Code Simulation Challenges for Large Language Models

1 code implementation • 17 Jan 2024 • Emanuele La Malfa, Christoph Weinhuber, Orazio Torre, Fangru Lin, Samuele Marro, Anthony Cohn, Nigel Shadbolt, Michael Wooldridge

We propose a novel off-the-shelf prompting method, Chain of Simulation (CoSm), which instructs LLMs to simulate code execution line by line/follow the computation pattern of compilers.

Language Models as a Service: Overview of a New Paradigm and its Challenges

no code implementations • 28 Sep 2023 • Emanuele La Malfa, Aleksandar Petrov, Simon Frieder, Christoph Weinhuber, Ryan Burnell, Raza Nazar, Anthony G. Cohn, Nigel Shadbolt, Michael Wooldridge

This paper has two goals: on the one hand, we delineate how the aforementioned challenges act as impediments to the accessibility, replicability, reliability, and trustworthiness of LMaaS.

Benchmarking

dtControl 2.0: Explainable Strategy Representation via Decision Tree Learning Steered by Experts

no code implementations • 15 Jan 2021 • Pranav Ashok, Mathias Jackermeier, Jan Křetínský, Christoph Weinhuber, Maximilian Weininger, Mayank Yadav

To this end, we also provide a graphical user interface.

Decision Making