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An Empirical Study of the Non-Determinism of ChatGPT in Code Generation

ACM Transactions on Software Engineering and Methodology, 2023
There 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
semanticscholar   +1 more source

Determinism beyond time evolution

European Journal for Philosophy of Science, 2021
Physicists are increasingly beginning to take seriously the possibility of laws outside the traditional time-evolution paradigm; yet many popular definitions of determinism are still predicated on a time-evolution picture, making them manifestly unsuited
E. Adlam
semanticscholar   +1 more source

Beliefs in Free Will Versus Determinism: Search for Meaning Mediates the Life Scheme–Depressive Symptom Link

Journal of humanistic psychology, 2020
A life scheme can be understood as the cognitive representation of individuals’ life events and their goal attainment in the past and future. We conceptualize beliefs in free will and determinism as two life schemes.
P. F. J. Li, Y. J. Wong
semanticscholar   +1 more source

The Good, The Bad, and The Greedy: Evaluation of LLMs Should Not Ignore Non-Determinism

North American Chapter of the Association for Computational Linguistics
Current 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

Neurobiologically Poor? Brain Phenotypes, Inequality, and Biosocial Determinism

Science, Technology and Human Values, 2019
The rise of neuroplasticity has led to new fields of study about the relation between social inequalities and neurobiology, including investigations into the “neuroscience of poverty.” The neural phenotype of poverty proposed in recent neuroscientific ...
Victoria Pitts-Taylor
semanticscholar   +1 more source

Non-determinism in Byzantine Fault-Tolerant Replication

International Conference on Principles of Distributed Systems, 2016
Service replication distributes an application over many processes for tolerating faults, attacks, and misbehavior among a subset of the processes. The established state-machine replication paradigm inherently requires the application to be deterministic.
C. Cachin, Simon Schubert, M. Vukolic
semanticscholar   +1 more source

Predicting self-assembly: from empirism to determinism

Chemical Society Reviews, 2012
Carlos-Andres Palma   +2 more
exaly  

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