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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–100 of 1697 papers

TitleStatusHype
SynCode: LLM Generation with Grammar AugmentationCode3
HyperAgent: Generalist Software Engineering Agents to Solve Coding Tasks at ScaleCode3
How Abilities in Large Language Models are Affected by Supervised Fine-tuning Data CompositionCode3
AutoVFX: Physically Realistic Video Editing from Natural Language InstructionsCode3
Gemini 1.5: Unlocking multimodal understanding across millions of tokens of contextCode3
Web-Bench: A LLM Code Benchmark Based on Web Standards and FrameworksCode3
ChartGalaxy: A Dataset for Infographic Chart Understanding and GenerationCode3
ViperGPT: Visual Inference via Python Execution for ReasoningCode3
Efficiently Serving LLM Reasoning Programs with CertaindexCode3
SuffixDecoding: Extreme Speculative Decoding for Emerging AI ApplicationsCode3
SpikingJelly: An open-source machine learning infrastructure platform for spike-based intelligenceCode3
SelfCodeAlign: Self-Alignment for Code GenerationCode3
DS-Agent: Automated Data Science by Empowering Large Language Models with Case-Based ReasoningCode3
Revisiting VerilogEval: A Year of Improvements in Large-Language Models for Hardware Code GenerationCode3
Evaluating Large Language Models Trained on CodeCode3
RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Horizon GenerationCode3
RepoGraph: Enhancing AI Software Engineering with Repository-level Code GraphCode3
SwiftKV: Fast Prefill-Optimized Inference with Knowledge-Preserving Model TransformationCode3
OctoPack: Instruction Tuning Code Large Language ModelsCode3
AgileCoder: Dynamic Collaborative Agents for Software Development based on Agile MethodologyCode3
MLZero: A Multi-Agent System for End-to-end Machine Learning AutomationCode3
Prompting Is Programming: A Query Language for Large Language ModelsCode3
Large Language Model-Brained GUI Agents: A SurveyCode3
Advancing LLM Reasoning Generalists with Preference TreesCode3
Is Your Code Generated by ChatGPT Really Correct? Rigorous Evaluation of Large Language Models for Code GenerationCode3
AppWorld: A Controllable World of Apps and People for Benchmarking Interactive Coding AgentsCode3
Learning to Reason without External RewardsCode3
SymForce: Symbolic Computation and Code Generation for RoboticsCode3
InCoder: A Generative Model for Code Infilling and SynthesisCode2
Humanity's Last Code Exam: Can Advanced LLMs Conquer Human's Hardest Code Competition?Code2
Instruction Tuning for Secure Code GenerationCode2
Guiding Language Models of Code with Global Context using MonitorsCode2
GenSim: Generating Robotic Simulation Tasks via Large Language ModelsCode2
AD-AGENT: A Multi-agent Framework for End-to-end Anomaly DetectionCode2
GIS Copilot: Towards an Autonomous GIS Agent for Spatial AnalysisCode2
Interaction2Code: Benchmarking MLLM-based Interactive Webpage Code Generation from Interactive PrototypingCode2
AutoVerus: Automated Proof Generation for Rust CodeCode2
ChartMimic: Evaluating LMM's Cross-Modal Reasoning Capability via Chart-to-Code GenerationCode2
A Vector Quantized Approach for Text to Speech Synthesis on Real-World Spontaneous SpeechCode2
From Code to Correctness: Closing the Last Mile of Code Generation with Hierarchical DebuggingCode2
AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoMLCode2
FacTool: Factuality Detection in Generative AI -- A Tool Augmented Framework for Multi-Task and Multi-Domain ScenariosCode2
FBGEMM: Enabling High-Performance Low-Precision Deep Learning InferenceCode2
EvoCodeBench: An Evolving Code Generation Benchmark Aligned with Real-World Code RepositoriesCode2
CleanAgent: Automating Data Standardization with LLM-based AgentsCode2
Evolutionary Computation in the Era of Large Language Model: Survey and RoadmapCode2
AlignXIE: Improving Multilingual Information Extraction by Cross-Lingual AlignmentCode2
Execution Guided Line-by-Line Code GenerationCode2
Autonomous GIS: the next-generation AI-powered GISCode2
Grammar-Constrained Decoding for Structured NLP Tasks without FinetuningCode2
Show:102550
← PrevPage 2 of 34Next →
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