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Expectation vs. experience: Evaluating the usability of code generation tools powered by large language models
Recent advances in Large Language Models (LLM) have made automatic code generation
possible for real-world programming tasks in general-purpose programming languages …
possible for real-world programming tasks in general-purpose programming languages …
[PDF][PDF] Search-based program synthesis
Search-based program synthesis Page 1 84 COMMUNICATIONS OF THE ACM | DECEMBER
2018 | VOL. 61 | NO. 12 review articles Writing programs that are both correct and efficient is …
2018 | VOL. 61 | NO. 12 review articles Writing programs that are both correct and efficient is …
Transformers in source code generation: A comprehensive survey
Transformers have revolutionized natural language processing (NLP) and have had a huge
impact on automating tasks. Recently, transformers have led to the development of powerful …
impact on automating tasks. Recently, transformers have led to the development of powerful …
Cosa: Scheduling by constrained optimization for spatial accelerators
Recent advances in Deep Neural Networks (DNNs) have led to active development of
specialized DNN accelerators, many of which feature a large number of processing …
specialized DNN accelerators, many of which feature a large number of processing …
Sqlizer: query synthesis from natural language
This paper presents a new technique for automatically synthesizing SQL queries from
natural language (NL). At the core of our technique is a new NL-based program synthesis …
natural language (NL). At the core of our technique is a new NL-based program synthesis …
Neuro-symbolic program synthesis
Recent years have seen the proposal of a number of neural architectures for the problem of
Program Induction. Given a set of input-output examples, these architectures are able to …
Program Induction. Given a set of input-output examples, these architectures are able to …
[KİTAP][B] Syntax-guided synthesis
The classical formulation of the program-synthesis problem is to find a program that meets a
correctness specification given as a logical formula. Recent work on program synthesis and …
correctness specification given as a logical formula. Recent work on program synthesis and …
Semfix: Program repair via semantic analysis
HDT Nguyen, D Qi, A Roychoudhury… - 2013 35th …, 2013 - ieeexplore.ieee.org
Debugging consumes significant time and effort in any major software development project.
Moreover, even after the root cause of a bug is identified, fixing the bug is non-trivial. Given …
Moreover, even after the root cause of a bug is identified, fixing the bug is non-trivial. Given …
S3: syntax-and semantic-guided repair synthesis via programming by examples
A notable class of techniques for automatic program repair is known as semantics-based.
Such techniques, eg, Angelix, infer semantic specifications via symbolic execution, and then …
Such techniques, eg, Angelix, infer semantic specifications via symbolic execution, and then …
Packet transactions: High-level programming for line-rate switches
Many algorithms for congestion control, scheduling, network measurement, active queue
management, and traffic engineering require custom processing of packets in the data plane …
management, and traffic engineering require custom processing of packets in the data plane …