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 801–850 of 1697 papers

TitleStatusHype
COAST: Enhancing the Code Debugging Ability of LLMs through Communicative Agent Based Data SynthesisCode1
VulScribeR: Exploring RAG-based Vulnerability Augmentation with LLMsCode1
RepoMasterEval: Evaluating Code Completion via Real-World Repositories—0
GUI Element Detection Using SOTA YOLO Deep Learning ModelsCode1
Extend Model Merging from Fine-Tuned to Pre-Trained Large Language Models via Weight DisentanglementCode1
Enhancing AI-based Generation of Software Exploits with Contextual Information—0
Black-Box Adversarial Attacks on LLM-Based Code Completion—0
LiCoEval: Evaluating LLMs on License Compliance in Code GenerationCode1
From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future—0
Music2P: A Multi-Modal AI-Driven Tool for Simplifying Album Cover DesignCode0
FT K-means: A High-Performance K-means on GPU with Fault ToleranceCode0
ArchCode: Incorporating Software Requirements in Code Generation with Large Language ModelsCode1
On the Resilience of LLM-Based Multi-Agent Collaboration with Faulty AgentsCode1
A new approach for encoding code and assisting code understanding—0
AutoM3L: An Automated Multimodal Machine Learning Framework with Large Language ModelsCode0
WebApp1K: A Practical Code-Generation Benchmark for Web App DevelopmentCode1
TaskEval: Assessing Difficulty of Code Generation Tasks for Large Language Models—0
Pyramid Coder: Hierarchical Code Generator for Compositional Visual Question Answering—0
Genetic Instruct: Scaling up Synthetic Generation of Coding Instructions for Large Language Models—0
Generating Unseen Code Tests In Infinitum—0
Strong Copyright Protection for Language Models via Adaptive Model Fusion—0
Effective Large Language Model Debugging with Best-first Tree Search—0
LLASP: Fine-tuning Large Language Models for Answer Set Programming—0
AppWorld: A Controllable World of Apps and People for Benchmarking Interactive Coding AgentsCode3
HDL-GPT: High-Quality HDL is All You Need—0
LoRA-Pro: Are Low-Rank Adapters Properly Optimized?Code2
Evaluating Long Range Dependency Handling in Code Generation Models using Multi-Step Key Retrieval—0
SPLAT: A framework for optimised GPU code-generation for SParse reguLar ATtention—0
OriGen:Enhancing RTL Code Generation with Code-to-Code Augmentation and Self-ReflectionCode1
Large Language Model for Verilog Generation with Code-Structure-Guided Reinforcement LearningCode0
AutoVCoder: A Systematic Framework for Automated Verilog Code Generation using LLMs—0
ECCO: Can We Improve Model-Generated Code Efficiency Without Sacrificing Functional Correctness?Code7
Compressing Structured Tensor Algebra—0
Frontend Diffusion: Exploring Intent-Based User Interfaces through Abstract-to-Detailed Task Transitions—0
Building AI Agents for Autonomous Clouds: Challenges and Design Principles—0
Revisiting the Impact of Pursuing Modularity for Code GenerationCode1
Beyond Correctness: Benchmarking Multi-dimensional Code Generation for Large Language ModelsCode1
Foundational Autoraters: Taming Large Language Models for Better Automatic Evaluation—0
Spider2-V: How Far Are Multimodal Agents From Automating Data Science and Engineering Workflows?Code2
Weight Block Sparsity: Training, Compilation, and AI Engine Accelerators—0
Benchmarking Language Model Creativity: A Case Study on Code GenerationCode1
TelecomGPT: A Framework to Build Telecom-Specfic Large Language Models—0
On Leakage of Code Generation Evaluation Datasets—0
FuncEvalGMN: Evaluating Functional Correctness of SQL via Graph Matching Network—0
Prompting Techniques for Secure Code Generation: A Systematic Investigation—0
ORAN-Bench-13K: An Open Source Benchmark for Assessing LLMs in Open Radio Access NetworksCode1
What's Wrong with Your Code Generated by Large Language Models? An Extensive Study—0
InverseCoder: Self-improving Instruction-Tuned Code LLMs with Inverse-InstructCode1
Enhancing Computer Programming Education with LLMs: A Study on Effective Prompt Engineering for Python Code Generation—0
Code Less, Align More: Efficient LLM Fine-tuning for Code Generation with Data Pruning—0
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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