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 181190 of 423 papers

TitleStatusHype
Exploring Data Augmentation for Code Generation TasksCode0
NeuRI: Diversifying DNN Generation via Inductive Rule InferenceCode1
Execution-based Code Generation using Deep Reinforcement LearningCode1
PADL: Language-Directed Physics-Based Character ControlCode1
MTGP: Combining Metamorphic Testing and Genetic Programming0
A Divide-Align-Conquer Strategy for Program Synthesis0
Informed Down-Sampled Lexicase Selection: Identifying productive training cases for efficient problem solving0
Parsel: Algorithmic Reasoning with Language Models by Composing DecompositionsCode2
Unveiling Code Pre-Trained Models: Investigating Syntax and Semantics Capacities0
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