Data Conference Databasea Query.Farm index
Speakers

Aziza Mirsaidova

Employers on the program

  1. 2025Oracle1 talk
Events1
Conferences1
Talks1
Years active2025

Appearances by year

201920202021202220232024202520262027
  • PyData

Talks

DateEventConferenceRoleTitleLinks
Nov 7, 2025PyData Seattle 2025PyDataspeakerPrompt Variation as a Diagnostic Tool: Exposing Contamination, Memorization, and True Capability in LLMs
as Oracle
Prompt variation isn't just an engineering nuisance, it's a window into fundamental LLM limitations. When a model's accuracy drops from 95% to 75% due to minor…Show less

Prompt variation isn't just an engineering nuisance, it's a window into fundamental LLM limitations. When a model's accuracy drops from 95% to 75% due to minor rephrasing, we're not just seeing brittleness; we're potentially exposing data contamination, spurious correlations, and shallow pattern matching.

Video

Frequent co-speakers

No one else spoke at two or more of the same events.

Speakers with the same name are merged into one entry, so this page may combine more than one person. Affiliations are shown as each conference listed them.