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 401450 of 1697 papers

TitleStatusHype
ClassEval: A Manually-Crafted Benchmark for Evaluating LLMs on Class-level Code GenerationCode1
RLTF: Reinforcement Learning from Unit Test FeedbackCode1
ChatGPT for Digital Forensic Investigation: The Good, The Bad, and The UnknownCode1
QIGen: Generating Efficient Kernels for Quantized Inference on Large Language ModelsCode1
Is Self-Repair a Silver Bullet for Code Generation?Code1
Modular Visual Question Answering via Code GenerationCode1
LLMatic: Neural Architecture Search via Large Language Models and Quality Diversity OptimizationCode1
SheetCopilot: Bringing Software Productivity to the Next Level through Large Language ModelsCode1
A Systematic Study and Comprehensive Evaluation of ChatGPT on Benchmark DatasetsCode1
ANPL: Towards Natural Programming with Interactive DecompositionCode1
The Larger They Are, the Harder They Fail: Language Models do not Recognize Identifier Swaps in PythonCode1
Is GPT-4 a Good Data Analyst?Code1
Who Wrote this Code? Watermarking for Code GenerationCode1
ALGO: Synthesizing Algorithmic Programs with LLM-Generated Oracle VerifiersCode1
ByteSized32: A Corpus and Challenge Task for Generating Task-Specific World Models Expressed as Text GamesCode1
Generating Data for Symbolic Language with Large Language ModelsCode1
Let's Sample Step by Step: Adaptive-Consistency for Efficient Reasoning and Coding with LLMsCode1
LeTI: Learning to Generate from Textual InteractionsCode1
MPI-rical: Data-Driven MPI Distributed Parallelism Assistance with TransformersCode1
The Vault: A Comprehensive Multilingual Dataset for Advancing Code Understanding and GenerationCode1
CodeIE: Large Code Generation Models are Better Few-Shot Information ExtractorsCode1
MLCopilot: Unleashing the Power of Large Language Models in Solving Machine Learning TasksCode1
Outline, Then Details: Syntactically Guided Coarse-To-Fine Code GenerationCode1
ICE-Score: Instructing Large Language Models to Evaluate CodeCode1
AI-assisted coding: Experiments with GPT-4Code1
GNNBuilder: An Automated Framework for Generic Graph Neural Network Accelerator Generation, Simulation, and OptimizationCode1
Improving Code Generation by Training with Natural Language FeedbackCode1
LLMSecEval: A Dataset of Natural Language Prompts for Security EvaluationsCode1
A comprehensive evaluation of ChatGPT's zero-shot Text-to-SQL capabilityCode1
Learning Deep Semantics for Test CompletionCode1
LEVER: Learning to Verify Language-to-Code Generation with ExecutionCode1
Learning Performance-Improving Code EditsCode1
Compositional Exemplars for In-context LearningCode1
Large Language Models for Code: Security Hardening and Adversarial TestingCode1
A Multitask, Multilingual, Multimodal Evaluation of ChatGPT on Reasoning, Hallucination, and InteractivityCode1
Execution-based Code Generation using Deep Reinforcement LearningCode1
Execution-Based Evaluation for Open-Domain Code GenerationCode1
ReCode: Robustness Evaluation of Code Generation ModelsCode1
Python Code Generation by Asking Clarification QuestionsCode1
Benchmarking Large Language Models for Automated Verilog RTL Code GenerationCode1
Coder Reviewer Reranking for Code GenerationCode1
MarianCG: a code generation transformer model inspired by machine translationCode1
SecurityEval Dataset: Mining Vulnerability Examples to Evaluate Machine Learning-Based Code Generation TechniquesCode1
Multi-lingual Evaluation of Code Generation ModelsCode1
Synthetic Data Supervised Salient Object DetectionCode1
Code4Struct: Code Generation for Few-Shot Event Structure PredictionCode1
PACIFIC: Towards Proactive Conversational Question Answering over Tabular and Textual Data in FinanceCode1
Language Models of Code are Few-Shot Commonsense LearnersCode1
ContraCLM: Contrastive Learning For Causal Language ModelCode1
Selective Annotation Makes Language Models Better Few-Shot LearnersCode1
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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