The anatomy of a top result.

Forward index · top stems on this page

document length 17 body tokens  ·  max tf 2 (test)  ·  vocabulary 14 distinct stems  ·  title 2 stems

Score breakdown

Re-derived from the same tf·idf cosine values, boost factors, and PageRank multipliers the live ranker just used. weighted = body + title × 2.0 · final = weighted × phrase × pagerank.

1. cosine(query, body) tf·idf body · 2 resolved stems0.4470
2. cosine(query, title) × 2.0 no title overlap (×2.0 unused)0.0000
3. weighted subtotal cosBody + 2.0 × cosTitle0.4470
4. × phrase multiplier stems not within 5-token window · ×1.0×1.0
5. × pagerank multiplier 1 + 0.5 × normalized PR (0.010)×1.0050
6. final score weighted × phrase × pagerank0.4492

Per-query-stem · how each term contributes

1. hkust wid 0007 · df 4 body tf 1 title tf 0 idf 6.229
2. admiss wid 0004 · df 3 body tf 1 title tf 0 idf 6.644

Outlinks (4)

• https://hitcslj.github.io/TestPages/ust_cse.htm
• https://hitcslj.github.io/TestPages/news.htm
• https://hitcslj.github.io/TestPages/books.htm
• https://hitcslj.github.io/TestPages/Movie.htm