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 351400 of 1697 papers

TitleStatusHype
Getting the most out of your tokenizer for pre-training and domain adaptationCode1
Can Large Language Models Write Parallel Code?Code1
Evaluating LLMs' Mathematical and Coding Competency through Ontology-guided InterventionsCode1
JumpCoder: Go Beyond Autoregressive Coder via Online ModificationCode1
OOP: Object-Oriented Programming Evaluation Benchmark for Large Language ModelsCode1
Between Lines of Code: Unraveling the Distinct Patterns of Machine and Human ProgrammersCode1
Rewriting the Code: A Simple Method for Large Language Model Augmented Code SearchCode1
LogicAsker: Evaluating and Improving the Logical Reasoning Ability of Large Language ModelsCode1
MoTCoder: Elevating Large Language Models with Modular of Thought for Challenging Programming TasksCode1
LLM-Powered Hierarchical Language Agent for Real-time Human-AI CoordinationCode1
Automating the Design of Multigrid Methods with Evolutionary Program SynthesisCode1
WaveCoder: Widespread And Versatile Enhancement For Code Large Language Models By Instruction TuningCode1
Gemini: A Family of Highly Capable Multimodal ModelsCode1
LaMPilot: An Open Benchmark Dataset for Autonomous Driving with Language Model ProgramsCode1
Recursive Visual ProgrammingCode1
Self-Infilling Code GenerationCode1
INTERVENOR: Prompting the Coding Ability of Large Language Models with the Interactive Chain of RepairCode1
CodeScope: An Execution-based Multilingual Multitask Multidimensional Benchmark for Evaluating LLMs on Code Understanding and GenerationCode1
Can LLMs Patch Security Issues?Code1
CloudEval-YAML: A Practical Benchmark for Cloud Configuration GenerationCode1
Dynamics of Instruction Tuning: Each Ability of Large Language Models Has Its Own Growth PaceCode1
LILO: Learning Interpretable Libraries by Compressing and Documenting CodeCode1
Pitfalls in Language Models for Code Intelligence: A Taxonomy and SurveyCode1
Clover: Closed-Loop Verifiable Code GenerationCode1
SteloCoder: a Decoder-Only LLM for Multi-Language to Python Code TranslationCode1
WhiteFox: White-Box Compiler Fuzzing Empowered by Large Language ModelsCode1
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
CodeChain: Towards Modular Code Generation Through Chain of Self-revisions with Representative Sub-modulesCode1
Large Language Models for Scientific Synthesis, Inference and ExplanationCode1
Benchmarking and Explaining Large Language Model-based Code Generation: A Causality-Centric ApproachCode1
TRACE: A Comprehensive Benchmark for Continual Learning in Large Language ModelsCode1
What If the TV Was Off? Examining Counterfactual Reasoning Abilities of Multi-modal Language ModelsCode1
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent CollaborationCode1
Self-Taught Optimizer (STOP): Recursively Self-Improving Code GenerationCode1
L2MAC: Large Language Model Automatic Computer for Extensive Code GenerationCode1
CAT-LM: Training Language Models on Aligned Code And TestsCode1
Are Human-generated Demonstrations Necessary for In-context Learning?Code1
LayoutNUWA: Revealing the Hidden Layout Expertise of Large Language ModelsCode1
Ungar x2013 A C++ Framework for Real-Time Optimal Control Using Template MetaprogrammingCode1
CodeGen4Libs: A Two-Stage Approach for Library-Oriented Code GenerationCode1
Code-Style In-Context Learning for Knowledge-Based Question AnsweringCode1
CodeApex: A Bilingual Programming Evaluation Benchmark for Large Language ModelsCode1
Copiloting the Copilots: Fusing Large Language Models with Completion Engines for Automated Program RepairCode1
BioCoder: A Benchmark for Bioinformatics Code Generation with Large Language ModelsCode1
AskIt: Unified Programming Interface for Programming with Large Language ModelsCode1
Exploring Parameter-Efficient Fine-Tuning Techniques for Code Generation with Large Language ModelsCode1
Can ChatGPT replace StackOverflow? A Study on Robustness and Reliability of Large Language Model Code GenerationCode1
Vulnerabilities in AI Code Generators: Exploring Targeted Data Poisoning AttacksCode1
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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