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Code Completion

Papers

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Showing 101–150 of 212 papers

TitleStatusHype
Chain of Agents: Large Language Models Collaborating on Long-Context Tasks—0
CoCoP: Enhancing Text Classification with LLM through Code Completion Prompt—0
CodeCipher: Learning to Obfuscate Source Code Against LLMs—0
Code Completion by Modeling Flattened Abstract Syntax Trees as Graphs—0
Code Completion using Neural Attention and Byte Pair Encoding—0
CodeGemma: Open Code Models Based on Gemma—0
CodeMixBench: Evaluating Large Language Models on Code Generation with Code-Mixed Prompts—0
Coeditor: Leveraging Contextual Changes for Multi-round Code Auto-editing—0
Comparative Analysis of Large Language Models for Context-Aware Code Completion using SAFIM Framework—0
Compilable Neural Code Generation with Compiler Feedback—0
Context Composing for Full Line Code Completion—0
ContextModule: Improving Code Completion via Repository-level Contextual Information—0
Critique Ability of Large Language Models—0
Curriculum Learning for Small Code Language Models—0
DeepVS: An Efficient and Generic Approach for Source Code Modeling Usage—0
Does Your Neural Code Completion Model Use My Code? A Membership Inference Approach—0
Do Large Code Models Understand Programming Concepts? Counterfactual Analysis for Code Predicates—0
Dynamic Neural Program Embeddings for Program Repair—0
EduBot -- Can LLMs Solve Personalized Learning and Programming Assignments?—0
Enhancing LLM-Based Coding Tools through Native Integration of IDE-Derived Static Context—0
Evaluating Long Range Dependency Handling in Code Generation Models using Multi-Step Key Retrieval—0
ExecRepoBench: Multi-level Executable Code Completion Evaluation—0
Exploring ChatGPT's Ability to Rank Content: A Preliminary Study on Consistency with Human Preferences—0
Fast and Memory-Efficient Neural Code Completion—0
FastDraft: How to Train Your Draft—0
FEA-Bench: A Benchmark for Evaluating Repository-Level Code Generation for Feature Implementation—0
From Copilot to Pilot: Towards AI Supported Software Development—0
Full Line Code Completion: Bringing AI to Desktop—0
GenAI for Simulation Model in Model-Based Systems Engineering—0
Generation Probabilities Are Not Enough: Uncertainty Highlighting in AI Code Completions—0
GraphCodeBERT: Pre-training Code Representations with Data Flow—0
HiLDe: Intentional Code Generation via Human-in-the-Loop Decoding—0
Horizon-Length Prediction: Advancing Fill-in-the-Middle Capabilities for Code Generation with Lookahead Planning—0
Identifying and Mitigating the Security Risks of Generative AI—0
Identifying and Mitigating Vulnerabilities in LLM-Integrated Applications—0
Improving Code Autocompletion with Transfer Learning—0
Improving FIM Code Completions via Context & Curriculum Based Learning—0
IntelliCode Compose: Code Generation Using Transformer—0
Interpretability Illusions in the Generalization of Simplified Models—0
Is Next Token Prediction Sufficient for GPT? Exploration on Code Logic Comprehension—0
Unveiling Code Pre-Trained Models: Investigating Syntax and Semantics Capacities—0
Jailbreak Attacks and Defenses Against Large Language Models: A Survey—0
JudgeRank: Leveraging Large Language Models for Reasoning-Intensive Reranking—0
KV Prediction for Improved Time to First Token—0
Laminar: A New Serverless Stream-based Framework with Semantic Code Search and Code Completion—0
Learning to Extend Program Graphs to Work-in-Progress Code—0
Learning to Complete Code with Sketches—0
HierarchyNet: Learning to Summarize Source Code with Heterogeneous Representations—0
LibEvolutionEval: A Benchmark and Study for Version-Specific Code Generation—0
LongCoder: A Long-Range Pre-trained Language Model for Code Completion—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