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self-attention for long-context retrieval6 sources
Semantic Scholar12OpenAlex9arXiv7Web8YouTube5Google Books6

Synthesizer

This corner is well-trodden — you'll want Vaswani 2017 as your primary anchor. For a retrieval angle, though…

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Follow any paper’s citations forward and back — cited-by and references — to reach what a keyword search misses, then bundle it into a structured, cited review.

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BERT: pre-training of deep bidirectional transformers

Devlin et al. · 2019 · 92k cites

Cited by Referencesmost influential first

Highly accurate protein structure prediction (AlphaFold)

Jumper et al. · 2021 · 46k cites

An image is worth 16×16 words: transformers for image recognition

Dosovitskiy et al. · 2020 · 22k cites

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Topic

Sparse attention scales to million-token context windows

Nature Machine Intelligence · 2026 · 142 cites

News

EU AI Act enforcement begins — what researchers need to know

Reuters · 2 days ago

Author

A unified theory of protein folding kinetics

Cell · 2026 · 88 cites

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Our new open dataset for clinical NLP

Allen AI blog · 5 days ago

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Authorship & Process ReportVerified
96integrity

thesis-chapter-3.docx

24 citations · 0 hallucinated31 writing sessions18 days of revisions

Version timeline

Vaswani et al. (2017) — DOI verified, claim supported

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Reviewer Report3 reviewers

Methods reviewer

Sample size is under-powered for the claimed effect — report a power analysis.

Clarity reviewer

The contribution is strong but buried; lead §1 with it.

Skeptic reviewer

Correlation ≠ causation in §4 — soften or add a control.

Provenance-stamped · publicly verifiable

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Folio SurveyorChair

Item 4 · Likert

AI tools have improved the quality of my research output.

Live results · n = 312

Strongly agree
46%
Agree
31%
Neutral
14%
Disagree
9%
AI theming, Delphi rounds & 1-click translation built in.

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Essay 2 — Argument analysis18 joined · 4 submitted
StudentWordsCitesProcessCertificate
Maya R.1,9809Organic Verified
Daniel K.1,7427Incremental Verified
Sofia L.2,10511Organic Verified
James T.1,6444Single burst Verified
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Journal article

Attention Is All You Need

Vaswani et al. · Advances in Neural Information Processing Systems

transformersattentionto-read
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Accessed date stamped for MLA & APA

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