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 201210 of 423 papers

TitleStatusHype
Combining LLM Code Generation with Formal Specifications and Reactive Program Synthesis0
Latent Execution for Neural Program Synthesis Beyond Domain-Specific Languages0
Latent Programmer: Discrete Latent Codes for Program Synthesis0
Learning a Meta-Solver for Syntax-Guided Program Synthesis0
Learning-Based Automatic Synthesis of Software Code and Configuration0
Geometry of Program Synthesis0
Adaptive Language-Guided Abstraction from Contrastive Explanations0
Learning Disjunctions of Predicates0
ADAPTIVE GENERATION OF PROGRAMMING PUZZLES0
Genetic Algorithm for 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