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 1351–1400 of 1697 papers

TitleStatusHype
Rethinking the Instruction Quality: LIFT is What You Need—0
VecTrans: Enhancing Compiler Auto-Vectorization through LLM-Assisted Code Transformations—0
Verbal Process Supervision Elicits Better Coding Agents—0
VeriCoder: Enhancing LLM-Based RTL Code Generation through Functional Correctness Validation—0
VeriContaminated: Assessing LLM-Driven Verilog Coding for Data Contamination—0
Verifying LLM-Generated Code in the Context of Software Verification with Ada/SPARK—0
VeriGen: A Large Language Model for Verilog Code Generation—0
VeriLoC: Line-of-Code Level Prediction of Hardware Design Quality from Verilog Code—0
VerilogCoder: Autonomous Verilog Coding Agents with Graph-based Planning and Abstract Syntax Tree (AST)-based Waveform Tracing Tool—0
VeriMind: Agentic LLM for Automated Verilog Generation with a Novel Evaluation Metric—0
VHDL-Eval: A Framework for Evaluating Large Language Models in VHDL Code Generation—0
VisCoder: Fine-Tuning LLMs for Executable Python Visualization Code Generation—0
WebCode2M: A Real-World Dataset for Code Generation from Webpage Designs—0
MaCTG: Multi-Agent Collaborative Thought Graph for Automatic Programming—0
Vision-Language Models Struggle to Align Entities across Modalities—0
Automated Visualization Code Synthesis via Multi-Path Reasoning and Feedback-Driven Optimization—0
Visual Modeling of Turkish Morphology—0
VoicePilot: Harnessing LLMs as Speech Interfaces for Physically Assistive Robots—0
V-STaR: Training Verifiers for Self-Taught Reasoners—0
A Hardware-Software Blueprint for Flexible Deep Learning Specialization—0
Watermarking Large Language Models and the Generated Content: Opportunities and Challenges—0
Weight Block Sparsity: Training, Compilation, and AI Engine Accelerators—0
What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces—0
What Makes Large Language Models Reason in (Multi-Turn) Code Generation?—0
What's Wrong with Your Code Generated by Large Language Models? An Extensive Study—0
What You See Is Not Always What You Get: An Empirical Study of Code Comprehension by Large Language Models—0
SOEN-101: Code Generation by Emulating Software Process Models Using Large Language Model Agents—0
Where to find Grokking in LLM Pretraining? Monitor Memorization-to-Generalization without Test—0
"Which LLM should I use?": Evaluating LLMs for tasks performed by Undergraduate Computer Science Students—0
An Empirical Study of AI-based Smart Contract Creation—0
Why Do Open-Source LLMs Struggle with Data Analysis? A Systematic Empirical Study—0
Why We Build Local Large Language Models: An Observational Analysis from 35 Japanese and Multilingual LLMs—0
Writing-Zero: Bridge the Gap Between Non-verifiable Tasks and Verifiable Rewards—0
XOXO: Stealthy Cross-Origin Context Poisoning Attacks against AI Coding Assistants—0
YABLoCo: Yet Another Benchmark for Long Context Code Generation—0
Zero-Shot RTL Code Generation with Attention Sink Augmented Large Language Models—0
Zero-Shot Video Question Answering with Procedural Programs—0
0/1 Deep Neural Networks via Block Coordinate Descent—0
On-Policy Optimization with Group Equivalent Preference for Multi-Programming Language Understanding—0
On Simulation-Guided LLM-based Code Generation for Safe Autonomous Driving Software—0
On the Limitations of Embedding Based Methods for Measuring Functional Correctness for Code Generation—0
OpenChat: Advancing Open-source Language Models with Mixed-Quality Data—0
OpenCodeInstruct: A Large-scale Instruction Tuning Dataset for Code LLMs—0
OpenCodeReasoning-II: A Simple Test Time Scaling Approach via Self-Critique—0
OpenCoder: The Open Cookbook for Top-Tier Code Large Language Models—0
Opportunities and Challenges of Applying Large Language Models in Building Energy Efficiency and Decarbonization Studies: An Exploratory Overview—0
OpTC -- A Toolchain for Deployment of Neural Networks on AURIX TC3xx Microcontrollers—0
Optimistic Gradient Learning with Hessian Corrections for High-Dimensional Black-Box Optimization—0
Optimizing AI-Assisted Code Generation—0
Optimizing Language Models for Inference Time Objectives using Reinforcement Learning—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