Author

Benjamin Tannenbaum

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Jul 2026

The Prompt Is Not the Query: How Request State Evolves Across Multi-Turn AI Conversations

Categorical results support session-level measurement for AI search, and length-matched nulls show that low lexical coverage is largely a consequence of turn length, so vocabulary results are interpreted as information availability, not semantic drift.

Benjamin Tannenbaum · arXiv.org · 2 citations

Preprint Aug 2026

Beyond the Final Prompt: Measuring the Effect of Within-Conversation Context on AI Answers

This study directly test whether that omitted within-conversation context changes answers in a conversation and concerns preceding turns in the same conversation and does not test persistent memory across separate conversations.

Benjamin Tannenbaum · 1 citation