Property-Based Testing for LLM Outputs: Generating Adversarial Specs Instead of Fixed Test Cases

Research article: Property-Based Testing for LLM Outputs: Generating Adversarial Specs Instead of Fixed Test Cases

Authors

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-09
DOI
https://doi.org/10.5281/zenodo.23253043
Primary Topic
Software Testing and Debugging Techniques
Type
preprint
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
preprint

Property-Based Testing for LLM Outputs: Generating Adversarial Specs Instead of Fixed Test Cases

Oleh Ivchenko
Zenodo (CERN European Organization for Nuclear Research)
Software Testing and Debugging Techniques
preprint

Property-Based Testing for LLM Outputs: Generating Adversarial Specs Instead of Fixed Test Cases

Oleh Ivchenko
preprint en

Abstract

Research article: Property-Based Testing for LLM Outputs: Generating Adversarial Specs Instead of Fixed Test Cases

Zenodo (CERN European Organization for Nuclear Research)
Odessa National Polytechnic University (UA)
Software Testing and Debugging Techniques
DOIOpen Access PDFOpenAlex
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Property-Based Testing for LLM Outputs: Generating Adversarial Specs Instead of Fixed Test Cases — Oleh Ivchenko · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS