3 papers
cs.NI2025
LLM-Based Config Synthesis requires Disambiguation
Rajdeep Mondal, Nikolaj Bjorner, Todd Millstein +2
Beyond hallucinations, another problem in program synthesis using LLMs is ambiguity in user intent. We illustrate the ambiguity problem in a networking context for LLM-based increm…
cs.NI2023
Eywa: Automating Model Based Testing using LLMs
Rajdeep Mondal, Rathin Singha, Todd Millstein +3
Model-based testing (MBT), whereby a model of the system under test is analyzed to generate high-coverage test cases, has been used to test protocol implementations. A key barrier…
cs.NI2023
What do LLMs need to Synthesize Correct Router Configurations?
Rajdeep Mondal, Alan Tang, Ryan Beckett +2
We investigate whether Large Language Models (e.g., GPT-4) can synthesize correct router configurations with reduced manual effort. We find GPT-4 works very badly by itself, produc…