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 171180 of 423 papers

TitleStatusHype
From Human Days to Machine Seconds: Automatically Answering and Generating Machine Learning Final Exams0
Iterative Target Augmentation for Effective Conditional Generation0
Landmarks and Regions: A Robust Approach to Data Extraction0
Imitation-Projected Programmatic Reinforcement Learning0
Comparing and Combining Lexicase Selection and Novelty Search0
GPU accelerated program synthesis: Enumerate semantics, not syntax!0
Autoformalization with Large Language Models0
Improving Neural Program Synthesis with Inferred Execution Traces0
Interpreting Expert Annotation Differences in Animal Behavior0
Goal-directed Generation of Discrete Structures with Conditional Generative Models0
Show:102550
← PrevPage 18 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