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 12011250 of 1697 papers

TitleStatusHype
Evaluating In-Context Learning of Libraries for Code GenerationCode0
ML-Bench: Evaluating Large Language Models and Agents for Machine Learning Tasks on Repository-Level CodeCode2
GenCodeSearchNet: A Benchmark Test Suite for Evaluating Generalization in Programming Language UnderstandingCode0
INTERVENOR: Prompting the Coding Ability of Large Language Models with the Interactive Chain of RepairCode1
DLAS: An Exploration and Assessment of the Deep Learning Acceleration Stack0
MELA: Multilingual Evaluation of Linguistic AcceptabilityCode0
Language Models are Better Bug Detector Through Code-Pair ClassificationCode0
CodeScope: An Execution-based Multilingual Multitask Multidimensional Benchmark for Evaluating LLMs on Code Understanding and GenerationCode1
Can LLMs Patch Security Issues?Code1
Anticipating User Needs: Insights from Design Fiction on Conversational Agents for Computational Thinking0
BizBench: A Quantitative Reasoning Benchmark for Business and Finance0
Conceptual Model Interpreter for Large Language ModelsCode0
CompCodeVet: A Compiler-guided Validation and Enhancement Approach for Code Dataset0
CloudEval-YAML: A Practical Benchmark for Cloud Configuration GenerationCode1
Analyzing Modular Approaches for Visual Question DecompositionCode0
Testing LLMs on Code Generation with Varying Levels of Prompt Specificity0
Retrieval-Augmented Code Generation for Universal Information Extraction0
Assessing the Promise and Pitfalls of ChatGPT for Automated Code GenerationCode0
Can ChatGPT support software verification?0
SALLM: Security Assessment of Generated Code0
ChatCoder: Chat-based Refine Requirement Improves LLMs' Code Generation0
Data Augmentation for Code Translation with Comparable Corpora and Multiple ReferencesCode0
Generative retrieval-augmented ontologic graph and multi-agent strategies for interpretive large language model-based materials design0
Dynamics of Instruction Tuning: Each Ability of Large Language Models Has Its Own Growth PaceCode1
LILO: Learning Interpretable Libraries by Compressing and Documenting CodeCode1
Personalised Distillation: Empowering Open-Sourced LLMs with Adaptive Learning for Code GenerationCode0
Pitfalls in Language Models for Code Intelligence: A Taxonomy and SurveyCode1
CodeFusion: A Pre-trained Diffusion Model for Code Generation0
TST^R: Target Similarity Tuning Meets the Real World0
Symbolic Planning and Code Generation for Grounded DialogueCode0
FormaT5: Abstention and Examples for Conditional Table Formatting with Natural Language0
Clover: Closed-Loop Verifiable Code GenerationCode1
Exploring Large Language Models for Code Explanation0
SpikingJelly: An open-source machine learning infrastructure platform for spike-based intelligenceCode3
Enhancing Large Language Models for Secure Code Generation: A Dataset-driven Study on Vulnerability Mitigation0
AI-enhanced Auto-correction of Programming Exercises: How Effective is GPT-3.5?0
SteloCoder: a Decoder-Only LLM for Multi-Language to Python Code TranslationCode1
WhiteFox: White-Box Compiler Fuzzing Empowered by Large Language ModelsCode1
API-Assisted Code Generation for Question Answering on Varied Table Structures0
Beyond Accuracy: Evaluating Self-Consistency of Code Large Language Models with IdentityChainCode1
Automatic Unit Test Data Generation and Actor-Critic Reinforcement Learning for Code SynthesisCode1
Functional Overlap Reranking for Neural Code GenerationCode1
Bridging Code Semantic and LLMs: Semantic Chain-of-Thought Prompting for Code Generation0
Towards the Imagenets of ML4EDA0
Let's reward step by step: Step-Level reward model as the Navigators for Reasoning0
Configuration Validation with Large Language Models0
Large Language Model-Aware In-Context Learning for Code Generation0
CodeChain: Towards Modular Code Generation Through Chain of Self-revisions with Representative Sub-modulesCode1
Large Language Models for Scientific Synthesis, Inference and ExplanationCode1
GameGPT: Multi-agent Collaborative Framework for Game Development0
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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