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 151175 of 423 papers

TitleStatusHype
LambdaBeam: Neural Program Search with Higher-Order Functions and LambdasCode1
Better Context Makes Better Code Language Models: A Case Study on Function Call Argument Completion0
Search-Based Regular Expression Inference on a GPUCode1
ANPL: Towards Natural Programming with Interactive DecompositionCode1
Coarse-Tuning Models of Code with Reinforcement Learning Feedback0
Learning-Based Automatic Synthesis of Software Code and Configuration0
Gorilla: Large Language Model Connected with Massive APIsCode6
Probabilistic Lexicase SelectionCode0
CRITIC: Large Language Models Can Self-Correct with Tool-Interactive CritiquingCode0
Emergent Representations of Program Semantics in Language Models Trained on ProgramsCode1
Learning to Parallelize with OpenMP by Augmented Heterogeneous AST RepresentationCode0
CodeGen2: Lessons for Training LLMs on Programming and Natural LanguagesCode5
Is Your Code Generated by ChatGPT Really Correct? Rigorous Evaluation of Large Language Models for Code GenerationCode3
A Survey of Methods for Converting Unstructured Data to CSG Models0
From Words to Code: Harnessing Data for Program Synthesis from Natural Language0
Outline, Then Details: Syntactically Guided Coarse-To-Fine Code GenerationCode1
(Vector) Space is Not the Final Frontier: Product Search as Program Synthesis0
Fully Autonomous Programming with Large Language Models0
Untangling the Effects of Down-Sampling and Selection in Genetic Programming0
ImageEye: Batch Image Processing Using Program Synthesis0
HOTGP -- Higher-Order Typed Genetic Programming0
Improving Code Generation by Training with Natural Language FeedbackCode1
WikiCoder: Learning to Write Knowledge-Powered CodeCode1
Improved Tree Search for Automatic Program Synthesis0
Hierarchical Neural Program Synthesis0
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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