SOTAVerified

Code Completion

Papers

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Showing 76–100 of 212 papers

TitleStatusHype
Alignment-Augmented Speculative Decoding with Alignment Sampling and Conditional Verification—0
Structure-Aware Corpus Construction and User-Perception-Aligned Metrics for Large-Language-Model Code Completion—0
Can You Really Trust Code Copilots? Evaluating Large Language Models from a Code Security PerspectiveCode0
CodeMixBench: Evaluating Large Language Models on Code Generation with Code-Mixed Prompts—0
Procedural Memory Is Not All You Need: Bridging Cognitive Gaps in LLM-Based Agents—0
AKD : Adversarial Knowledge Distillation For Large Language Models Alignment on Coding tasks—0
NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation—0
EduBot -- Can LLMs Solve Personalized Learning and Programming Assignments?—0
RTLRepoCoder: Repository-Level RTL Code Completion through the Combination of Fine-Tuning and Retrieval Augmentation—0
CCCI: Code Completion with Contextual Information for Complex Data Transfer Tasks Using Large Language Models—0
ObscuraCoder: Powering Efficient Code LM Pre-Training Via Obfuscation GroundingCode0
On Explaining (Large) Language Models For Code Using Global Code-Based Explanations—0
Enhancing High-Quality Code Generation in Large Language Models with Comparative Prefix-TuningCode0
GenAI for Simulation Model in Model-Based Systems Engineering—0
FEA-Bench: A Benchmark for Evaluating Repository-Level Code Generation for Feature Implementation—0
SolBench: A Dataset and Benchmark for Evaluating Functional Correctness in Solidity Code Completion and Repair—0
Alchemist: Towards the Design of Efficient Online Continual Learning System—0
Automated Code Generation and Validation for Software Components of Microcontrollers—0
Comparative Analysis of Large Language Models for Context-Aware Code Completion using SAFIM Framework—0
Mechanistic Understanding of Language Models in Syntactic Code Completion—0
MathFimer: Enhancing Mathematical Reasoning by Expanding Reasoning Steps through Fill-in-the-Middle Task—0
GREEN-CODE: Learning to Optimize Energy Efficiency in LLM-based Code GenerationCode0
Improving FIM Code Completions via Context & Curriculum Based Learning—0
ExecRepoBench: Multi-level Executable Code Completion Evaluation—0
ContextModule: Improving Code Completion via Repository-level Contextual Information—0
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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