For queries with relation or qualifier words (to, from, without, for, near, versus), the ranking page answers a neighbouring question rather than the exact relationship asked. Testimony describes DeepRank as BERT applied to ranking: a transformer that reads the full query in context. Pages that match the keywords but not the relationship are the case such models are built to demote. This is a manual proxy; DeepRank cannot be measured directly.
Why does answer ignores the query's qualifying words (deeprank proxy) matter for AI search?
Testimony describes DeepRank as BERT applied to ranking: a transformer that reads the full query in context. Pages that match the keywords but not the relationship are the case such models are built to demote. This is a manual proxy; DeepRank cannot be measured directly.
How do you fix it?
Add or rewrite the lead answer so it states the exact relationship in the query, with its qualifiers, or create a separate page where the relationship needs its own answer.
How do you find it on your site?
- Export Search Console queries for the page and filter to those containing to, from, without, for, near, vs or versus.
- For each, write the relationship the query asks about in one line.
- Read the page's lead and relevant section and mark whether it states that relationship explicitly.
- Flag queries with 100 or more impressions where the answer addresses a different relationship.
Which ranking and citation factors does it touch?
Written for the DeepRank page (evidence: Trial or leak evidence). Google has not documented this system in a way a site can test directly, so this check measures a proxy for it, not the system itself.
What is the impact?
Indirect. Estimate only: improves match for long, specific queries.
What is the evidence?
Pandu Nayak's 18 October 2023 testimony and exhibits UPX860 and UPX2029 read into the record, the 5 August 2024 opinion, UPX0219, and the HJ Kim call notes (PXR0356).
Sources
- Transcript of bench trial, Day 24 afternoon session, 18 October 2023, United States v. Google LLC
- Memorandum Opinion, United States v. Google LLC (D.D.C., 5 August 2024), CourtListener
- UPX0219, Google presentation: Logging & Ranking, US Department of Justice trial exhibit
- PXR0356, notes of 18 February 2025 call with Google engineer HJ Kim, US Department of Justice
Frequently asked questions about answer ignores the query's qualifying words (deeprank proxy)
What does "Answer ignores the query's qualifying words (DeepRank proxy)" mean?
For queries with relation or qualifier words (to, from, without, for, near, versus), the ranking page answers a neighbouring question rather than the exact relationship asked.
How do you fix answer ignores the query's qualifying words (DeepRank proxy)?
Add or rewrite the lead answer so it states the exact relationship in the query, with its qualifiers, or create a separate page where the relationship needs its own answer.