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PACSafe: Leveraging ARM Pointer Authentication for Memory Safety in C/C++ ...
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Compiler-Driven Simulation of Reconfigurable Hardware Accelerators ...
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How ISO C became unusable for operating systems development ...
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Quickstrom: Property Based Acceptance Testing with LTL Specifications ...
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A Systematic Evaluation of Large Language Models of Code ...
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Abstract:
Large language models (LMs) of code have recently shown tremendous promise in completing code and synthesizing code from natural language descriptions. However, the current state-of-the-art code LMs (e.g., Codex (Chen et al., 2021)) are not publicly available, leaving many questions about their model and data design decisions. We aim to fill in some of these blanks through a systematic evaluation of the largest existing models: Codex, GPT-J, GPT-Neo, GPT-NeoX-20B, and CodeParrot, across various programming languages. Although Codex itself is not open-source, we find that existing open-source models do achieve close results in some programming languages, although targeted mainly for natural language modeling. We further identify an important missing piece in the form of a large open-source model trained exclusively on a multi-lingual corpus of code. We release a new model, PolyCoder, with 2.7B parameters based on the GPT-2 architecture, which was trained on 249GB of code across 12 programming languages on a ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences; Programming Languages cs.PL
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URL: https://dx.doi.org/10.48550/arxiv.2202.13169
https://arxiv.org/abs/2202.13169
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On Reinforcement Learning, Effect Handlers, and the State Monad ...
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Compilable Neural Code Generation with Compiler Feedback ...
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Concepts et sémantique des langages de programmation 2 : constructions modulaires et objet avec OCaml, Python, C++, Ada et Java
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In: https://hal.archives-ouvertes.fr/hal-03030511 ; ISTE Editions, 2021, 9781784057022 (2021)
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Language and semantics of expressions for Grafcet model synthesis in an MDE environment ; Langage et sémantique des expressions pour la synthèse de modèle Grafcet dans un environnement IDM
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In: https://hal.archives-ouvertes.fr/hal-02558838 ; 2021 (2021)
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Concepts et sémantique des langages de programmation 1 : constructions fonctionnelles et impératives avec OCaml, Python, C et C++
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In: https://hal.archives-ouvertes.fr/hal-03030484 ; ISTE Editions, 2021, 9781784057015 (2021)
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Language and semantics of expressions for Grafcet model synthesis in an MDE environment ; Langage et sémantique des expressions pour la synthèse de modèle Grafcet dans un environnement IDM
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In: https://hal.archives-ouvertes.fr/hal-02558838 ; 2021 (2021)
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Communicating artificial neural networks develop efficient color-naming systems
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In: ISSN: 0027-8424 ; EISSN: 1091-6490 ; Proceedings of the National Academy of Sciences of the United States of America ; https://hal.inria.fr/hal-03329084 ; Proceedings of the National Academy of Sciences of the United States of America , National Academy of Sciences, 2021, 118 (12), ⟨10.1073/pnas.2016569118⟩ (2021)
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Improving Automation for Higher-Order Proof Steps
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In: Lecture Notes ; FroCos 2021 - 13th International Symposium on Frontiers of Combining Systems ; https://hal.archives-ouvertes.fr/hal-03528009 ; FroCos 2021 - 13th International Symposium on Frontiers of Combining Systems, Sep 2021, Birmingham, United Kingdom. pp.139-153, ⟨10.1007/978-3-030-86205-3_8⟩ (2021)
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Jolie and LEMMA: Model-Driven Engineering and Programming Languages Meet on Microservices
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In: 23th International Conference on Coordination Languages and Models (COORDINATION) ; https://hal.inria.fr/hal-03347326 ; 23th International Conference on Coordination Languages and Models (COORDINATION), Jun 2021, Valletta, Malta. pp.276 - 284, ⟨10.1007/978-3-030-78142-2_17⟩ (2021)
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Automatic Guide Generation for Stan via NumPyro
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In: PROBPROG 2021 - Third International Conference on Probabilistic Programming ; https://hal.archives-ouvertes.fr/hal-03401708 ; PROBPROG 2021 - Third International Conference on Probabilistic Programming, Oct 2021, Virtual, United States (2021)
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Bootstrap-Based Language Development: Turning an existing VM into a polyglot VM ; Développement de langages basé l’amorçage
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In: https://tel.archives-ouvertes.fr/tel-03511998 ; Computer Science [cs]. Université de Lille; IMT Lille Douai, 2021. English (2021)
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Categories with Families: Unityped, Simply Typed, and Dependently Typed
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In: Joachim Lambek: The Interplay of Mathematics, Logic, and Linguistics ; https://hal.archives-ouvertes.fr/hal-03419296 ; Joachim Lambek: The Interplay of Mathematics, Logic, and Linguistics, 20, Springer International Publishing, pp.135-180, 2021, Outstanding Contributions to Logic, ⟨10.1007/978-3-030-66545-6_5⟩ (2021)
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