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 401410 of 423 papers

TitleStatusHype
Neural-Guided Program Synthesis of Information Extraction Rules Using Self-Supervision0
Neural Program Planner for Structured Predictions0
Neural Program Search: Solving Data Processing Tasks from Description and Examples0
Neural Program Search: Solving Programming Tasks from Description and Examples0
Neural Program Synthesis By Self-Learning0
Neural Program Synthesis with a Differentiable Fixer0
Neural Program Synthesis with Query0
Neurosymbolic Deep Generative Models for Sequence Data with Relational Constraints0
Neuro-Symbolic Program Synthesis0
Novel positional encodings to enable tree-structured transformers0
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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