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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 Hits 1 – 20 of 83 1 Negative language transfer in learner English: A new dataset ... NAACL 2021 2021; Demmans Epp, Carrie; Farias Wanderley, Leticia. - : Underline Science Inc., 2021 BASE Show details 2 Generative Imagination Elevates Machine Translation ... NAACL 2021 2021; Li, Lei; Long, Quanyu. - : Underline Science Inc., 2021 BASE Show details 3 Parallel sentences mining with transfer learning in an unsupervised setting ... NAACL 2021 2021; Feng, Yifan; Mi, Chenggang. - : Underline Science Inc., 2021 BASE Show details 4 Source and Target Bidirectional Knowledge Distillation for End-to-end Speech Translation ... NAACL 2021 2021; Inaguma, Hirofumi. - : Underline Science Inc., 2021 BASE Show details 5 Detoxifying Language Models Risks Marginalizing Minority Voices ... NAACL 2021 2021; Gururangan, Suchin; Klein, Dan. - : Underline Science Inc., 2021 BASE Show details 6 Domain Adaptation for Arabic Cross-Domain and Cross-Dialect Sentiment Analysis from Contextualized Word Embedding ... NAACL 2021 2021; Berrada, Ismail; El Mahdaouy, Abdelkader. - : Underline Science Inc., 2021 BASE Show details 7 Knowledge Enhanced Masked Language Model for Stance Detection ... NAACL 2021 2021; Kawintiranon, Kornraphop; Singh, Lisa. - : Underline Science Inc., 2021 BASE Show details 8 Universal Dependencies ... NAACL 2021 2021; de Marneffe, Marie-Catherine; Manning, Christopher. - : Underline Science Inc., 2021 BASE Show details 9 Frustratingly Easy Edit-based Linguistic Steganography with a Masked Language Model ... NAACL 2021 2021; Kurohashi, Sadao; Murawaki, Yugo. - : Underline Science Inc., 2021 BASE Show details 10 MelBERT: Metaphor Detection via Contextualized Late Interaction using Metaphorical Identification Theories ... NAACL 2021 2021; Choi, Minjin; Choi, Eunseong. - : Underline Science Inc., 2021 BASE Show details 11 DirectProbe: Studying Representations without Classifiers ... NAACL 2021 2021; Srikumar, Vivek; Zhou, Yichu. - : Underline Science Inc., 2021 Abstract: Read the paper on the folowing link: https://www.aclweb.org/anthology/2021.naacl-main.401/ Abstract: Understanding how the linguistic structure is encoded in contextualized embedding could help explain their impressive performance across NLP. Existing approaches for probing them usually call for training classifiers and use the accuracy, mutual information, or complexity as a proxy for the representation's goodness. In this work, we argue that doing so can be unreliable because different representations may need different classifiers. We develop a heuristic, DirectProbe, that directly studies the geometry of a representation by building upon the notion of a version space for a task. Experiments with several linguistic tasks and contextualized embeddings show that, even without training classifiers, DirectProbe can shine lights on how an embedding space represents labels and also anticipate the classifier performance for the representation. ... Keyword: Artificial Intelligence; Computer Science and Engineering; Intelligent System; Natural Language Processing URL: https://dx.doi.org/10.48448/vyzv-j336 https://underline.io/lecture/19706-directprobe-studying-representations-without-classifiers BASE Hide details 12 Challenging distributional models with a conceptual network of philosophical terms ... NAACL 2021 2021; Bloem, Jelke; Fokkens, Antske. - : Underline Science Inc., 2021 BASE Show details 13 Modeling the Severity of Complaints in Social Media ... NAACL 2021 2021; Aletras, Nikolaos; Jin, Mali. - : Underline Science Inc., 2021 BASE Show details 14 ERNIE-Gram: Pre-Training with Explicitly N-Gram Masked Language Modeling for Natural Language Understanding ... NAACL 2021 2021; Li, Yu-Kun; Xiao, Dongling. - : Underline Science Inc., 2021 BASE Show details 15 Proteno: Text Normalization with Limited Data for Fast Deployment in Text to Speech Systems ... NAACL 2021 2021; Tyagi, Shubhi. - : Underline Science Inc., 2021 BASE Show details 16 CaSiNo: A Corpus of Campsite Negotiation Dialogues for Automatic Negotiation Systems ... NAACL 2021 2021; Chawla, Kushal; Clever, Rene. - : Underline Science Inc., 2021 BASE Show details 17 multiPRover: Generating Multiple Proofs for Improved Interpretability in Rule Reasoning ... NAACL 2021 2021; Bansal, Mohit; Saha, Swarnadeep. - : Underline Science Inc., 2021 BASE Show details 18 Modeling Framing in Immigration Discourse on Social Media ... NAACL 2021 2021; Budak, Ceren; Jurgens, David. - : Underline Science Inc., 2021 BASE Show details 19 Interpretability Analysis for Named Entity Recognition to Understand System Predictions and How They Can Improve ... NAACL 2021 2021; Agarwal, Oshin; Nenkova, Ani. - : Underline Science Inc., 2021 BASE Show details 20 SPLAT: Speech-Language Joint Pre-Training for Spoken Language Understanding ... NAACL 2021 2021; ., Michael; Zhu, Chenguang. - : Underline Science Inc., 2021 BASE Show details Page: 1 2 3 4 5

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