phrase ×3.0
body match
Forward index · top stems on this page
data 11
base 9
inform 5
gener 5
us 5
consid 4
retriev 3
machineread 3
bibliograph 3
though 3
book 2
primarili 2
chapter 2
system 2
document length 149 body tokens · max tf 11 (data) · vocabulary 91 distinct stems · title 1 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.
- cosine(query, body) tf·idf body · 2 resolved stems0.1849
- cosine(query, title) × 2.0 no title overlap (×2.0 unused)0.0000
- weighted subtotal cosBody + 2.0 × cosTitle0.1849
- × phrase multiplier ≥2 stems within 5-token window×3.0
- × pagerank multiplier 1 + 0.5 × normalized PR (0.000)×1.0001
- final score weighted × phrase × pagerank0.5548
Per-query-stem · how each term contributes
- inform body tf 5 title tf 0 idf 3.474
- retriev body tf 3 title tf 0 idf 5.421