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Program Synthesis

Program synthesis is the process of automatically generating a program or code snippet that satisfies a given specification or set of requirements. This can include generating code from a formal specification, a natural language description, or example inputs and outputs. The primary goal of program synthesis is to minimize human intervention in the coding process, reduce errors, and improve productivity.

Program synthesis often involves the use of advanced algorithms, artificial intelligence, and machine learning techniques to search the space of possible programs that meet the given constraints. This process can be guided by a variety of techniques, such as constraint solving, symbolic execution, and genetic algorithms.

Papers

Showing 111120 of 423 papers

TitleStatusHype
Learning logic programs by finding minimal unsatisfiable subprograms0
DALex: Lexicase-like Selection via Diverse AggregationCode0
Analyzing the Effectiveness of Large Language Models on Text-to-SQL SynthesisCode1
3D-PreMise: Can Large Language Models Generate 3D Shapes with Sharp Features and Parametric Control?0
CodeScholar: Growing Idiomatic Code ExamplesCode1
Automating the Design of Multigrid Methods with Evolutionary Program SynthesisCode1
KEN: Kernel Extensions using Natural LanguageCode1
LLM4TDD: Best Practices for Test Driven Development Using Large Language Models0
Function-constrained Program Synthesis0
Program Machine Policy: Addressing Long-Horizon Tasks by Integrating Program Synthesis and State Machines0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DrRepairSuccess rate @budget 10038.5Unverified
2Multiclass localizerSuccess rate @budget 10034.2Unverified
#ModelMetricClaimedVerifiedStatus
1DrRepairSuccess rate @budget 10057Unverified
2Multiclass localizerSuccess rate @budget 10053.7Unverified
#ModelMetricClaimedVerifiedStatus
1CodeTrans-MT-TF-SmallAccuracy90.31Unverified