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Code Completion

Papers

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Showing 1–50 of 212 papers

TitleStatusHype
Contextual Augmented Multi-Model Programming (CAMP): A Hybrid Local-Cloud Copilot FrameworkCode9
StarCoder 2 and The Stack v2: The Next GenerationCode7
aiXcoder-7B: A Lightweight and Effective Large Language Model for Code ProcessingCode7
Break the Sequential Dependency of LLM Inference Using Lookahead DecodingCode5
LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt CompressionCode5
Seed-Coder: Let the Code Model Curate Data for ItselfCode4
AutoCoder: Enhancing Code Large Language Model with AIEV-InstructCode4
Scaling Granite Code Models to 128K ContextCode4
Not what you've signed up for: Compromising Real-World LLM-Integrated Applications with Indirect Prompt InjectionCode4
On the Workflows and Smells of Leaderboard Operations (LBOps): An Exploratory Study of Foundation Model LeaderboardsCode3
PCToolkit: A Unified Plug-and-Play Prompt Compression Toolkit of Large Language ModelsCode3
Revisiting VerilogEval: A Year of Improvements in Large-Language Models for Hardware Code GenerationCode3
LongBench: A Bilingual, Multitask Benchmark for Long Context UnderstandingCode3
LongSpec: Long-Context Speculative Decoding with Efficient Drafting and VerificationCode2
SWE-Dev: Evaluating and Training Autonomous Feature-Driven Software DevelopmentCode2
Guiding Language Models of Code with Global Context using MonitorsCode2
An LLM-Assisted Easy-to-Trigger Backdoor Attack on Code Completion Models: Injecting Disguised Vulnerabilities against Strong DetectionCode2
EffiBench: Benchmarking the Efficiency of Automatically Generated CodeCode2
RepoHyper: Search-Expand-Refine on Semantic Graphs for Repository-Level Code CompletionCode2
CodeAttack: Revealing Safety Generalization Challenges of Large Language Models via Code CompletionCode2
CursorCore: Assist Programming through Aligning AnythingCode2
Optimizing Large Language Models for OpenAPI Code CompletionCode2
LangBridge: Multilingual Reasoning Without Multilingual SupervisionCode2
Codev-Bench: How Do LLMs Understand Developer-Centric Code Completion?Code2
RepoCoder: Repository-Level Code Completion Through Iterative Retrieval and GenerationCode2
StepCoder: Improve Code Generation with Reinforcement Learning from Compiler FeedbackCode2
Building A Coding Assistant via the Retrieval-Augmented Language ModelCode1
A Simple Approach for Handling Out-of-Vocabulary Identifiers in Deep Learning for Source CodeCode1
MetaTPTrans: A Meta Learning Approach for Multilingual Code Representation LearningCode1
Can Language Models Replace Programmers for Coding? REPOCOD Says 'Not Yet'Code1
LogQuant: Log-Distributed 2-Bit Quantization of KV Cache with Superior Accuracy PreservationCode1
Long Code Arena: a Set of Benchmarks for Long-Context Code ModelsCode1
Learning Deep Semantics for Test CompletionCode1
Language Models for Code Completion: A Practical EvaluationCode1
LayoutNUWA: Revealing the Hidden Layout Expertise of Large Language ModelsCode1
LLMSecEval: A Dataset of Natural Language Prompts for Security EvaluationsCode1
MPI-rical: Data-Driven MPI Distributed Parallelism Assistance with TransformersCode1
How to Get Your LLM to Generate Challenging Problems for EvaluationCode1
CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and GenerationCode1
IRCoder: Intermediate Representations Make Language Models Robust Multilingual Code GeneratorsCode1
GitChameleon: Unmasking the Version-Switching Capabilities of Code Generation ModelsCode1
Adversarial Robustness for CodeCode1
CodeChameleon: Personalized Encryption Framework for Jailbreaking Large Language ModelsCode1
CodeFill: Multi-token Code Completion by Jointly Learning from Structure and Naming SequencesCode1
Hierarchical Context Pruning: Optimizing Real-World Code Completion with Repository-Level Pretrained Code LLMsCode1
How Effective Are Neural Networks for Fixing Security VulnerabilitiesCode1
Execution-based Code Generation using Deep Reinforcement LearningCode1
LambdaNet: Probabilistic Type Inference using Graph Neural NetworksCode1
BAMBOO: A Comprehensive Benchmark for Evaluating Long Text Modeling Capacities of Large Language ModelsCode1
CoCoMIC: Code Completion By Jointly Modeling In-file and Cross-file ContextCode1
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All datasetsSAFIMCodeXGLUE - Github Java CorpusCodeXGLUE - PY150DotPromptsDefects4JRambo Benchmark

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1deepseek-coder-33b-baseAverage69.01—Unverified
2deepseek-coder-6.7b-baseAverage63.4—Unverified
3starcoderbaseAverage55.54—Unverified
4gpt-4-1106-previewAverage53.28—Unverified
5CodeLlama-13b-hfAverage52.78—Unverified
6deepseek-coder-1.3b-baseAverage52.63—Unverified
7CodeLlama-34b-hfAverage49.66—Unverified
8CodeLlama-7b-hfAverage45—Unverified
9gpt-3.5-turbo-0301Average40.86—Unverified
10incoder-6BAverage33.79—Unverified
#ModelMetricClaimedVerifiedStatus
1CodeGPT-adaptedAccuracy (token-level)77.13—Unverified
2CodeT5+ 770MEM (line-level)37.9—Unverified
3CodeT5+ 220MEM (line-level)35.17—Unverified
#ModelMetricClaimedVerifiedStatus
1CodeGPT-adaptedAccuracy (token-level)75.11—Unverified
2CodeT5+ 770MEM (line-level)44.86—Unverified
3CodeT5+ 220MEM (line-level)43.42—Unverified
#ModelMetricClaimedVerifiedStatus
1SantaCoder-MGDCompilation Rate73.03—Unverified
2SantaCoderCompilation Rate59.97—Unverified
3SantaCoderCompilation Rate59.79—Unverified
#ModelMetricClaimedVerifiedStatus
1RamboCompilation Rate76.47—Unverified
2RepoCoderCompilation Rate74.02—Unverified
#ModelMetricClaimedVerifiedStatus
1RamboCompilation Rate61.7—Unverified
2RepoCoderCompilation Rate58.09—Unverified