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 191200 of 423 papers

TitleStatusHype
Programming by Example and Text-to-Code Translation for Conversational Code Generation0
NESTER: An Adaptive Neurosymbolic Method for Causal Effect Estimation0
Large Language Models Are Human-Level Prompt EngineersCode3
Synthesizing Programs with Continuous Optimization0
Generating Sequences by Learning to Self-Correct0
Graphs, Constraints, and Search for the Abstraction and Reasoning CorpusCode1
Data types as a more ergonomic frontend for Grammar-Guided Genetic ProgrammingCode1
Relational program synthesis with numerical reasoningCode1
Neural-Guided Program Synthesis of Information Extraction Rules Using Self-Supervision0
Toward Trustworthy Neural 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