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 251–300 of 1697 papers

TitleStatusHype
Planning-Driven Programming: A Large Language Model Programming WorkflowCode1
ProSec: Fortifying Code LLMs with Proactive Security AlignmentCode1
SRA-MCTS: Self-driven Reasoning Augmentation with Monte Carlo Tree Search for Code GenerationCode1
UTMath: Math Evaluation with Unit Test via Reasoning-to-Coding ThoughtsCode1
GitChameleon: Unmasking the Version-Switching Capabilities of Code Generation ModelsCode1
MetRex: A Benchmark for Verilog Code Metric Reasoning Using LLMsCode1
Can Language Models Replace Programmers for Coding? REPOCOD Says 'Not Yet'Code1
Beyond Autoregression: Fast LLMs via Self-Distillation Through TimeCode1
SPICEPilot: Navigating SPICE Code Generation and Simulation with AI GuidanceCode1
WAFFLE: Finetuning Multi-Modal Model for Automated Front-End DevelopmentCode1
Building A Coding Assistant via the Retrieval-Augmented Language ModelCode1
HumanEval-V: Evaluating Visual Understanding and Reasoning Abilities of Large Multimodal Models Through Coding TasksCode1
FVEval: Understanding Language Model Capabilities in Formal Verification of Digital HardwareCode1
EffiCoder: Enhancing Code Generation in Large Language Models through Efficiency-Aware Fine-tuningCode1
PEAR: A Robust and Flexible Automation Framework for Ptychography Enabled by Multiple Large Language Model AgentsCode1
IterGen: Iterative Semantic-aware Structured LLM Generation with BacktrackingCode1
Tadashi: Enabling AI-Based Automated Code Generation With Guaranteed CorrectnessCode1
Learning Code Preference via Synthetic EvolutionCode1
MA-RLHF: Reinforcement Learning from Human Feedback with Macro ActionsCode1
CodeInsight: A Curated Dataset of Practical Coding Solutions from Stack OverflowCode1
RMCBench: Benchmarking Large Language Models' Resistance to Malicious CodeCode1
RAMBO: Enhancing RAG-based Repository-Level Method Body CompletionCode1
PromSec: Prompt Optimization for Secure Generation of Functional Source Code with Large Language Models (LLMs)Code1
A Case Study of Web App Coding with OpenAI Reasoning ModelsCode1
AutoSafeCoder: A Multi-Agent Framework for Securing LLM Code Generation through Static Analysis and Fuzz TestingCode1
B4: Towards Optimal Assessment of Plausible Code Solutions with Plausible TestsCode1
Policy Filtration in RLHF to Fine-Tune LLM for Code GenerationCode1
DiffQRCoder: Diffusion-based Aesthetic QR Code Generation with Scanning Robustness Guided Iterative RefinementCode1
Insights from Benchmarking Frontier Language Models on Web App Code GenerationCode1
How Do Your Code LLMs Perform? Empowering Code Instruction Tuning with High-Quality DataCode1
Planning In Natural Language Improves LLM Search For Code GenerationCode1
EPiC: Cost-effective Search-based Prompt Engineering of LLMs for Code GenerationCode1
CodeJudge-Eval: Can Large Language Models be Good Judges in Code Understanding?Code1
I-SHEEP: Self-Alignment of LLM from Scratch through an Iterative Self-Enhancement ParadigmCode1
COAST: Enhancing the Code Debugging Ability of LLMs through Communicative Agent Based Data SynthesisCode1
VulScribeR: Exploring RAG-based Vulnerability Augmentation with LLMsCode1
GUI Element Detection Using SOTA YOLO Deep Learning ModelsCode1
Extend Model Merging from Fine-Tuned to Pre-Trained Large Language Models via Weight DisentanglementCode1
LiCoEval: Evaluating LLMs on License Compliance in Code GenerationCode1
ArchCode: Incorporating Software Requirements in Code Generation with Large Language ModelsCode1
On the Resilience of LLM-Based Multi-Agent Collaboration with Faulty AgentsCode1
WebApp1K: A Practical Code-Generation Benchmark for Web App DevelopmentCode1
OriGen:Enhancing RTL Code Generation with Code-to-Code Augmentation and Self-ReflectionCode1
Revisiting the Impact of Pursuing Modularity for Code GenerationCode1
Beyond Correctness: Benchmarking Multi-dimensional Code Generation for Large Language ModelsCode1
Benchmarking Language Model Creativity: A Case Study on Code GenerationCode1
InverseCoder: Self-improving Instruction-Tuned Code LLMs with Inverse-InstructCode1
ORAN-Bench-13K: An Open Source Benchmark for Assessing LLMs in Open Radio Access NetworksCode1
TheoremLlama: Transforming General-Purpose LLMs into Lean4 ExpertsCode1
BEEAR: Embedding-based Adversarial Removal of Safety Backdoors in Instruction-tuned Language ModelsCode1
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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