reviews
reviews on Beyond Market Intelligence: a running collection of 5 stories we have gathered and hand-picked because they are worth your time. Every post here touches on reviews 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 reviews, 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.
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 A key question remains: how can we foster greater transparency in the peer review process, particularly for withdrawn or rejected papers?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.
ARR 2026 Meta Review score [D]
Concerns are circulating regarding the accuracy and consistency of ARR 2026 Meta Review scores, specifically around scores of 2.66 and subsequent rounding. A user has raised concerns about potential “uninterested reviewers” and AI-generated assessments impacting overall scores. This highlights a critical need for review quality assurance within the process. Explore our analysis of upcoming NeurIPS reviews, as detailed in "NeurIPS reviews coming in soon! [D]," for further insights into the broader review landscape and potential contributing factors.
NeurIPS reviews coming in soon! [D]
NeurIPS reviews are anticipated to appear around July 22nd at 5:30 PM AoE, based on observations across social platforms. For those who submitted to NeurIPS 2026 – whether to workshops or the main/other tracks – we'd welcome your perspectives on the upcoming reviews. This period marks a critical juncture for researchers. Explore insights into model performance; for example, our recent article on "Schema," a harness achieving 99% on ARC-3, offers a relevant case study in pushing boundaries. Share your thoughts and prepare for the assessments!
Does anyone else miss the old conference ecosystem? [D]
The research community is reflecting on a shift in the conference landscape. Many recall a time when established events like BMVC, ACCV, FG, ICIP, and ICASSP fostered vibrant, specialized communities—FG for face analysis, ICASSP for signal processing, and the others for consistently strong papers. Now, with submission numbers surging and review processes strained, concerns arise about potentially overlooked research.