SOTAVerified

Code Completion

Papers

Showing 201212 of 212 papers

TitleStatusHype
RepoFusion: Training Code Models to Understand Your Repository0
RepoMasterEval: Evaluating Code Completion via Real-World Repositories0
Rethinking Software Engineering in the Foundation Model Era: From Task-Driven AI Copilots to Goal-Driven AI Pair Programmers0
Retrieval-augmented code completion for local projects using large language models0
RTLRepoCoder: Repository-Level RTL Code Completion through the Combination of Fine-Tuning and Retrieval Augmentation0
SecureFalcon: Are We There Yet in Automated Software Vulnerability Detection with LLMs?0
Sequence Model Design for Code Completion in the Modern IDE0
Serenity: Library Based Python Code Analysis for Code Completion and Automated Machine Learning0
Stable Code Technical Report0
Statically Contextualizing Large Language Models with Typed Holes0
Structure-Aware Corpus Construction and User-Perception-Aligned Metrics for Large-Language-Model Code Completion0
TPIA: Towards Target-specific Prompt Injection Attack against Code-oriented Large Language Models0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1deepseek-coder-33b-baseAverage69.01Unverified
2deepseek-coder-6.7b-baseAverage63.4Unverified
3starcoderbaseAverage55.54Unverified
4gpt-4-1106-previewAverage53.28Unverified
5CodeLlama-13b-hfAverage52.78Unverified
6deepseek-coder-1.3b-baseAverage52.63Unverified
7CodeLlama-34b-hfAverage49.66Unverified
8CodeLlama-7b-hfAverage45Unverified
9gpt-3.5-turbo-0301Average40.86Unverified
10incoder-6BAverage33.79Unverified
#ModelMetricClaimedVerifiedStatus
1CodeGPT-adaptedAccuracy (token-level)77.13Unverified
2CodeT5+ 770MEM (line-level)37.9Unverified
3CodeT5+ 220MEM (line-level)35.17Unverified
#ModelMetricClaimedVerifiedStatus
1CodeGPT-adaptedAccuracy (token-level)75.11Unverified
2CodeT5+ 770MEM (line-level)44.86Unverified
3CodeT5+ 220MEM (line-level)43.42Unverified
#ModelMetricClaimedVerifiedStatus
1SantaCoder-MGDCompilation Rate73.03Unverified
2SantaCoderCompilation Rate59.97Unverified
3SantaCoderCompilation Rate59.79Unverified
#ModelMetricClaimedVerifiedStatus
1RamboCompilation Rate76.47Unverified
2RepoCoderCompilation Rate74.02Unverified
#ModelMetricClaimedVerifiedStatus
1RamboCompilation Rate61.7Unverified
2RepoCoderCompilation Rate58.09Unverified