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 121130 of 423 papers

TitleStatusHype
Bring Your Own KG: Self-Supervised Program Synthesis for Zero-Shot KGQACode1
Coffee: Boost Your Code LLMs by Fixing Bugs with FeedbackCode0
BizBench: A Quantitative Reasoning Benchmark for Business and Finance0
Generating Pragmatic Examples to Train Neural Program SynthesizersCode0
LILO: Learning Interpretable Libraries by Compressing and Documenting CodeCode1
LLM for SoC Security: A Paradigm Shift0
The Program Testing Ability of Large Language Models for Code0
Logic-Q: Improving Deep Reinforcement Learning-based Quantitative Trading via Program Sketch-based Tuning0
mlirSynth: Automatic, Retargetable Program Raising in Multi-Level IR using Program Synthesis0
Program Synthesis with Best-First Bottom-Up Search0
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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