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 281290 of 423 papers

TitleStatusHype
Interpreting Expert Annotation Differences in Animal Behavior0
PSB2: The Second Program Synthesis Benchmark Suite0
Programming PuzzlesCode1
Latent Execution for Neural Program Synthesis Beyond Domain-Specific Languages0
Program Synthesis as Dependency Quantified Formula Modulo TheoryCode0
Automated Decision-based Adversarial Attacks0
Inductive Program Synthesis over Noisy Datasets using Abstraction Refinement Based Optimization0
Toward Code Generation: A Survey and Lessons from Semantic Parsing0
CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance ComputingCode1
Geometry of Program 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