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 1001–1050 of 1697 papers

TitleStatusHype
Analyzing the Performance of Large Language Models on Code SummarizationCode0
Register Your Forests: Decision Tree Ensemble Optimization by Explicit CPU Register Allocation—0
BISCUIT: Scaffolding LLM-Generated Code with Ephemeral UIs in Computational Notebooks—0
WebCode2M: A Real-World Dataset for Code Generation from Webpage Designs—0
Xiwu: A Basis Flexible and Learnable LLM for High Energy PhysicsCode1
Synergy of Large Language Model and Model Driven Engineering for Automated Development of Centralized Vehicular Systems—0
VoicePilot: Harnessing LLMs as Speech Interfaces for Physically Assistive Robots—0
An Investigation into Misuse of Java Security APIs by Large Language ModelsCode0
CodeEditorBench: Evaluating Code Editing Capability of Large Language ModelsCode2
Testing the Effect of Code Documentation on Large Language Model Code Understanding—0
Self-Organized Agents: A LLM Multi-Agent Framework toward Ultra Large-Scale Code Generation and OptimizationCode1
Advancing LLM Reasoning Generalists with Preference TreesCode3
Exploring and Evaluating Hallucinations in LLM-Powered Code Generation—0
CodeBenchGen: Creating Scalable Execution-based Code Generation BenchmarksCode0
EvoCodeBench: An Evolving Code Generation Benchmark Aligned with Real-World Code RepositoriesCode2
The Larger the Better? Improved LLM Code-Generation via Budget ReallocationCode0
A Survey of using Large Language Models for Generating Infrastructure as Code—0
DataAgent: Evaluating Large Language Models' Ability to Answer Zero-Shot, Natural Language Queries—0
Top Leaderboard Ranking = Top Coding Proficiency, Always? EvoEval: Evolving Coding Benchmarks via LLMCode2
CYCLE: Learning to Self-Refine the Code GenerationCode1
MAGIS: LLM-Based Multi-Agent Framework for GitHub Issue Resolution—0
Iterative Refinement of Project-Level Code Context for Precise Code Generation with Compiler Feedback—0
To Err is Machine: Vulnerability Detection Challenges LLM Reasoning—0
Diffusion-based Aesthetic QR Code Generation via Scanning-Robust Perceptual GuidanceCode1
SOEN-101: Code Generation by Emulating Software Process Models Using Large Language Model Agents—0
Enhancing Programming Education with ChatGPT: A Case Study on Student Perceptions and Interactions in a Python Course—0
CoCoST: Automatic Complex Code Generation with Online Searching and Correctness Testing—0
Enhancing Formal Theorem Proving: A Comprehensive Dataset for Training AI Models on Coq Code—0
A Study of Vulnerability Repair in JavaScript Programs with Large Language Models—0
Linguacodus: A Synergistic Framework for Transformative Code Generation in Machine Learning Pipelines—0
Can Large Language Models Solve Robot Routing?Code1
Exploring Language Model's Code Generation Ability with Auxiliary Functions—0
Bugs in Large Language Models Generated Code: An Empirical StudyCode0
CleanAgent: Automating Data Standardization with LLM-based AgentsCode2
Prompting Large Language Models to Tackle the Full Software Development Lifecycle: A Case StudyCode2
AutoDev: Automated AI-Driven DevelopmentCode11
Software Vulnerability and Functionality Assessment using LLMs—0
KnowCoder: Coding Structured Knowledge into LLMs for Universal Information ExtractionCode2
LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code—0
Branch-Train-MiX: Mixing Expert LLMs into a Mixture-of-Experts LLM—0
Prompt Selection and Augmentation for Few Examples Code Generation in Large Language Model and its Application in Robotics Control—0
InfiBench: Evaluating the Question-Answering Capabilities of Code Large Language ModelsCode1
Automatic Generation of Python Programs Using Context-Free GrammarsCode1
Materials science in the era of large language models: a perspective—0
Text2QR: Harmonizing Aesthetic Customization and Scanning Robustness for Text-Guided QR Code GenerationCode1
Poisoning Programs by Un-Repairing Code: Security Concerns of AI-generated Code—0
UniSparse: An Intermediate Language for General Sparse Format CustomizationCode1
Gemini 1.5: Unlocking multimodal understanding across millions of tokens of contextCode3
RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Horizon GenerationCode3
ProMoAI: Process Modeling with Generative AI—0
Show:102550
← PrevPage 21 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