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 381390 of 423 papers

TitleStatusHype
Ain't Nobody Got Time For Coding: Structure-Aware Program Synthesis From Natural Language0
Inference Over Programs That Make Predictions0
SemRegex: A Semantics-Based Approach for Generating Regular Expressions from Natural Language Specifications0
Novel positional encodings to enable tree-structured transformers0
Automatic Program Synthesis of Long Programs with a Learned Garbage CollectorCode1
Neural Guided Constraint Logic Programming for Program SynthesisCode0
Memory Augmented Policy Optimization for Program Synthesis and Semantic ParsingCode0
NAPS: Natural Program Synthesis DatasetCode0
Neural Program Synthesis from Diverse Demonstration VideosCode0
Towards Mixed Optimization for Reinforcement Learning with 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