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An Empirical Study of the Non-Determinism of ChatGPT in Code Generation
ACM Transactions on Software Engineering and Methodology, 2023There has been a recent explosion of research on Large Language Models (LLMs) for software engineering tasks, in particular code generation. However, results from LLMs can be highly unstable; non-deterministically returning very different code for the ...
Shuyin Ouyang +3 more
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From Non-determinism to Goroutines: A Fair Implementation of Curry in Go
ACM-SIGPLAN International Conference on Principles and Practice of Declarative Programming, 2021The declarative programming language Curry amalgamates demand-driven evaluation from functional programming with non-determinism from logic programming.
Jonas Böhm, M. Hanus, Finn Teegen
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Handling Non-determinism in Spiking Neural P Systems: Algorithms and Simulations
Fundamenta Informaticae, 2019Spiking Neural P system is a computing model inspired on how the neurons in a living being are interconnected and exchange information. As a model in embrane computing, it is a non-deterministic and massively-parallel system.
J. P. Carandang +4 more
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Non-determinism in Gödel’s System T
Theory of Computing Systems, 2011zbMATH Open Web Interface contents unavailable due to conflicting licenses.
Kristiansen, Lars +1 more
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Expert systems with applications, 2019
Spiking neural P systems (SN P systems, in short) are the latest branch of membrane computing; inspired by the biological behavior of spiking neurons. They are considered true distributed and parallel systems; modeled to solve time consumption problem ...
M. Zein, A. Adl, A. Hassanien
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Spiking neural P systems (SN P systems, in short) are the latest branch of membrane computing; inspired by the biological behavior of spiking neurons. They are considered true distributed and parallel systems; modeled to solve time consumption problem ...
M. Zein, A. Adl, A. Hassanien
semanticscholar +1 more source
A Testbed of Non-determinism in Educational Context
International Conference on Computer Systems and Technologies, 2019Non-determinism is a fundamental concept in automata theory, algorithms and parallelism. Dijkstra's guarded commands as well as Hoare's CSP alternative primitives are means for overcome of the intrinsic for parallel systems non-determinism.
Milen Loukantchevsky +2 more
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The Good, The Bad, and The Greedy: Evaluation of LLMs Should Not Ignore Non-Determinism
North American Chapter of the Association for Computational LinguisticsCurrent evaluations of large language models (LLMs) often overlook non-determinism, typically focusing on a single output per example. This limits our understanding of LLM performance variability in real-world applications. Our study addresses this issue
Yifan Song +3 more
semanticscholar +1 more source
Evolution of System Safety, 2018
Risk assessment plays a key role in Safety Management Systems. For more than forty years, likelihood and consequence have been used to guide the allocation of finite resources. Standards, such as IEC61508 and the DO-178 series, extended these concepts to
C. W. Johnson
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Risk assessment plays a key role in Safety Management Systems. For more than forty years, likelihood and consequence have been used to guide the allocation of finite resources. Standards, such as IEC61508 and the DO-178 series, extended these concepts to
C. W. Johnson
semanticscholar +1 more source