SOTAVerified

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 261270 of 423 papers

TitleStatusHype
Analogical proportions II0
Untangling the Effects of Down-Sampling and Selection in Genetic Programming0
A Neurodiversity-Inspired Solver for the Abstraction \& Reasoning Corpus (ARC) Using Visual Imagery and Program Synthesis0
An Empirical Comparison of Cost Functions in Inductive Logic Programming0
A Neurosymbolic Approach to Adaptive Feature Extraction in SLAM0
A Real-World WebAgent with Planning, Long Context Understanding, and Program Synthesis0
Are Transformers All That Karel Needs?0
A Survey of Methods for Converting Unstructured Data to CSG Models0
A Survey on Semantic Parsing0
AutoCoder: Leveraging Transformers for Automatic Code Synthesis0
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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