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 201210 of 423 papers

TitleStatusHype
Learning Differentially Private Mechanisms0
Diffusion On Syntax Trees For Program Synthesis0
BizBench: A Quantitative Reasoning Benchmark for Business and Finance0
An Empirical Comparison of Cost Functions in Inductive Logic Programming0
Learning-Based Automatic Synthesis of Software Code and Configuration0
Differentiable Synthesis of Program Architectures0
Learning a Meta-Solver for Syntax-Guided Program Synthesis0
Learning Disjunctions of Predicates0
Latent Programmer: Discrete Latent Codes for Program Synthesis0
Better Context Makes Better Code Language Models: A Case Study on Function Call Argument Completion0
Show:102550
← PrevPage 21 of 43Next →

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