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pro vyhledávání: '"Palacio, David N"'
Autor:
Palacio, David N., Rodriguez-Cardenas, Daniel, Velasco, Alejandro, Khati, Dipin, Moran, Kevin, Poshyvanyk, Denys
Trustworthiness and interpretability are inextricably linked concepts for LLMs. The more interpretable an LLM is, the more trustworthy it becomes. However, current techniques for interpreting LLMs when applied to code-related tasks largely focus on a
Externí odkaz:
http://arxiv.org/abs/2407.08983
This paper discusses the limitations of evaluating Masked Language Models (MLMs) in code completion tasks. We highlight that relying on accuracy-based measurements may lead to an overestimation of models' capabilities by neglecting the syntax rules o
Externí odkaz:
http://arxiv.org/abs/2401.01512
One of the most common solutions adopted by software researchers to address code generation is by training Large Language Models (LLMs) on massive amounts of source code. Although a number of studies have shown that LLMs have been effectively evaluat
Externí odkaz:
http://arxiv.org/abs/2308.12415
Autor:
Palacio, David N, Velasco, Alejandro, Rodriguez-Cardenas, Daniel, Moran, Kevin, Poshyvanyk, Denys
Large Language Models (LLMs) for code are a family of high-parameter, transformer-based neural networks pre-trained on massive datasets of both natural and programming languages. These models are rapidly being employed in commercial AI-based develope
Externí odkaz:
http://arxiv.org/abs/2308.03873
Autor:
Palacio, David N., Velasco, Alejandro, Cooper, Nathan, Rodriguez, Alvaro, Moran, Kevin, Poshyvanyk, Denys
Neural Language Models of Code, or Neural Code Models (NCMs), are rapidly progressing from research prototypes to commercial developer tools. As such, understanding the capabilities and limitations of such models is becoming critical. However, the ab
Externí odkaz:
http://arxiv.org/abs/2302.03788
Autor:
Moran, Kevin, Palacio, David N., Bernal-Cárdenas, Carlos, McCrystal, Daniel, Poshyvanyk, Denys, Shenefiel, Chris, Johnson, Jeff
Traceability is a fundamental component of the modern software development process that helps to ensure properly functioning, secure programs. Due to the high cost of manually establishing trace links, researchers have developed automated approaches
Externí odkaz:
http://arxiv.org/abs/2005.09046
Autor:
Palacio, David N., McCrystal, Daniel, Moran, Kevin, Bernal-Cárdenas, Carlos, Poshyvanyk, Denys, Shenefiel, Chris
Software security is becoming a high priority for both large companies and start-ups alike due to the increasing potential for harm that vulnerabilities and breaches carry with them. However, attaining robust security assurance while delivering featu
Externí odkaz:
http://arxiv.org/abs/1908.00614