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
Explainable Natural Language to Bash Translation using Abstract Syntax TreeCode0
Scaling Neural Program Synthesis with Distribution-based SearchCode1
Neural-guided, Bidirectional Program Search for Abstraction and Reasoning0
Synthesizing Optimal Parallelism Placement and Reduction Strategies on Hierarchical Systems for Deep Learning0
Using Program Synthesis and Inductive Logic Programming to solve Bongard Problems0
Solving the Families In the Wild Kinship Verification Challenge by Program Synthesis0
AutoCoder: Leveraging Transformers for Automatic Code Synthesis0
Are Transformers All That Karel Needs?0
Adversarial Robustness of Program Synthesis Models0
A Genetic Programming Approach To Zero-Shot Neural Architecture Ranking0
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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