SOTAVerified

Code Completion

Papers

Showing 2130 of 212 papers

TitleStatusHype
RepoHyper: Search-Expand-Refine on Semantic Graphs for Repository-Level Code CompletionCode2
EffiBench: Benchmarking the Efficiency of Automatically Generated CodeCode2
StepCoder: Improve Code Generation with Reinforcement Learning from Compiler FeedbackCode2
LangBridge: Multilingual Reasoning Without Multilingual SupervisionCode2
Guiding Language Models of Code with Global Context using MonitorsCode2
RepoCoder: Repository-Level Code Completion Through Iterative Retrieval and GenerationCode2
LogQuant: Log-Distributed 2-Bit Quantization of KV Cache with Superior Accuracy PreservationCode1
CASTLE: Benchmarking Dataset for Static Code Analyzers and LLMs towards CWE DetectionCode1
How to Get Your LLM to Generate Challenging Problems for EvaluationCode1
GitChameleon: Unmasking the Version-Switching Capabilities of Code Generation ModelsCode1
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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