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
Knowledge-Driven Program Synthesis via Adaptive Replacement Mutation and Auto-constructed Subprogram ArchivesCode0
Limits of an AI program for solving college math problems0
CORNET: Learning Table Formatting Rules By Example0
Learning programs with magic valuesCode1
PanGu-Coder: Program Synthesis with Function-Level Language ModelingCode0
CodeRL: Mastering Code Generation through Pretrained Models and Deep Reinforcement LearningCode2
GitHub Copilot AI pair programmer: Asset or Liability?Code0
From Perception to Programs: Regularize, Overparameterize, and Amortize0
From Human Days to Machine Seconds: Automatically Answering and Generating Machine Learning Final Exams0
Functional Code Building Genetic Programming0
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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