vust

Paper Summarizer

Summarize Research Papers and PDFs

Paste a paper link or drop a PDF file and get the key findings distilled into a structured summary. No signup required.

arXiv, PubMed, DOI · 3 free per browser, +1 every 4h28+ academic domains supported
arXiv, PubMed, DOIResearch-awarePDF upload4 output formats

Academic Papers

URL or PDF upload, structured summary out

How do you summarize a PDF with AI for free? Send the PDF to @vustSummaryBot in Telegram and a structured summary comes back. The same tool runs here with two paths. Paste an arXiv, PubMed, or DOI link and the paper is fetched from the URL you provide. Or drop a PDF file: text is extracted locally in your browser, the file itself never leaves your device, and only the extracted text is sent for summarization.

PDF processed locally. Up to 50 pages, 15 MB max.
Specimens

See the difference

One link or one file, structured insight out. Works with any open-access academic paper.

arXiv Paper

arXiv · 2301.07041

Self-improvement in reasoning models via correct chain-of-thought outputs

Summary

The paper shows that reasoning models can self-improve by training on their own correct chain-of-thought outputs, reducing dependency on human-labeled data. Key result: 3-5% accuracy gains on math benchmarks without new training data.

PubMed Study

PubMed · meta-analysis

Intermittent fasting vs caloric restriction: weight loss and adherence at 12 months

Summary

The meta-analysis of 47 trials found that intermittent fasting produced comparable weight loss to caloric restriction at 12 months. Key finding: adherence rates were significantly higher in the fasting group, suggesting better long-term viability.

Uploaded PDF

PDF · 78 pages · uploaded

Dropped a local PDF on transformer architecture optimization for edge devices

Summary (first 50 pages)

The paper proposes a distillation method that reduces transformer inference cost by 60% on mobile hardware. Key contribution: a dynamic attention pruning layer that adapts at runtime. Extracted from the first 50 of 78 pages — abstract, methods, and ablation results covered.

How to use it

01

Paste an arXiv, PubMed, DOI, SSRN, or any academic paper URL — or drop a PDF file.

02

The tool fetches the paper content or extracts text from your PDF (up to 50 pages).

03

Get a structured summary highlighting the key findings, methods, and implications.

This tool handles

  • PDF files up to 15 MB, parsed locally in your browser — the file never leaves your device; only the extracted text is sent for summarization
  • Research papers, white papers, eBooks, business reports, technical documentation, lecture slides
  • Multi-section documents — summary preserves section structure when the PDF has a clear table of contents
  • Bullet, paragraph, key-takeaways, and TL;DR output formats with strict length caps
  • Output language matches the user's interface language
  • Document title (from the first page or PDF metadata) included in the summary header

Not in scope

  • Scanned image-only PDFs without an OCR layer — there is no extractable text; run OCR first (Adobe Acrobat, Tesseract)
  • Encrypted / password-protected PDFs — they can't be opened for extraction
  • PDFs over 15 MB — split the document or extract the relevant section first
  • PDFs where the layout matters as much as the text (visual diagrams, comic books, infographics) — the summary loses the visual

PDF summarisation works on text — not on layout, not on figures, not on equations rendered as images. The deep-dive below covers what survives the extraction, when an OCR pass is needed first, and how to scope the file for the best summary.

FAQ

Frequently asked questions

Which paper sources are supported?

arXiv, PubMed, DOI links (doi.org), SSRN, Nature, Science, IEEE, ACM, Springer, Wiley, bioRxiv, medRxiv, and most open-access publishers. You can also drop a PDF file directly.

How does PDF upload work?

Your PDF is processed locally in the browser — text is extracted on your device, then only the text is sent for summarization. The file itself never leaves your computer.

What are the limits for PDF upload?

Maximum 15 MB file size, up to 50 pages, and up to 50,000 characters of extracted text. For most academic papers that covers the entire document; if an accepted PDF runs past either extraction cap, its summary uses the opening portion.

Does it handle long papers?

Papers longer than 50 pages are cut at page 50: the first 50 pages are read in order, and nothing scans ahead to pick the most relevant ones. A second cap of 50,000 extracted characters applies to the text pulled from those pages, so a very dense paper can be cut before page 50. For a thesis, submit the chapter you need as its own file.

Is this free to use?

Yes, within the free web allowance this page shares with every other Summary source: 3 summaries per browser, and one use comes back every 4 hours. @vustSummaryBot in Telegram has its own separate allowance of 3 short summaries a day.

Need to summarize papers on the go?

SummaryBot in Telegram handles the same links with credits and sharing.

Try SummaryBot in Telegram