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 15511600 of 1697 papers

TitleStatusHype
Programming by Example and Text-to-Code Translation for Conversational Code Generation0
CLAWSAT: Towards Both Robust and Accurate Code ModelsCode0
Execution-based Evaluation for Data Science Code Generation ModelsCode0
Evaluating How Fine-tuning on Bimodal Data Effects Code GenerationCode0
Steps towards prompt-based creation of virtual worlds0
CodePAD: Sequence-based Code Generation with Pushdown AutomatonCode0
Exploring Effects of Computational Parameter Changes to Image Recognition Systems0
A Simple, Yet Effective Approach to Finding Biases in Code Generation0
Aligning Offline Metrics and Human Judgments of Value for Code Generation Models0
Follow-up Attention: An Empirical Study of Developer and Neural Model Code ExplorationCode0
SimSCOOD: Systematic Analysis of Out-of-Distribution Generalization in Fine-tuned Source Code ModelsCode0
Transferring Knowledge from Structure-aware Self-attention Language Model to Sequence-to-Sequence Semantic Parsing0
CodeDSI: Differentiable Code Search0
T5QL: Taming language models for SQL generation0
Towards Top-Down Automated Development in Limited Scopes: A Neuro-Symbolic Framework from Expressibles to Executables0
A rapid-prototype MPC tool based on gPROMS platform0
Exploring and Evaluating Personalized Models for Code Generation0
FuncFooler: A Practical Black-box Attack Against Learning-based Binary Code Similarity Detection Methods0
Antecedent Predictions Are More Important Than You Think: An Effective Method for Tree-Based Code Generation0
Incorporating Domain Knowledge through Task Augmentation for Front-End JavaScript Code Generation0
ULDGNN: A Fragmented UI Layer Detector Based on Graph Neural Networks0
Interactive Code Generation via Test-Driven User-Intent Formalization0
Latent Multi-Relation Reasoning for GAN-Prior based Image Super-Resolution0
A Hazard Analysis Framework for Code Synthesis Large Language Models0
PanGu-Coder: Program Synthesis with Function-Level Language ModelingCode0
Constrained Training of Neural Networks via Theorem Proving0
Securing Optimized Code Against Power Side Channels0
SVSHI: Secure and Verified Smart Home Infrastructure0
0/1 Deep Neural Networks via Block Coordinate Descent0
UI Layers Merger: Merging UI layers via Visual Learning and Boundary PriorCode0
Code Generation Tools (Almost) for Free? A Study of Few-Shot, Pre-Trained Language Models on Code0
Transformer with Tree-order Encoding for Neural Program GenerationCode0
Self-Programming Artificial Intelligence Using Code-Generating Language Models0
Genetic Improvement in the Shackleton Framework for Optimizing LLVM Pass Sequences0
Facilitating automated conversion of scientific knowledge into scientific simulation models with the Machine Assisted Generation, Calibration, and Comparison (MAGCC) Framework0
Can NMT Understand Me? Towards Perturbation-based Evaluation of NMT Models for Code Generation0
Flexible development and evaluation of machine-learning-supported optimal control and estimation methods via HILO-MPC0
Compilable Neural Code Generation with Compiler Feedback0
Generating 3D Bio-Printable Patches Using Wound Segmentation and Reconstruction to Treat Diabetic Foot Ulcers0
The impact of lexical and grammatical processing on generating code from natural languageCode0
Capturing Failures of Large Language Models via Human Cognitive Biases0
Code Generation for Unknown Libraries via Reading API Documentations0
LaMDA: Language Models for Dialog Applications0
GAP-Gen: Guided Automatic Python Code GenerationCode0
Discovering Non-Monotonic Autoregressive Ordering for Text Generation Models using Sinkhorn Distributions0
Summarize and Generate to Back-translate: Unsupervised Translation of Programming Languages0
Transferring Knowledge from Structure-aware Self-attention Language Model to Sequence-to-Sequence Semantic Parsing0
Transfer-Tuning: Reusing Auto-Schedules for Efficient Tensor Program Code GenerationCode0
Deep Distilling: automated code generation using explainable deep learning0
Real-time Nonlinear MPC Strategy with Full Vehicle Validation for Autonomous Driving0
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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