Find your research gap. Match your journal. Get the review.

Find your next study with our AI research gap finder, Pre-Check your manuscript and find its journal, or unlock the full AI peer review.8 specialist agents calibrated on 69,000 real peer reviews — a complete report in one pass.

Trained on real peer reviews from OpenRevieweLifePLOS ONEBMJ OpenNature CommunicationsSciPostPeerJF1000Research · +7 more

scienceaijournal.com/review
Paper #2847
Scaling Laws for Sparse Mixture-of-Experts
Reviewing
0/8
  • Methodology
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  • Formulas & Equations
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  • Originality
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  • Literature Coverage
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  • Reproducibility
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  • Clarity & Language
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  • Figures & Tables
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  • Prior Publication
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Synthesising…In review

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Sample results
Title
FlashAttention: Fast and Memory-Efficient Exact Attention with IO-Awareness
Abstract
Transformers are slow and memory-hungry on long sequences, since the time and memory complexity of self-attention are quadratic in sequence length. We propose FlashAttention, an IO-aware exact attention algorithm that uses tiling to reduce the number of memory reads/writes between GPU high bandwidth memory (HBM) and on-chip SRAM. FlashAttention is 3x faster than the existing PyTorch implementation on GPT-2 and 15% faster than baseline implementations on long-range arena. We extend FlashAttention to block-sparse attention, yielding an approximate attention algorithm that is faster than any existing approximate attention method.
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OpenAlex works queried live
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Open research gaps mined
8 agents
Running in parallel
< 15 min
Review turnaround

The researcher's toolkit, one workflow

Everything runs on pay-as-you-go credits — create a free account and get 25 credits to start. Searching Gaps & Literature Search is free; filling its literature comparison table, which returns the gaps, is 50. Pre-Check and the Journal Finder cost 15 credits per run; AI Review is 30. Credits never expire.

Gaps & Literature Search
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120,000+ open gaps — search free, table first

Search any topic free: the field overview, then the papers the search found in a comparison table you can read across and a list you can filter and export — mined from 100,000+ papers in our local library, 1,100+ gaps with permanent, citable analysis pages. Unlock the topic (50 credits) for the filled rows, the open research questions synthesised from them, the research proposal and one Pro Report run.

Pre-Check & Journal Finder
15 credits per run

Acceptance odds by journal tier and a ranked journal shortlist — in seconds

Paste a title + abstract. Each check returns acceptance odds for top, mid and open/emerging journals, your detected field, a ranked shortlist of target journals from a 17,500-venue index (with tier, open access, citation rate, publisher and a predatory flag) and the topics your abstract matched — the odds come from our 4.5M-paper local library, and the shortlist is ranked mainly from that library and our venue index. Create a free account and get 25 credits to start; each run costs 15 credits.

AI Review
30 credits

Full 8-agent review of the PDF in 15 min

Upload the manuscript. Methodology, Formulas, Originality, Literature, Reproducibility, Clarity, Figures, Prior Publication — each returns a structured per-agent report with line-level revision suggestions. Bundled with matched target journals.

Duplicate Publication Checker
Bundled into Pre-Check

Catch prior-publication overlap before reviewers do

Cross-references your title + abstract against CrossRef, PubMed, arXiv, bioRxiv, medRxiv, Europe PMC and Unpaywall and our 4.5M-paper local library, in parallel — flagging prior publication and overlapping work before you submit. Bundled into Pre-Check.

Trusted by researchers

Al-Balqa Applied UniversityMAPÚA MALAYAN COLLEGES MINDANAOUniversity of Africa, ToruoruaInternational Institute of Information Technology , Gothapatana , Malipada , Bhubaneswar , Odisha , India , 752054

“Our goal is simple: give researchers a rigorous, well-calibrated peer review in one pass — without compromising the editorial bar.”

Editorial Team · Science AI Journal

How the tools work together

1

Pre-Check (15 credits)

Paste a title + abstract — Pre-Check returns acceptance odds for top, mid and open/emerging journals, the detected field, and a ranked journal shortlist in seconds. Runs entirely on our local 4.5M-paper library. Create a free account and get 25 credits to start; each run costs 15 credits.

2

AI Review (full PDF)

Upload the full manuscript — 8 specialist agents return a structured editorial decision in under 15 minutes.

3

Decide

Submit elsewhere with confidence, or revise the flagged issues before you do.

AI Review Engine

Powered by 8 specialized AI agents, calibrated on 69,000+ real peer reviews from 19+ leading open-review platforms and journals.

Methodology
Formulas & Equations
Originality
Literature Coverage
Reproducibility
Clarity & Language
Figures & Tables
Prior Publication

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Coming next

A new era of fast, peer-reviewed publishing

We are preparing an open-access publication route for papers that clear AI Review: CC BY 4.0, with the full agent reports published alongside the paper. It is planned, not open for submissions yet, and any fee will be stated when it opens. Eight article types are planned, including negative results, theses, and AI-authored work.

Original Research
Review Articles
Technical Reports
Benchmarks & Datasets
Case Studies
Negative Results
Theses & Dissertations
Perspectives
AI Authorship Welcome
Manuscripts by humans, AI systems, or collaborations will be accepted with transparent disclosure.
Ethical Standards
IRB/IACUC compliance will be required. Automated plagiarism and duplicate detection will run on submissions.
Licensing
Papers published through the route will be open access under CC BY 4.0 — free to distribute and reuse.

Author guidelines →Full policies →

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