SOTAVerified

Code Generation

Code Generation is an important field to predict explicit code or program structure from multimodal data sources such as incomplete code, programs in another programming language, natural language descriptions or execution examples. Code Generation tools can assist the development of automatic programming tools to improve programming productivity.

Source: Deep Learning for Source Code Modeling and Generation

Image source: Measuring Coding Challenge Competence With APPS

Papers

Showing 16511697 of 1697 papers

TitleStatusHype
Program Synthesis and Semantic Parsing with Learned Code IdiomsCode0
Adversarial Examples to Fool Iris Recognition Systems0
Interpreting OWL Complex Classes in AutomationML based on Bidirectional TranslationCode0
Unsupervised Neural Generative Semantic Hashing0
Jointly Learning Semantic Parser and Natural Language Generator via Dual Information Maximization0
Sketch2code: Generating a website from a paper mockup0
Learning Programmatic Idioms for Scalable Semantic Parsing0
Reversible Jump Probabilistic ProgrammingCode0
swTVM: Towards Optimized Tensor Code Generation for Deep Learning on Sunway Many-Core Processor0
Toward Imitating Visual Attention of Experts in Software Development Tasks0
Stripe: Tensor Compilation via the Nested Polyhedral ModelCode0
CodeGRU: Context-aware Deep Learning with Gated Recurrent Unit for Source Code ModelingCode0
Insertion-based Decoding with automatically Inferred Generation Order0
The use of Extract Morphology for Automatic Generation of Language Technology for Votic0
Backpropagation with Callbacks: Foundations for Efficient and Expressive Differentiable Programming0
Eclipse CDT code analysis and unit testingCode0
A Grammar-Based Structural CNN Decoder for Code GenerationCode0
Automatic Graphics Program Generation using Attention-Based Hierarchical Decoder0
ISA Mapper: A Compute and Hardware Agnostic Deep Learning Compiler0
TRANX: A Transition-based Neural Abstract Syntax Parser for Semantic Parsing and Code GenerationCode1
Retrieval-Based Neural Code GenerationCode0
A Hardware-Software Blueprint for Flexible Deep Learning Specialization0
Neural Semantic Parsing0
Neural Machine Translation for Query Construction and CompositionCode1
StructVAE: Tree-structured Latent Variable Models for Semi-supervised Semantic ParsingCode1
Building Language Models for Text with Named EntitiesCode0
Search Based Code Generation for Machine Learning Programs0
Bidirectional Attention for SQL GenerationCode0
Deep Hashing with Category Mask for Fast Video RetrievalCode0
Natural Language Programing with Automatic Code Generation towards Solving Addition-Subtraction Word Problems0
DLVM: A modern compiler infrastructure for deep learning systemsCode0
Dialog for Language to Code0
A parallel corpus of Python functions and documentation strings for automated code documentation and code generationCode1
pix2code: Generating Code from a Graphical User Interface ScreenshotCode0
Abstract Syntax Networks for Code Generation and Semantic ParsingCode0
A Syntactic Neural Model for General-Purpose Code GenerationCode0
Deep Region Hashing for Efficient Large-scale Instance Search from Images0
Boda-RTC: Productive Generation of Portable, Efficient Code for Convolutional Neural Networks on Mobile Computing PlatformsCode0
Joint Face Detection and Alignment using Multi-task Cascaded Convolutional NetworksCode1
Latent Predictor Networks for Code GenerationCode1
Composing inference algorithms as program transformations0
Scalability and Optimization Strategies for GPU Enhanced Neural Networks (GeNN)0
Code Generation for High-Level Synthesis of Multiresolution Applications on FPGAs0
Towards Model Driven Architectures for Human Language Technologies0
Learning Binary Codes for High-Dimensional Data Using Bilinear Projections0
Utilizing Static Analysis and Code Generation to Accelerate Neural Networks0
CLIMB grammars: three projects using metagrammar engineering0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1EG-CFG (DeepSeek-V3-0324)Accuracy96.6Unverified
2QualityFlow (Sonnet-3.5)Accuracy94.2Unverified
3o1-mini + MapCoder (Hamming.ai)Accuracy93.2Unverified
4MGDebugger (DeepSeek-V3-0324)Accuracy92.4Unverified
5GPT-4 + AgentCoderAccuracy91.8Unverified
6CodeSim (GPT4o)Accuracy90.7Unverified
7Jiutian-大模型Accuracy90Unverified
8GPT-3.5 Turbo (ChatGPT) + AgentCoderAccuracy89.9Unverified
9MapCoder (GPT-4o)Accuracy89.7Unverified
10GPT-4 (ChatGPT Plus)Accuracy87.5Unverified
#ModelMetricClaimedVerifiedStatus
1LPW (GPT-4o)Introductory Pass@187.2Unverified
2MoTCoder-32B-V1.5Introductory Pass@168.44Unverified
3MoTCoder-7B-V1.5Introductory Pass@154.26Unverified
4code-davinci-002 175B (CodeT)Introductory Pass@147.3Unverified
5deepseek-ai/deepseek-coder-6.7b-instructIntroductory Pass@133.8Unverified
6code-davinci-002 175BIntroductory Pass@131.92Unverified
7CodeChain+WizardCoder-15bIntroductory Pass@129.3Unverified
8WizardCoder-15bIntroductory Pass@126.29Unverified
9CodeSim (GPT4)Introductory Pass@126.04Unverified
10AlphaCode 1B Filtered from 50000Competition Pass@any22Unverified
#ModelMetricClaimedVerifiedStatus
1PanGu-Coder-FT-IBLEU44.32Unverified
2RoBERTaMarianBLEU35.74Unverified
3MarianCGBLEU34.43Unverified
4TranX + BERT w/minedBLEU34.2Unverified
5BERT + TAEBLEU33.41Unverified
6BERTMarianBLEU32.46Unverified
7External Knowledge With API + RerankingBLEU32.26Unverified
8External Knowledge With APIBLEU30.69Unverified
9BART W/ MinedBLEU30.55Unverified
10ELECTRAMarianBLEU30.18Unverified
#ModelMetricClaimedVerifiedStatus
1MarianCGAccuracy81.83Unverified
2BERT + TAEAccuracy81.03Unverified
3TranX + BERT w/minedAccuracy81.03Unverified
4RerankerAccuracy80.2Unverified
5LUKEMarianAccuracy78.5Unverified
6RoBERTaMarianAccuracy77.95Unverified
7BERTMarianAccuracy76.68Unverified
8TranxAccuracy73.7Unverified
9ELECTRAMarianAccuracy65.32Unverified
10lpn (Ling et al., 2016)Accuracy62.3Unverified
#ModelMetricClaimedVerifiedStatus
1NL2SQL-RULEExecution Accuracy89.2Unverified
2TypeSQL+TC (Yu et al., 2018)+Execution Accuracy82.6Unverified
3TranxExecution Accuracy78.6Unverified
4STAMP+RL (Sun et al., 2018)+Execution Accuracy74.6Unverified
5STAMP (Sun et al., 2018)+Execution Accuracy74.4Unverified
6TypeSQL (Yu et al., 2018)Execution Accuracy73.5Unverified
7PT-MAML (Huang et al., 2018)Execution Accuracy68Unverified
8Bidirectional Attention for SQL GenerationExecution Accuracy62.5Unverified
9Seq2SQL (Zhong et al., 2017)Execution Accuracy59.4Unverified
10Seq2Seq (Zhong et al., 2017)Execution Accuracy35.9Unverified
#ModelMetricClaimedVerifiedStatus
1QurrentOS-coder + Claude 3.5 Sonnetpass@158Unverified
2QurrentOS-coder + GPT-4opass@146Unverified
3QurrentOS-coder + GPT-4 Turbopass@137Unverified
4QurrentOS-coder + Claude 3 Opuspass@136Unverified
5QurrentOS-coder + Gemini 1.5 Propass@130Unverified
6QurrentOS-coder + GPT-4pass@130Unverified
7QurrentOS-coder + DeepSeek-Coder-V2pass@129Unverified
8QurrentOS-coder + Llama 3 70bpass@120Unverified
9QurrentOS-coder + Qwen-72B-Instructpass@118Unverified
#ModelMetricClaimedVerifiedStatus
1EG-CFG (DeepSeek-V3-0324)Test Set pass@158.18Unverified
2LPW (GPT-4o)Test Set pass@134.7Unverified
3MapCoder (GPT-4)Test Set pass@128.5Unverified
4CodeSim (GPT4)Test Set pass@128.4Unverified
5MoTCoder-15BTest Set pass@126.34Unverified
6MoTCoder-7B-v1.5Test Set pass@120.77Unverified
7CodeChain + WizardCoder-15BTest Set pass@12.35Unverified
8WizardCoder-15BTest Set pass@11.11Unverified
#ModelMetricClaimedVerifiedStatus
1DeepSeek-R1 (MGDebugger)Pass@1100Unverified
2LLaMA 3Pass@199.4Unverified
3QualityFlow (Sonnet-3.5)Pass@198.8Unverified
4Phi-2Pass@198.2Unverified
5EG-CFG (DeepSeek-V3-0324)Pass@196.95Unverified
6Mistral 7BPass@193.9Unverified
7Claude Sonnet 3.5Pass@190.85Unverified
8L2MAC (GPT-4)Pass@190.2Unverified
#ModelMetricClaimedVerifiedStatus
1Claude 3 HaikuPass@327.67Unverified
2GPT-3.5 TurboPass@323.75Unverified
3codechat-bisonPass@311.39Unverified
4chat-bisonPass@38.48Unverified
5Mixtral-8x7B-InstructPass@38.35Unverified
6Phi-3-mini-128k-instructPass@37.18Unverified
7WizardLM-2-7BPass@33.72Unverified
8Llama-3-8B-InstructPass@33.1Unverified
#ModelMetricClaimedVerifiedStatus
1o1-previewpass@10.95Unverified
2o1-minipass@10.94Unverified
3gpt-4o-2024-08-06pass@10.89Unverified
4claude-3.5-sonnetpass@10.88Unverified
5deepseek-v2.5pass@10.83Unverified
6mistral-large-2pass@10.78Unverified
7deepseek-coder-v2-instructpass@10.7Unverified
8llama-v3p1-405b-instructpass@10.3Unverified
#ModelMetricClaimedVerifiedStatus
1BART W/ MinedBLEU35.32Unverified
2BART BaseBLEU34.35Unverified
3External Knowledge With API + RerankingBLEU20.54Unverified
4External Knowledge With APIBLEU20.37Unverified
5RerankerBLEU19.85Unverified
6TranXBLEU18.85Unverified
#ModelMetricClaimedVerifiedStatus
1claude-3-5-sonnetpass@10.68Unverified
2o1-minipass@10.67Unverified