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 361370 of 423 papers

TitleStatusHype
ADAPTIVE GENERATION OF PROGRAMMING PUZZLES0
Natural- to formal-language generation using Tensor Product Representations0
Iterative Target Augmentation for Effective Conditional Generation0
Learning Fitness Functions for Machine Programming0
Imitation-Projected Programmatic Reinforcement Learning0
Program Synthesis and Semantic Parsing with Learned Code IdiomsCode0
SPoC: Search-based Pseudocode to CodeCode0
Write, Execute, Assess: Program Synthesis with a REPL0
One-shot Information Extraction from Document Images using Neuro-Deductive Program Synthesis0
Synthesizing Datalog Programs Using Numerical Relaxation0
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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