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 8190 of 423 papers

TitleStatusHype
Generating Code World Models with Large Language Models Guided by Monte Carlo Tree SearchCode1
Analogical proportions II0
Goals as Reward-Producing ProgramsCode1
MapCoder: Multi-Agent Code Generation for Competitive Problem SolvingCode2
Finding structure in logographic writing with library learning0
Program Synthesis using Inductive Logic Programming for the Abstraction and Reasoning Corpus0
Large Language Models Synergize with Automated Machine LearningCode0
PhilHumans: Benchmarking Machine Learning for Personal Health0
Can humans teach machines to code?0
BANSAI: Towards Bridging the AI Adoption Gap in Industrial Robotics with Neurosymbolic Programming0
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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