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Automated assessment in computer science education: A state-of-the-art review
Practical programming competencies are critical to the success in computer science (CS)
education and go-to-market of fresh graduates. Acquiring the required level of skills is a long …
education and go-to-market of fresh graduates. Acquiring the required level of skills is a long …
Neurosymbolic programming
We survey recent work on neurosymbolic programming, an emerging area that bridges the
areas of deep learning and program synthesis. Like in classic machine learning, the goal …
areas of deep learning and program synthesis. Like in classic machine learning, the goal …
Program synthesis with large language models
Toward verified artificial intelligence
Toward verified artificial intelligence Page 1 46 COMMUNICATIONS OF THE ACM | JULY
2022 | VOL. 65 | NO. 7 contributed articles ILL US TRA TION B Y PETER CRO W THER A …
2022 | VOL. 65 | NO. 7 contributed articles ILL US TRA TION B Y PETER CRO W THER A …
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 …
Code completion with statistical language models
We address the problem of synthesizing code completions for programs using APIs. Given a
program with holes, we synthesize completions for holes with the most likely sequences of …
program with holes, we synthesize completions for holes with the most likely sequences of …