Text Summarizer & Bullet Point Generator

Condense a long article (or a URL) into quick bullet-point takeaways.

How the summary is picked

This uses extractive summarization: it scores every sentence by how many frequently-repeated, meaningful words it contains (common filler words like "the" and "and" are ignored), then picks the highest-scoring sentences and puts them back in their original order as bullet points. It is the same family of technique used by many "TL;DR" and auto-summary tools - no sentence is rewritten, each bullet is an actual sentence lifted from the source.

Why pasted text and a URL are handled by two different processes

Pasted text is summarized entirely in your browser, with nothing sent anywhere. A URL instead has to be fetched first, which only the server can do (through the same safety checks used across this site's other URL-based tools), before the same scoring-and-selection process runs on the fetched page's text - two different mechanisms arriving at the same kind of summary.

Why word frequency is used as the scoring signal instead of sentence position

A sentence containing several words that recur often throughout the piece is a reasonable proxy for a central idea, since repeated terms tend to mark what the piece is actually about - this is a lightweight, fast heuristic rather than genuine language understanding, which is exactly why it occasionally misses a sentence that states something important in unusual wording that doesn't repeat elsewhere.

Why the selected sentences are put back in their original order rather than ranked by score

Reordering bullets by how high they scored would scatter related ideas and break the narrative flow of the original piece - restoring the original sentence order after selection keeps the bullets reading coherently as a condensed version of the source, rather than as a jumbled list of disconnected high-scoring fragments.

よくある質問

Does this rewrite sentences or just pick existing ones?

It only selects existing sentences from the source text - it does not paraphrase or generate new wording. Each bullet is a sentence that appeared in the original.

Why are some obviously important sentences missing?

The scoring is based on word frequency, not understanding of meaning, so a sentence stating a key fact in unusual wording can occasionally be scored lower than a more repetitive one. Try increasing the bullet count to catch more of the source.

Can I summarize a page that needs a login?

No - the URL mode can only fetch publicly accessible pages, the same as any other URL-based tool on this site.

Why does pasting text work differently from fetching a URL?

Pasted text is summarized entirely in your browser with nothing sent anywhere, while a URL has to be fetched by the server first before the same scoring process runs on the retrieved page's text.

Why are the bullets shown in their original order instead of ranked by relevance?

Keeping the original order preserves the narrative flow of the source, so the bullets read as a coherent condensed version rather than a jumbled list of disconnected high-scoring fragments.

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