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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Page: 1 2 3 4 5...30 Hits 1 – 20 of 600 1 Priorless Recurrent Networks Learn Curiously ... The 28th International Conference on Computational Linguistics 2020; Bowers, Jeff; Mitchell, Jeff. - : Underline Science Inc., 2020 BASE Show details 2 Character Alignment in Morphologically Complex Translation Sets for Related Languages ... The 28th International Conference on Computational Linguistics 2020; Ephrem, Binyam; Gasser, Michael. - : Underline Science Inc., 2020 BASE Show details 3 Composing Byte-Pair Encodings for Morphological Sequence Classification ... The 28th International Conference on Computational Linguistics 2020; Bernardy, Jean-Philipe; Ek, Adam. - : Underline Science Inc., 2020 BASE Show details 4 Variation in Universal Dependencies annotation: A token based typological case study on adpossessive constructions ... The 28th International Conference on Computational Linguistics 2020; Haakama, Viljami; Sinnemäki, Kaius. - : Underline Science Inc., 2020 BASE Show details 5 Corpus evidence for word order freezing in Russian and German ... The 28th International Conference on Computational Linguistics 2020; Berdicevskis, Aleksandrs; Piperski, Alexander. - : Underline Science Inc., 2020 BASE Show details 6 An analysis of language models for metaphor recognition ... The 28th International Conference on Computational Linguistics 2020; Markert, Katja; Neidlein, Arthur. - : Underline Science Inc., 2020 BASE Show details 7 Noise Isn't Always Negative: Countering Exposure Bias in Sequence-to-Sequence Inflection Models ... The 28th International Conference on Computational Linguistics 2020; Nicolai, Garrett; Silfverberg, Miikka. - : Underline Science Inc., 2020 BASE Show details 8 Exhaustive Entity Recognition for Coptic - Challenges and Solutions ... The 28th International Conference on Computational Linguistics 2020; Martin, Lance; Tu, Sichang. - : Underline Science Inc., 2020 BASE Show details 9 Imagining Grounded Conceptual Representations from Perceptual Information in Situated Guessing Games ... The 28th International Conference on Computational Linguistics 2020; Bastianelli, Emanuele; Bisk, Yonatan. - : Underline Science Inc., 2020 BASE Show details 10 Attentively Embracing Noise for Robust Latent Representation in BERT ... The 28th International Conference on Computational Linguistics 2020; Cunha Sergio, Gwenaelle; Lee, Minho; Moirangthem, Dennis Singh. - : Underline Science Inc., 2020 Abstract: Modern digital personal assistants interact with users through voice. Therefore, they heavily rely on automatic speech recognition (ASR) in order to convert speech to text and perform further tasks. We introduce EBERT, which stands for EmbraceBERT, with the goal of extracting more robust latent representations for the task of noisy ASR text classification. Conventionally, BERT is fine-tuned for downstream classification tasks using only the [CLS] starter token, with the remaining tokens being discarded. We propose using all encoded transformer tokens and further encode them using a novel attentive embracement layer and multi-head attention layer. This approach uses the otherwise discarded tokens as a source of additional information and the multi-head attention in conjunction with the attentive embracement layer to select important features from clean data during training. This allows for the extraction of a robust latent vector resulting in improved classification performance during testing when presented ... Keyword: Computer and Information Science; Natural Language Processing; Neural Network URL: https://underline.io/lecture/6216-attentively-embracing-noise-for-robust-latent-representation-in-bert https://dx.doi.org/10.48448/z3ex-gx97 BASE Hide details 11 Catching Attention with Automatic Pull Quote Selection ... The 28th International Conference on Computational Linguistics 2020; Bohn, Tanner. - : Underline Science Inc., 2020 BASE Show details 12 Opening Ceremony ... The 28th International Conference on Computational Linguistics 2020; Scott, Donia. - : Underline Science Inc., 2020 BASE Show details 13 Classifier Probes May Just Learn from Linear Context Features ... The 28th International Conference on Computational Linguistics 2020; Kuhlmann, Marco; Kunz, Jenny. - : Underline Science Inc., 2020 BASE Show details 14 Seeing the world through text: Evaluating image descriptions for commonsense reasoning in machine reading comprehension ... The 28th International Conference on Computational Linguistics 2020; Galvan-Sosa, Diana; Inui, Kentaro. - : Underline Science Inc., 2020 BASE Show details 15 Part 6 - Cross-linguistic Studies ... The 28th International Conference on Computational Linguistics 2020; ., Omri. - : Underline Science Inc., 2020 BASE Show details 16 Manifold Learning-based Word Representation Refinement Incorporating Global and Local Information ... The 28th International Conference on Computational Linguistics 2020; Chen, Jinjun; Li , Lin. - : Underline Science Inc., 2020 BASE Show details 17 HMSid and HMSid2 at PARSEME Shared Task 2020: Computational Corpus Linguistics and unseen-in-training MWEs ... The 28th International Conference on Computational Linguistics 2020; Colson, Jean-Pierre. - : Underline Science Inc., 2020 BASE Show details 18 Multi-dialect Arabic BERT for Country-level Dialect Identification ... The 28th International Conference on Computational Linguistics 2020; Ali, Mohammad; Al-Natsheh, Hussein. - : Underline Science Inc., 2020 BASE Show details 19 Autoencoding Improves Pre-trained Word Embeddings ... The 28th International Conference on Computational Linguistics 2020; Bollegala, Danushka; Kaneko, Masahiro. - : Underline Science Inc., 2020 BASE Show details 20 Exploring End-to-End Differentiable Natural Logic Modeling ... The 28th International Conference on Computational Linguistics 2020; Feng, Yufei; Greenspan, Michael. - : Underline Science Inc., 2020 BASE Show details Page: 1 2 3 4 5...30

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