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HFL at SemEval-2022 Task 8: A Linguistics-inspired Regression Model with Data Augmentation for Multilingual News Similarity ...
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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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23 |
EAG: Extract and Generate Multi-way Aligned Corpus for Complete Multi-lingual Neural Machine Translation ...
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24 |
SGL: Symbolic Goal Learning in a Hybrid, Modular Framework for Human Instruction Following ...
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26 |
Automatic Speech Recognition Datasets in Cantonese: A Survey and New Dataset ...
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27 |
GPT-D: Inducing Dementia-related Linguistic Anomalies by Deliberate Degradation of Artificial Neural Language Models ...
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28 |
IR-GAN: Image Manipulation with Linguistic Instruction by Increment Reasoning ...
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30 |
Neighbors Are Not Strangers: Improving Non-Autoregressive Translation under Low-Frequency Lexical Constraints ...
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31 |
Improving Lexical Embeddings for Robust Question Answering ...
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32 |
HistBERT: A Pre-trained Language Model for Diachronic Lexical Semantic Analysis ...
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34 |
An Unsupervised Masking Objective for Abstractive Multi-Document News Summarization ...
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LaPraDoR: Unsupervised Pretrained Dense Retriever for Zero-Shot Text Retrieval ...
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36 |
MEduKG: A Deep-Learning-Based Approach for Multi-Modal Educational Knowledge Graph Construction
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In: Information; Volume 13; Issue 2; Pages: 91 (2022)
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37 |
Understanding Temporal Relations in Mandarin Chinese: An ERP Investigation
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In: Brain Sciences; Volume 12; Issue 4; Pages: 474 (2022)
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38 |
Computational Modelling of Tone Perception Based on Direct Processing of f0 Contours
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In: Brain Sciences; Volume 12; Issue 3; Pages: 337 (2022)
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39 |
Current Advancement in Diagnosing Atrial Fibrillation by Utilizing Wearable Devices and Artificial Intelligence: A Review Study
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In: Diagnostics; Volume 12; Issue 3; Pages: 689 (2022)
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40 |
S-NER: A Concise and Efficient Span-Based Model for Named Entity Recognition
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In: Sensors; Volume 22; Issue 8; Pages: 2852 (2022)
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