAI" offers related insights into the conference timeline. We’ll update this space as official announcements become available.
Number of Submissions @ AAAI [D]
The AAAI submission window has closed, with submission number 32xxx recently logged – a reminder of the intense competition within the field. A key question remains: how can we foster greater transparency in the peer review process, particularly for withdrawn or rejected papers? Increased accountability through public reviews would benefit the entire AI research community. For those exploring submission strategies within AI alignment, our recent article, "AAAI 27 AI Alignment track [D]," offers valuable guidance.
TACL journal doubts [D]
Navigating the TACL review process can understandably generate questions. Submitting around June 1st for the July cycle suggests reviews may arrive within the subsequent weeks, though timelines can vary. Historically, the full TACL publication process takes several months. TACL holds considerable respect within the NLP community, viewed as a strong venue for impactful research. Its reputation reflects a rigorous review process and high publication standards. For those exploring related avenues, consider reviewing discussions around short-paper submissions at ACL/EMNLP/EACL, as detailed in a recent article.