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
Efficient Pragmatic Program Synthesis with Informative Specifications0
Iterative Genetic Improvement: Scaling Stochastic Program Synthesis0
Learning logic programs by discovering where not to searchCode0
SapientML: Synthesizing Machine Learning Pipelines by Learning from Human-Written Solutions0
Synthesizing explainable counterfactual policies for algorithmic recourse with program synthesisCode0
MWP-BERT: Numeracy-Augmented Pre-training for Math Word Problem Solving0
Stress Rules from Surface Forms: Experiments with Program Synthesis0
Differentiable Synthesis of Program Architectures0
Automatic Synthesis of Diverse Weak Supervision Sources for Behavior AnalysisCode0
Solving Visual Analogies Using Neural Algorithmic Reasoning0
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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