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 271280 of 423 papers

TitleStatusHype
Autoformalization with Large Language Models0
Automated Decision-based Adversarial Attacks0
Automated Generation of Executable Cross-Language Background Knowledge0
AutoTSG: Learning and Synthesis for Incident Troubleshooting0
AutumnSynth: Synthesis of Reactive Programs with Structured Latent State0
BANSAI: Towards Bridging the AI Adoption Gap in Industrial Robotics with Neurosymbolic Programming0
Bayesian causal inference via probabilistic program synthesis0
Better Context Makes Better Code Language Models: A Case Study on Function Call Argument Completion0
BizBench: A Quantitative Reasoning Benchmark for Business and Finance0
BUSTLE: Bottom-Up Program Synthesis Through Learning-Guided Exploration0
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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