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 101110 of 423 papers

TitleStatusHype
Adversarial Synthetic Datasets for Neural Program Synthesis0
Synthesizing Datalog Programs Using Numerical Relaxation0
Can LLMs plan paths with extra hints from solvers?0
Can Large Language Models Understand Symbolic Graphics Programs?0
Can humans teach machines to code?0
BUSTLE: Bottom-Up Program Synthesis Through Learning-Guided Exploration0
A Neurosymbolic Approach to Adaptive Feature Extraction in SLAM0
Dynamic Neural Program Embeddings for Program Repair0
Dreaming with ARC0
A Divide-Align-Conquer Strategy 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