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

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Showing 151–200 of 1697 papers

TitleStatusHype
AgentCoder: Multi-Agent-based Code Generation with Iterative Testing and OptimisationCode2
Language Agent Tree Search Unifies Reasoning Acting and Planning in Language ModelsCode2
Interaction2Code: Benchmarking MLLM-based Interactive Webpage Code Generation from Interactive PrototypingCode2
CAD-Coder: An Open-Source Vision-Language Model for Computer-Aided Design Code GenerationCode2
InterCode: Standardizing and Benchmarking Interactive Coding with Execution FeedbackCode2
Language Model Powered Digital Biology with BRADCode2
Instruction Tuning for Secure Code GenerationCode2
EVOR: Evolving Retrieval for Code GenerationCode2
Language Modeling by Language ModelsCode2
LoRA-Pro: Are Low-Rank Adapters Properly Optimized?Code2
AutoMind: Adaptive Knowledgeable Agent for Automated Data ScienceCode2
MAGE: A Multi-Agent Engine for Automated RTL Code GenerationCode2
Humanity's Last Code Exam: Can Advanced LLMs Conquer Human's Hardest Code Competition?Code2
MatPlotAgent: Method and Evaluation for LLM-Based Agentic Scientific Data VisualizationCode2
SWT-Bench: Testing and Validating Real-World Bug-Fixes with Code AgentsCode2
Mercury: A Code Efficiency Benchmark for Code Large Language ModelsCode2
Guiding Language Models of Code with Global Context using MonitorsCode2
A Pair Programming Framework for Code Generation via Multi-Plan Exploration and Feedback-Driven RefinementCode2
CodeEditorBench: Evaluating Code Editing Capability of Large Language ModelsCode2
MOSS: Enabling Code-Driven Evolution and Context Management for AI AgentsCode2
A Vector Quantized Approach for Text to Speech Synthesis on Real-World Spontaneous SpeechCode2
GenoTEX: An LLM Agent Benchmark for Automated Gene Expression Data AnalysisCode2
OptiChat: Bridging Optimization Models and Practitioners with Large Language ModelsCode2
Optimizing Large Language Models for OpenAPI Code CompletionCode2
AutoVerus: Automated Proof Generation for Rust CodeCode2
From Code to Correctness: Closing the Last Mile of Code Generation with Hierarchical DebuggingCode2
GenSim: Generating Robotic Simulation Tasks via Large Language ModelsCode2
Autonomous GIS: the next-generation AI-powered GISCode2
AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoMLCode2
FBGEMM: Enabling High-Performance Low-Precision Deep Learning InferenceCode2
Execution Guided Line-by-Line Code GenerationCode2
FacTool: Factuality Detection in Generative AI -- A Tool Augmented Framework for Multi-Task and Multi-Domain ScenariosCode2
Grammar-Constrained Decoding for Structured NLP Tasks without FinetuningCode2
GIS Copilot: Towards an Autonomous GIS Agent for Spatial AnalysisCode2
InCoder: A Generative Model for Code Infilling and SynthesisCode2
CodeT: Code Generation with Generated TestsCode2
LoRI: Reducing Cross-Task Interference in Multi-Task Low-Rank AdaptationCode2
Entropy-Regularized Token-Level Policy Optimization for Language Agent ReinforcementCode1
A Dual-Space Framework for General Knowledge Distillation of Large Language ModelsCode1
EPiC: Cost-effective Search-based Prompt Engineering of LLMs for Code GenerationCode1
Enhancing Cross-Tokenizer Knowledge Distillation with Contextual Dynamical MappingCode1
Energy-Based Models for Code Generation under Compilability ConstraintsCode1
COAST: Enhancing the Code Debugging Ability of LLMs through Communicative Agent Based Data SynthesisCode1
EffiCoder: Enhancing Code Generation in Large Language Models through Efficiency-Aware Fine-tuningCode1
Effective LLM-Driven Code Generation with PythonessCode1
EffiBench-X: A Multi-Language Benchmark for Measuring Efficiency of LLM-Generated CodeCode1
Embedding API Dependency Graph for Neural Code GenerationCode1
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent CollaborationCode1
AdaptiveStep: Automatically Dividing Reasoning Step through Model ConfidenceCode1
Dynamics of Instruction Tuning: Each Ability of Large Language Models Has Its Own Growth PaceCode1
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All datasetsMBPPAPPSCoNaLaDjangoWikiSQLRES-QCodeContestsHumanEvalPECCWebApp1K-ReactCoNaLa-ExtWebApp1k-Duo-React

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1EG-CFG (DeepSeek-V3-0324)Accuracy96.6—Unverified
2QualityFlow (Sonnet-3.5)Accuracy94.2—Unverified
3o1-mini + MapCoder (Hamming.ai)Accuracy93.2—Unverified
4MGDebugger (DeepSeek-V3-0324)Accuracy92.4—Unverified
5GPT-4 + AgentCoderAccuracy91.8—Unverified
6CodeSim (GPT4o)Accuracy90.7—Unverified
7Jiutian-大模型Accuracy90—Unverified
8GPT-3.5 Turbo (ChatGPT) + AgentCoderAccuracy89.9—Unverified
9MapCoder (GPT-4o)Accuracy89.7—Unverified
10GPT-4 (ChatGPT Plus)Accuracy87.5—Unverified
#ModelMetricClaimedVerifiedStatus
1LPW (GPT-4o)Introductory Pass@187.2—Unverified
2MoTCoder-32B-V1.5Introductory Pass@168.44—Unverified
3MoTCoder-7B-V1.5Introductory Pass@154.26—Unverified
4code-davinci-002 175B (CodeT)Introductory Pass@147.3—Unverified
5deepseek-ai/deepseek-coder-6.7b-instructIntroductory Pass@133.8—Unverified
6code-davinci-002 175BIntroductory Pass@131.92—Unverified
7CodeChain+WizardCoder-15bIntroductory Pass@129.3—Unverified
8WizardCoder-15bIntroductory Pass@126.29—Unverified
9CodeSim (GPT4)Introductory Pass@126.04—Unverified
10AlphaCode 1B Filtered from 50000Competition Pass@any22—Unverified
#ModelMetricClaimedVerifiedStatus
1PanGu-Coder-FT-IBLEU44.32—Unverified
2RoBERTaMarianBLEU35.74—Unverified
3MarianCGBLEU34.43—Unverified
4TranX + BERT w/minedBLEU34.2—Unverified
5BERT + TAEBLEU33.41—Unverified
6BERTMarianBLEU32.46—Unverified
7External Knowledge With API + RerankingBLEU32.26—Unverified
8External Knowledge With APIBLEU30.69—Unverified
9BART W/ MinedBLEU30.55—Unverified
10ELECTRAMarianBLEU30.18—Unverified
#ModelMetricClaimedVerifiedStatus
1MarianCGAccuracy81.83—Unverified
2BERT + TAEAccuracy81.03—Unverified
3TranX + BERT w/minedAccuracy81.03—Unverified
4RerankerAccuracy80.2—Unverified
5LUKEMarianAccuracy78.5—Unverified
6RoBERTaMarianAccuracy77.95—Unverified
7BERTMarianAccuracy76.68—Unverified
8TranxAccuracy73.7—Unverified
9ELECTRAMarianAccuracy65.32—Unverified
10lpn (Ling et al., 2016)Accuracy62.3—Unverified
#ModelMetricClaimedVerifiedStatus
1NL2SQL-RULEExecution Accuracy89.2—Unverified
2TypeSQL+TC (Yu et al., 2018)+Execution Accuracy82.6—Unverified
3TranxExecution Accuracy78.6—Unverified
4STAMP+RL (Sun et al., 2018)+Execution Accuracy74.6—Unverified
5STAMP (Sun et al., 2018)+Execution Accuracy74.4—Unverified
6TypeSQL (Yu et al., 2018)Execution Accuracy73.5—Unverified
7PT-MAML (Huang et al., 2018)Execution Accuracy68—Unverified
8Bidirectional Attention for SQL GenerationExecution Accuracy62.5—Unverified
9Seq2SQL (Zhong et al., 2017)Execution Accuracy59.4—Unverified
10Seq2Seq (Zhong et al., 2017)Execution Accuracy35.9—Unverified
#ModelMetricClaimedVerifiedStatus
1QurrentOS-coder + Claude 3.5 Sonnetpass@158—Unverified
2QurrentOS-coder + GPT-4opass@146—Unverified
3QurrentOS-coder + GPT-4 Turbopass@137—Unverified
4QurrentOS-coder + Claude 3 Opuspass@136—Unverified
5QurrentOS-coder + Gemini 1.5 Propass@130—Unverified
6QurrentOS-coder + GPT-4pass@130—Unverified
7QurrentOS-coder + DeepSeek-Coder-V2pass@129—Unverified
8QurrentOS-coder + Llama 3 70bpass@120—Unverified
9QurrentOS-coder + Qwen-72B-Instructpass@118—Unverified
#ModelMetricClaimedVerifiedStatus
1EG-CFG (DeepSeek-V3-0324)Test Set pass@158.18—Unverified
2LPW (GPT-4o)Test Set pass@134.7—Unverified
3MapCoder (GPT-4)Test Set pass@128.5—Unverified
4CodeSim (GPT4)Test Set pass@128.4—Unverified
5MoTCoder-15BTest Set pass@126.34—Unverified
6MoTCoder-7B-v1.5Test Set pass@120.77—Unverified
7CodeChain + WizardCoder-15BTest Set pass@12.35—Unverified
8WizardCoder-15BTest Set pass@11.11—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepSeek-R1 (MGDebugger)Pass@1100—Unverified
2LLaMA 3Pass@199.4—Unverified
3QualityFlow (Sonnet-3.5)Pass@198.8—Unverified
4Phi-2Pass@198.2—Unverified
5EG-CFG (DeepSeek-V3-0324)Pass@196.95—Unverified
6Mistral 7BPass@193.9—Unverified
7Claude Sonnet 3.5Pass@190.85—Unverified
8L2MAC (GPT-4)Pass@190.2—Unverified
#ModelMetricClaimedVerifiedStatus
1Claude 3 HaikuPass@327.67—Unverified
2GPT-3.5 TurboPass@323.75—Unverified
3codechat-bisonPass@311.39—Unverified
4chat-bisonPass@38.48—Unverified
5Mixtral-8x7B-InstructPass@38.35—Unverified
6Phi-3-mini-128k-instructPass@37.18—Unverified
7WizardLM-2-7BPass@33.72—Unverified
8Llama-3-8B-InstructPass@33.1—Unverified
#ModelMetricClaimedVerifiedStatus
1o1-previewpass@10.95—Unverified
2o1-minipass@10.94—Unverified
3gpt-4o-2024-08-06pass@10.89—Unverified
4claude-3.5-sonnetpass@10.88—Unverified
5deepseek-v2.5pass@10.83—Unverified
6mistral-large-2pass@10.78—Unverified
7deepseek-coder-v2-instructpass@10.7—Unverified
8llama-v3p1-405b-instructpass@10.3—Unverified
#ModelMetricClaimedVerifiedStatus
1BART W/ MinedBLEU35.32—Unverified
2BART BaseBLEU34.35—Unverified
3External Knowledge With API + RerankingBLEU20.54—Unverified
4External Knowledge With APIBLEU20.37—Unverified
5RerankerBLEU19.85—Unverified
6TranXBLEU18.85—Unverified
#ModelMetricClaimedVerifiedStatus
1claude-3-5-sonnetpass@10.68—Unverified
2o1-minipass@10.67—Unverified