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 251260 of 423 papers

TitleStatusHype
AutoTSG: Learning and Synthesis for Incident Troubleshooting0
Autoformalization with Large Language Models0
Transformer-based Program Synthesis for Low-Data EnvironmentsCode0
Neural Program Synthesis with Query0
From Solution Synthesis to Student Attempt Synthesis for Block-Based Visual Programming TasksCode0
Example-based Synthesis of Static Analysis Rules0
What If: Generating Code to Answer Simulation QuestionsCode0
Population Diversity Leads to Short Running Times of Lexicase Selection0
Landmarks and Regions: A Robust Approach to Data Extraction0
Compositional Generalization and Decomposition in 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