Methods › Natural Language Processing › Language Models › CodeGen
CodeGen
Introduced by Erik Nijkamp et al. in CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
CodeGen is an autoregressive transformers with next-token prediction language modeling as the learning objective trained on a natural language corpus and programming language data curated from GitHub.
Papers archive 2025-07-28
25 shown of 25, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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How to Select Pre-Trained Code Models for Reuse? A Learning Perspective 7 Jan 2025 · 1 repository · arXiv:2501.03783
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Does Your Neural Code Completion Model Use My Code? A Membership Inference Approach 22 Apr 2024 · 1 repository · arXiv:2404.14296
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CodeFort: Robust Training for Code Generation Models 11 Apr 2024 · 0 repositories · arXiv:2405.01567
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Bugs in Large Language Models Generated Code: An Empirical Study 13 Mar 2024 · 1 repository · arXiv:2403.08937
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LLaMoCo: Instruction Tuning of Large Language Models for Optimization Code Generation 2 Mar 2024 · 0 repositories · arXiv:2403.01131
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HumanEval on Latest GPT Models -- 2024 20 Feb 2024 · 1 repository · arXiv:2402.14852Syntology ran 1 of 3 samples · 2 unverified
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CrossCodeEval: A Diverse and Multilingual Benchmark for Cross-File Code Completion 17 Oct 2023 · 1 repository · arXiv:2310.11248Syntology ran 4 of 6 samples · 2 unverified
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Functional Overlap Reranking for Neural Code Generation 16 Oct 2023 · 2 repositories · arXiv:2311.03366
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Large Language Model-Aware In-Context Learning for Code Generation 15 Oct 2023 · 0 repositories · arXiv:2310.09748
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BioCoder: A Benchmark for Bioinformatics Code Generation with Large Language Models 31 Aug 2023 · 1 repository · arXiv:2308.16458Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
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COMEX: A Tool for Generating Customized Source Code Representations 10 Jul 2023 · 1 repository · arXiv:2307.04693
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Exploring the Robustness of Large Language Models for Solving Programming Problems 26 Jun 2023 · 0 repositories · arXiv:2306.14583
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Fine-Tuning Large Language Models for Answering Programming Questions with Code Snippets 26 Jun 2023 · 0 repositories
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How Effective Are Neural Networks for Fixing Security Vulnerabilities 29 May 2023 · 1 repository · arXiv:2305.18607Syntology ran 4 of 4 samples · 0 unverified · 4 pointer-only (licence)
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Prompting with Pseudo-Code Instructions 19 May 2023 · 2 repositories · arXiv:2305.11790Syntology ran 0 of 13 samples · 13 unverified
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Using Large Language Models to Generate JUnit Tests: An Empirical Study 30 Apr 2023 · 1 repository · arXiv:2305.00418
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Learning Performance-Improving Code Edits 15 Feb 2023 · 2 repositories · arXiv:2302.07867Syntology ran 7 of 19 samples · 12 unverified · 19 pointer-only (licence)
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Large Language Models for Code: Security Hardening and Adversarial Testing 10 Feb 2023 · 1 repository · arXiv:2302.05319
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Execution-Based Evaluation for Open-Domain Code Generation 20 Dec 2022 · 1 repository · arXiv:2212.10481
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ReCode: Robustness Evaluation of Code Generation Models 20 Dec 2022 · 3 repositories · arXiv:2212.10264Syntology ran 5 of 5 samples · 0 unverified
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Benchmarking Large Language Models for Automated Verilog RTL Code Generation 13 Dec 2022 · 1 repository · arXiv:2212.11140Syntology ran 0 of 2 samples · 2 unverified
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On the Compositional Generalization Gap of In-Context Learning 15 Nov 2022 · 0 repositories · arXiv:2211.08473
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Follow-up Attention: An Empirical Study of Developer and Neural Model Code Exploration 11 Oct 2022 · 1 repository · arXiv:2210.05506
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MultiPL-E: A Scalable and Extensible Approach to Benchmarking Neural Code Generation 17 Aug 2022 · 1 repository · arXiv:2208.08227Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
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CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis 25 Mar 2022 · 8 repositories · arXiv:2203.13474Syntology ran 10 of 10 samples · 0 unverified
Tasks archive 2025-07-28
20 shown of 25 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections