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Text Summarizer Guide: How Extractive Summaries Pick Sentences

Learn how word-frequency scoring selects sentences and when an extractive summary works best.

What is the Text Summarizer?

This tool is extractive: it scores each sentence by how often its non-stopwords appear in the whole text, then returns the top sentences in their original order. It does not rewrite or invent new wording. Longer texts with a clear repeated theme summarise best; very short texts may simply return most of their sentences.

How to use it

  1. Paste or type your text into the box.
  2. Set how many sentences you want in the summary.
  3. Click Summarize and read the selected sentences in their original order.

Worked example

For the sample with 3 sentences requested, the tool returns, in original order: A garden needs sunlight, water and good soil to thrive. Good soil gives roots room to spread and holds the water plants need. With sunlight, water and good soil, even a small garden can flourish.

When does an extractive summary work poorly?

When a text covers many unrelated points with little repeated vocabulary, because no sentence stands out on frequency alone. In that case a human-written summary is a better choice.

Frequently asked questions

Does it write new sentences?

No. It is extractive, so it only selects sentences already in your text; it never rewrites or invents wording.

Why did it pick those sentences?

Each sentence is scored by the frequency of its non-stopwords across the whole text, so sentences that repeat the text's main terms score highest.

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