Query Implied Generative Engine Optimization

arXiv:2609.27845 · cs.IR, cs.AI, cs.LG · Submitted 2026-08-19 · Read on arXiv

cs.IR, cs.AI, cs.LG

Submitted: 2026-08-19

Updated: 2026-08-19

Terminology

• Knowledge Graph — 15× in this paper · explained in 7 episodes
• Generative Engine Optimization — 8× in this paper
• Generative Search Engine — 8× in this paper
• Benchmark — 7× in this paper · explained in 2 episodes
• Downside Risk — 5× in this paper
• Robustness — 5× in this paper · explained in 5 episodes
• Consistency — 4× in this paper · explained in 3 episodes
• Win-Tie Rate — 3× in this paper
• Generative AI — 2× in this paper · explained in 2 episodes
• Large Language Models (LLMs) — 2× in this paper · explained in 6 episodes
• Search Engine Optimization — 2× in this paper
• Aggregation — 1× in this paper · explained in 1 episode
• Aggregation Function — 1× in this paper · explained in 1 episode
• Alignment — 1× in this paper · explained in 1 episode
• Graph Construction — 1× in this paper · explained in 3 episodes
• Grounding — 1× in this paper · explained in 3 episodes
• Knowledge graphs — 1× in this paper · explained in 2 episodes
• LLM judge — 1× in this paper · explained in 2 episodes
• LLM-as-a-Judge — 1× in this paper · explained in 3 episodes
• Position Impression — 1× in this paper
• Semantic Similarity — 1× in this paper · explained in 2 episodes
• Verifiability — 1× in this paper · explained in 2 episodes
• Word Count Impression — 1× in this paper
• Word Count and Position-Adjusted Word Count — 1× in this paper

Sources

• Evaluating Verifiability in Generative Search Engines
• Navigating the Shift: A Comparative Analysis of Web Search and Generative AI Response Generation
• Role-Augmented Intent-Driven Generative Search Engine Optimization
• C-SEO Bench: Does Conversational SEO Work?
• Qwen2.5 Technical Report

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• RRCM: Ranking-Driven Retrieval over Collaborative and Meta Memories for LLM Recommendation
• Right Family, Wrong Skill: Evaluating Risk Exposure in Agent Skill Retrieval
• UltRAG: a Universal Simple Scalable Recipe for Knowledge Graph RAG