The Best RSS Filter Techniques for Relevant Content Only
1. Use keyword inclusion and exclusion
- Include: specify must-have keywords or phrases to only pass items containing them.
- Exclude: add negative keywords to block unwanted topics or sources.
2. Score and threshold filtering
- Assign points for matches (e.g., +2 for title match, +1 for tag match, -3 for exclude words) and deliver items scoring above a set threshold.
3. Filter by metadata
- Use author, tags/categories, source domain, and publication date to accept or reject items.
4. Regex and exact-match rules
- Apply regular expressions for precise pattern matching (URLs, ISBNs, version numbers) and exact-match for phrases to avoid false positives.
5. Language and region filtering
- Detect content language and geo-specific markers; filter out languages or regions you don’t want.
6. Duplicate and near-duplicate suppression
- Hash content or compare titles/snippets to drop reposts, summaries, or syndicated duplicates.
7. Content-length and media type rules
- Filter by word count or presence of images/video to prefer in-depth articles or multimedia posts.
8. Time-window and freshness controls
- Prioritize recent items and ignore older posts or set time-based delivery (e.g., only last 24 hours).
9. Learning-based ranking
- Use a lightweight classifier or simple Bayesian filter trained on liked/disliked items to surface more relevant feeds over time.
10. Human-in-the-loop refinement
- Add quick feedback actions (save, discard, mark as relevant) to iteratively refine rules and training data.
Quick implementation checklist
- Decide primary signals (keywords, tags, authors).
- Create inclusion/exclusion lists and regex rules.
- Implement scoring and a delivery threshold.
- Add dedupe and freshness rules.
- Optionally train a simple classifier and collect user feedback.
Example rule set (simple)
- Include if title contains: “privacy”, “research” (+2)
- Include if tag matches: “AI”, “ML” (+1)
- Exclude if body contains: “sponsored”, “advertisement” (-5)
- Reject if published > 7 days old
- Minimum score to deliver: 2
If you want, I can convert this into filters for a specific RSS reader (Feedly, Inoreader, Tiny RSS) or generate regex examples.
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