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 15011550 of 1697 papers

TitleStatusHype
Semantic Captioning: Benchmark Dataset and Graph-Aware Few-Shot In-Context Learning for SQL2TextCode0
LLM Performance for Code Generation on Noisy TasksCode0
An Empirical Study on Strong-Weak Model Collaboration for Repo-level Code GenerationCode0
LLM & HPC:Benchmarking DeepSeek's Performance in High-Performance Computing TasksCode0
LLM Hallucinations in Practical Code Generation: Phenomena, Mechanism, and MitigationCode0
CodeGRU: Context-aware Deep Learning with Gated Recurrent Unit for Source Code ModelingCode0
Bugs in Large Language Models Generated Code: An Empirical StudyCode0
Evaluating Judges as Evaluators: The JETTS Benchmark of LLM-as-Judges as Test-Time Scaling EvaluatorsCode0
Evaluating In-Context Learning of Libraries for Code GenerationCode0
LLM Augmented LLMs: Expanding Capabilities through CompositionCode0
LLM4VV: Developing LLM-Driven Testsuite for Compiler ValidationCode0
Evaluating How Fine-tuning on Bimodal Data Effects Code GenerationCode0
An Analyst-Inspector Framework for Evaluating Reproducibility of LLMs in Data ScienceCode0
Estimating Correctness Without Oracles in LLM-Based Code GenerationCode0
Performance Evaluation of Large Language Models in Statistical ProgrammingCode0
Entropy-Reinforced Planning with Large Language Models for Drug DiscoveryCode0
Personalised Distillation: Empowering Open-Sourced LLMs with Adaptive Learning for Code GenerationCode0
Personality-Guided Code Generation Using Large Language ModelsCode0
Ensuring Reproducibility in Generative AI Systems for General Use Cases: A Framework for Regression Testing and Open DatasetsCode0
Limits of Transformer Language Models on Learning to Compose AlgorithmsCode0
pix2code: Generating Code from a Graphical User Interface ScreenshotCode0
Leveraging pre-trained language models for code generationCode0
LeetCodeDataset: A Temporal Dataset for Robust Evaluation and Efficient Training of Code LLMsCode0
Turbulence: Systematically and Automatically Testing Instruction-Tuned Large Language Models for CodeCode0
Code Generation for Machine Learning using Model-Driven Engineering and SysMLCode0
The Elicitation Game: Evaluating Capability Elicitation TechniquesCode0
SimSCOOD: Systematic Analysis of Out-of-Distribution Generalization in Fine-tuned Source Code ModelsCode0
Computational Reasoning of Large Language ModelsCode0
SinkLoRA: Enhanced Efficiency and Chat Capabilities for Long-Context Large Language ModelsCode0
MONAQ: Multi-Objective Neural Architecture Querying for Time-Series Analysis on Resource-Constrained DevicesCode0
Learning to Reason via Program Generation, Emulation, and SearchCode0
Bridging the Gap Between Open-Source and Proprietary LLMs in Table QACode0
TurtleBench: A Visual Programming Benchmark in Turtle GeometryCode0
PPM: Automated Generation of Diverse Programming Problems for Benchmarking Code Generation ModelsCode0
The impact of lexical and grammatical processing on generating code from natural languageCode0
Enhancing Large Language Models in Coding Through Multi-Perspective Self-ConsistencyCode0
The Impact of Prompt Programming on Function-Level Code GenerationCode0
Enhancing High-Quality Code Generation in Large Language Models with Comparative Prefix-TuningCode0
Analyzing the Performance of Large Language Models on Code SummarizationCode0
The Larger the Better? Improved LLM Code-Generation via Budget ReallocationCode0
Code Generation as a Dual Task of Code SummarizationCode0
Software Engineering and Foundation Models: Insights from Industry Blogs Using a Jury of Foundation ModelsCode0
Analyzing Modular Approaches for Visual Question DecompositionCode0
CodeFlowBench: A Multi-turn, Iterative Benchmark for Complex Code GenerationCode0
Layer-Level Self-Exposure and Patch: Affirmative Token Mitigation for Jailbreak Attack DefenseCode0
Large Language Models Synergize with Automated Machine LearningCode0
AMR-Evol: Adaptive Modular Response Evolution Elicits Better Knowledge Distillation for Large Language Models in Code GenerationCode0
Program Semantic Inequivalence Game with Large Language ModelsCode0
Program Synthesis and Semantic Parsing with Learned Code IdiomsCode0
Program Synthesis Dialog Agents for Interactive Decision-MakingCode0
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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