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 151160 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
ANPL: Towards Natural Programming with Interactive DecompositionCode1
Search-Based Regular Expression Inference on a GPUCode1
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 Critiquing0
Emergent Representations of Program Semantics in Language Models Trained on ProgramsCode1
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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