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 451500 of 1697 papers

TitleStatusHype
Fault-Aware Neural Code RankersCode1
CoTexT: Multi-task Learning with Code-Text TransformerCode1
SlideCoder: Layout-aware RAG-enhanced Hierarchical Slide Generation from DesignCode1
EffiLearner: Enhancing Efficiency of Generated Code via Self-OptimizationCode1
Exploring Parameter-Efficient Fine-Tuning Techniques for Code Generation with Large Language ModelsCode1
Exploring Dynamic Selection of Branch Expansion Orders for Code GenerationCode1
VulScribeR: Exploring RAG-based Vulnerability Augmentation with LLMsCode1
Exploiting LLM QuantizationCode1
Extend Model Merging from Fine-Tuned to Pre-Trained Large Language Models via Weight DisentanglementCode1
A parallel corpus of Python functions and documentation strings for automated code documentation and code generationCode1
Execution-based Code Generation using Deep Reinforcement LearningCode1
BioCoder: A Benchmark for Bioinformatics Code Generation with Large Language ModelsCode1
COAST: Enhancing the Code Debugging Ability of LLMs through Communicative Agent Based Data SynthesisCode1
BigO(Bench) -- Can LLMs Generate Code with Controlled Time and Space Complexity?Code1
Compliance-to-Code: Enhancing Financial Compliance Checking via Code GenerationCode1
AutoSafeCoder: A Multi-Agent Framework for Securing LLM Code Generation through Static Analysis and Fuzz TestingCode1
Entropy-Regularized Token-Level Policy Optimization for Language Agent ReinforcementCode1
EPiC: Cost-effective Search-based Prompt Engineering of LLMs for Code GenerationCode1
Execution-Based Evaluation for Open-Domain Code GenerationCode1
EffiCoder: Enhancing Code Generation in Large Language Models through Efficiency-Aware Fine-tuningCode1
EffiBench-X: A Multi-Language Benchmark for Measuring Efficiency of LLM-Generated CodeCode1
Embedding API Dependency Graph for Neural Code GenerationCode1
Dynamics of Instruction Tuning: Each Ability of Large Language Models Has Its Own Growth PaceCode1
ANPL: Towards Natural Programming with Interactive DecompositionCode1
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent CollaborationCode1
Teach me how to Label: Labeling Functions from Natural Language with Text-to-text TransformersCode1
B4: Towards Optimal Assessment of Plausible Code Solutions with Plausible TestsCode1
Text2App: A Framework for Creating Android Apps from Text DescriptionsCode1
Effective LLM-Driven Code Generation with PythonessCode1
Energy-Based Models for Code Generation under Compilability ConstraintsCode1
ThingML+ Augmenting Model-Driven Software Engineering for the Internet of Things with Machine LearningCode1
DolphCoder: Echo-Locating Code Large Language Models with Diverse and Multi-Objective Instruction TuningCode1
DocuMint: Docstring Generation for Python using Small Language ModelsCode1
ContraCLM: Contrastive Learning For Causal Language ModelCode1
Beyond Correctness: Benchmarking Multi-dimensional Code Generation for Large Language ModelsCode1
Controlling Conditional Language Models without Catastrophic ForgettingCode1
CYCLE: Learning to Self-Refine the Code GenerationCode1
Beyond Autoregression: Fast LLMs via Self-Distillation Through TimeCode1
BEEAR: Embedding-based Adversarial Removal of Safety Backdoors in Instruction-tuned Language ModelsCode1
TuRTLe: A Unified Evaluation of LLMs for RTL GenerationCode1
Unified Pre-training for Program Understanding and GenerationCode1
Copiloting the Copilots: Fusing Large Language Models with Completion Engines for Automated Program RepairCode1
Benchmarking and Explaining Large Language Model-based Code Generation: A Causality-Centric ApproachCode1
Beyond Accuracy: Evaluating Self-Consistency of Code Large Language Models with IdentityChainCode1
Between Lines of Code: Unraveling the Distinct Patterns of Machine and Human ProgrammersCode1
Diffusion-based Aesthetic QR Code Generation via Scanning-Robust Perceptual GuidanceCode1
Benchmarking Data Science AgentsCode1
VeriThoughts: Enabling Automated Verilog Code Generation using Reasoning and Formal VerificationCode1
LiCoEval: Evaluating LLMs on License Compliance in Code GenerationCode1
Enhancing Cross-Tokenizer Knowledge Distillation with Contextual Dynamical MappingCode1
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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