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

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Showing 381–390 of 423 papers

TitleStatusHype
LLMPhy: Complex Physical Reasoning Using Large Language Models and World Models—0
Logic-Q: Improving Deep Reinforcement Learning-based Quantitative Trading via Program Sketch-based Tuning—0
LoopInvGen: A Loop Invariant Generator based on Precondition Inference—0
Machine Learning meets Algebraic Combinatorics: A Suite of Datasets Capturing Research-level Conjecturing Ability in Pure Mathematics—0
Matching Markets Meet LLMs: Algorithmic Reasoning with Ranked Preferences—0
B-Coder: Value-Based Deep Reinforcement Learning for Program Synthesis—0
Mechanic Maker: Accessible Game Development Via Symbolic Learning Program Synthesis—0
Mitigating Gender Bias in Code Large Language Models via Model Editing—0
mlirSynth: Automatic, Retargetable Program Raising in Multi-Level IR using Program Synthesis—0
MMFactory: A Universal Solution Search Engine for Vision-Language Tasks—0
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All datasetsSPoC TestPSPoC TestWAlgoLisp

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DrRepairSuccess rate @budget 10038.5—Unverified
2Multiclass localizerSuccess rate @budget 10034.2—Unverified
#ModelMetricClaimedVerifiedStatus
1DrRepairSuccess rate @budget 10057—Unverified
2Multiclass localizerSuccess rate @budget 10053.7—Unverified
#ModelMetricClaimedVerifiedStatus
1CodeTrans-MT-TF-SmallAccuracy90.31—Unverified