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 701–750 of 1697 papers

TitleStatusHype
AIME: AI System Optimization via Multiple LLM Evaluators—0
RepoGraph: Enhancing AI Software Engineering with Repository-level Code GraphCode3
AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoMLCode2
GraphIC: A Graph-Based In-Context Example Retrieval Model for Multi-Step Reasoning—0
MA-RLHF: Reinforcement Learning from Human Feedback with Macro ActionsCode1
CodeJudge: Evaluating Code Generation with Large Language ModelsCode2
RGD: Multi-LLM Based Agent Debugger via Refinement and Generation GuidanceCode0
Codev-Bench: How Do LLMs Understand Developer-Centric Code Completion?Code2
Not All LLM Reasoners Are Created Equal—0
From Code to Correctness: Closing the Last Mile of Code Generation with Hierarchical DebuggingCode2
BabelBench: An Omni Benchmark for Code-Driven Analysis of Multimodal and Multistructured DataCode0
AMR-Evol: Adaptive Modular Response Evolution Elicits Better Knowledge Distillation for Large Language Models in Code GenerationCode0
DreamStruct: Understanding Slides and User Interfaces via Synthetic Data GenerationCode0
LLM Hallucinations in Practical Code Generation: Phenomena, Mechanism, and MitigationCode0
SciDoc2Diagrammer-MAF: Towards Generation of Scientific Diagrams from Documents guided by Multi-Aspect Feedback Refinement—0
Artificial-Intelligence Generated Code Considered Harmful: A Road Map for Secure and High-Quality Code Generation—0
HM3: Hierarchical Multi-Objective Model Merging for Pretrained Models—0
Code Generation and Algorithmic Problem Solving Using Llama 3.1 405B—0
Compositional Hardness of Code in Large Language Models -- A Probabilistic Perspective—0
CodeInsight: A Curated Dataset of Practical Coding Solutions from Stack OverflowCode1
Selection of Prompt Engineering Techniques for Code Generation through Predicting Code Complexity—0
Task-oriented Prompt Enhancement via Script Generation—0
MOSS: Enabling Code-Driven Evolution and Context Management for AI AgentsCode2
A Comprehensive Framework for Evaluating API-oriented Code Generation in Large Language Models—0
RAMBO: Enhancing RAG-based Repository-Level Method Body CompletionCode1
RMCBench: Benchmarking Large Language Models' Resistance to Malicious CodeCode1
Contextualized Data-Wrangling Code Generation in Computational NotebooksCode0
Eliciting Instruction-tuned Code Language Models' Capabilities to Utilize Auxiliary Function for Code Generation—0
Unlocking Memorization in Large Language Models with Dynamic Soft Prompting—0
AutoVerus: Automated Proof Generation for Rust CodeCode2
A Case Study of Web App Coding with OpenAI Reasoning ModelsCode1
CraftRTL: High-quality Synthetic Data Generation for Verilog Code Models with Correct-by-Construction Non-Textual Representations and Targeted Code RepairCode0
PromSec: Prompt Optimization for Secure Generation of Functional Source Code with Large Language Models (LLMs)Code1
Combining LLM Code Generation with Formal Specifications and Reactive Program Synthesis—0
Promise and Peril of Collaborative Code Generation Models: Balancing Effectiveness and Memorization—0
Qwen2.5-Coder Technical ReportCode11
Towards No-Code Programming of Cobots: Experiments with Code Synthesis by Large Code Models for Conversational Programming—0
AutoSafeCoder: A Multi-Agent Framework for Securing LLM Code Generation through Static Analysis and Fuzz TestingCode1
RethinkMCTS: Refining Erroneous Thoughts in Monte Carlo Tree Search for Code Generation—0
CPL: Critical Plan Step Learning Boosts LLM Generalization in Reasoning Tasks—0
B4: Towards Optimal Assessment of Plausible Code Solutions with Plausible TestsCode1
Tidal MerzA: Combining affective modelling and autonomous code generation through Reinforcement Learning—0
Semantic Interoperability on Blockchain by Generating Smart Contracts Based on Knowledge Graphs—0
Reranking Laws for Language Generation: A Communication-Theoretic Perspective—0
Policy Filtration in RLHF to Fine-Tune LLM for Code GenerationCode1
Demo: SGCode: A Flexible Prompt-Optimizing System for Secure Generation of Code—0
HexaCoder: Secure Code Generation via Oracle-Guided Synthetic Training DataCode0
E2LLM: Encoder Elongated Large Language Models for Long-Context Understanding and Reasoning—0
DiffQRCoder: Diffusion-based Aesthetic QR Code Generation with Scanning Robustness Guided Iterative RefinementCode1
HyperAgent: Generalist Software Engineering Agents to Solve Coding Tasks at ScaleCode3
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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