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 601–650 of 1697 papers

TitleStatusHype
See-Saw Generative Mechanism for Scalable Recursive Code Generation with Generative AI—0
Does Prompt Formatting Have Any Impact on LLM Performance?—0
P-MMEval: A Parallel Multilingual Multitask Benchmark for Consistent Evaluation of LLMs—0
Squeezed Attention: Accelerating Long Context Length LLM InferenceCode2
Towards a Classification of Open-Source ML Models and Datasets for Software Engineering—0
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers—0
Lynx: Enabling Efficient MoE Inference through Dynamic Batch-Aware Expert Selection—0
PyGen: A Collaborative Human-AI Approach to Python Package CreationCode2
A Comprehensive Survey of AI-Driven Advancements and Techniques in Automated Program Repair and Code Generation—0
Spider 2.0: Evaluating Language Models on Real-World Enterprise Text-to-SQL Workflows—0
Model Editing for LLMs4Code: How Far are We?Code0
PDC & DM-SFT: A Road for LLM SQL Bug-Fix Enhancing—0
UTMath: Math Evaluation with Unit Test via Reasoning-to-Coding ThoughtsCode1
Synthesize, Partition, then Adapt: Eliciting Diverse Samples from Foundation Models—0
Assessing the Answerability of Queries in Retrieval-Augmented Code Generation—0
CodeLutra: Boosting LLM Code Generation via Preference-Guided Refinement—0
CodeTree: Agent-guided Tree Search for Code Generation with Large Language Models—0
OpenCoder: The Open Cookbook for Top-Tier Code Large Language Models—0
AlignXIE: Improving Multilingual Information Extraction by Cross-Lingual AlignmentCode2
SuffixDecoding: Extreme Speculative Decoding for Emerging AI ApplicationsCode3
Crystal: Illuminating LLM Abilities on Language and Code—0
GitChameleon: Unmasking the Version-Switching Capabilities of Code Generation ModelsCode1
MetRex: A Benchmark for Verilog Code Metric Reasoning Using LLMsCode1
Interaction2Code: Benchmarking MLLM-based Interactive Webpage Code Generation from Interactive PrototypingCode2
GIS Copilot: Towards an Autonomous GIS Agent for Spatial AnalysisCode2
Enhancing Table Representations with LLM-powered Synthetic Data Generation—0
Parameter-Efficient Fine-Tuning of Large Language Models for Unit Test Generation: An Empirical Study—0
AutoVFX: Physically Realistic Video Editing from Natural Language InstructionsCode3
Evaluating the Ability of Large Language Models to Generate Verifiable Specifications in VeriFast—0
Eurekaverse: Environment Curriculum Generation via Large Language Models—0
Defining and Evaluating Physical Safety for Large Language Models—0
A Deep Dive Into Large Language Model Code Generation Mistakes: What and Why?—0
NEO: Saving GPU Memory Crisis with CPU Offloading for Online LLM InferenceCode0
TurtleBench: A Visual Programming Benchmark in Turtle GeometryCode0
SelfCodeAlign: Self-Alignment for Code GenerationCode3
Demo-Craft: Using In-Context Learning to Improve Code Generation in Large Language Models—0
EvoCodeBench: An Evolving Code Generation Benchmark with Domain-Specific Evaluations—0
Explainable Behavior Cloning: Teaching Large Language Model Agents through Learning by Demonstration—0
Can Language Models Replace Programmers for Coding? REPOCOD Says 'Not Yet'Code1
Scaling LLM Inference with Optimized Sample Compute AllocationCode0
FALCON: Feedback-driven Adaptive Long/short-term memory reinforced Coding Optimization systemCode0
Beyond Autoregression: Fast LLMs via Self-Distillation Through TimeCode1
Geo-FuB: A Method for Constructing an Operator-Function Knowledge Base for Geospatial Code Generation Tasks Using Large Language ModelsCode0
SPICEPilot: Navigating SPICE Code Generation and Simulation with AI GuidanceCode1
MaCTG: Multi-Agent Collaborative Thought Graph for Automatic Programming—0
Watermarking Large Language Models and the Generated Content: Opportunities and Challenges—0
An LLM Agent for Automatic Geospatial Data Analysis—0
WAFFLE: Finetuning Multi-Modal Model for Automated Front-End DevelopmentCode1
MojoBench: Language Modeling and Benchmarks for Mojo—0
Faster Language Models with Better Multi-Token Prediction Using Tensor Decomposition—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