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 341350 of 423 papers

TitleStatusHype
h4rm3l: A language for Composable Jailbreak Attack Synthesis0
Hierarchical Neural Program Synthesis0
HOTGP -- Higher-Order Typed Genetic Programming0
HYSYNTH: Context-Free LLM Approximation for Guiding Program Synthesis0
ImageEye: Batch Image Processing Using Program Synthesis0
Imitation-Projected Programmatic Reinforcement Learning0
Improved Tree Search for Automatic Program Synthesis0
Improving Neural Program Synthesis with Inferred Execution Traces0
Inductive Program Synthesis over Noisy Datasets using Abstraction Refinement Based Optimization0
Inference Over Programs That Make Predictions0
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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