Pick extractive or abstractive, name the library, add a factuality check. Use when you need help with summary picker.
Scanned 9/8/2026
Install to Claude Code
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---
name: summary-picker
description: Pick extractive or abstractive, name the library, add a factuality check. Use when you need help with summary picker.
license: CC-BY-NC-SA-4.0
phase: 5
lesson: 12
metadata:
version: 1.0.0
tags: [nlp, summarization]
---
Given a task (document type, compliance requirement, length, compute budget), output:
1. Approach. Extractive or abstractive. Explain in one sentence why.
2. Starting model / library. Name it. `sumy.TextRankSummarizer`, `facebook/bart-large-cnn`, `google/pegasus-pubmed`, or an LLM prompt.
3. Evaluation plan. ROUGE-1, ROUGE-2, ROUGE-L (use `rouge-score` with stemming). Plus factuality check if abstractive.
4. One failure mode to probe. Entity swap is the most common in abstractive news summarization; flag samples where source entities do not appear in summary.
Refuse abstractive summarization for medical, legal, financial, or regulated content without a factuality gate. Flag input over the model's context window as needing chunked map-reduce summarization, not just truncation.
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