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 391400 of 423 papers

TitleStatusHype
MTGP: Combining Metamorphic Testing and Genetic Programming0
Multi-Intent Detection in User Provided Annotations for Programming by Examples Systems0
Multi-modal Program Inference: a Marriage of Pre-trainedLanguage Models and Component-based Synthesis0
Multi-Plane Program Induction with 3D Box Priors0
MWP-BERT: Numeracy-Augmented Pre-training for Math Word Problem Solving0
Natural Language Commanding via Program Synthesis0
Natural- to formal-language generation using Tensor Product Representations0
Learning Fitness Functions for Machine Programming0
Neural-guided, Bidirectional Program Search for Abstraction and Reasoning0
Neural-Guided Deductive Search for Real-Time Program Synthesis from Examples0
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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