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 371380 of 423 papers

TitleStatusHype
Comparing and Combining Lexicase Selection and Novelty Search0
Learning a Meta-Solver for Syntax-Guided Program Synthesis0
Execution-Guided Neural Program Synthesis0
"Why did you do that?": Explaining black box models with Inductive SynthesisCode0
Neural Program Planner for Structured Predictions0
Learning to Infer Program SketchesCode0
Learning Neurosymbolic Generative Models via Program Synthesis0
A Survey on Semantic Parsing0
Improving Neural Program Synthesis with Inferred Execution Traces0
Stepping Stones to Inductive Synthesis of Low-Level Looping ProgramsCode0
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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