EXPERIMENTS · BUILT
Is the clustering cut in the right place?
Articles are grouped into stories at one similarity cut. Moving it shows what splits and what merges.
- Question
- Is the clustering cut in the right place?
- Method
- Re-cluster the latest day's articles at cuts from 0.30 to 0.60 with Google News groups hidden, and score how many groups survive whole.
- Result
- At the current cut 0.42, 10% of groups survive whole on headlines alone; the largest cluster holds 2% of articles.
- Decision
- Keep the cut: production keeps Google's groups whole, and a higher cut starts swallowing topics.
How it was measured
Articles become stories by clustering: articles that say similar things are joined, and the joining stops at a cut, a cosine distance of 0.42. Too low a cut splits one story into several; too high a cut swallows a whole topic into one blob.
A Google News item lists the outlets covering one story, and the site never splits such a group. Here those groups are hidden from the clustering and used only to score it, at every cut from 0.30 to 0.60, on the latest day's articles:
- Completeness: the share of Google's groups whose articles all land in one cluster.
- Largest share: the biggest cluster's share of all articles. A jump means a topic is being swallowed.
- Merged: the share of clusters holding three or more of Google's groups.
The numbers
2026-10-02 · 2500 articles, 1158 of them in a Google News group.
| Cut | Clusters | Largest | Completeness | Merged |
|---|---|---|---|---|
| 0.3 | 1704 | 1% | 3% | 0% |
| 0.35 | 1514 | 1% | 5% | 0% |
| 0.4 | 1360 | 2% | 8% | 0% |
| 0.42 (now) | 1290 | 2% | 10% | 0% |
| 0.45 | 1185 | 2% | 12% | 0% |
| 0.5 | 1028 | 2% | 23% | 1% |
| 0.55 | 866 | 4% | 31% | 2% |
| 0.6 | 714 | 4% | 37% | 3% |
Limits
- Headlines word one story many ways, so completeness stays well below 100% at any sensible cut; the site leans on Google's groups for that reason.
- Google's grouping is a yardstick, not the truth: it makes its own mistakes.
- One day's articles. The best cut can differ on a day dominated by one huge story.