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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 Hits 1 – 14 of 14 1 Characterizing News Portrayal of Civil Unrest in Hong Kong, 1998–2020 ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; ., Giovanna Maria Dora; Bhattacharya, Rohit. - : Underline Science Inc., 2022 BASE Show details 2 Grounded Neural Generation ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Rieser, Verena. - : Underline Science Inc., 2021 BASE Show details 3 ArgFuse: A Weakly-Supervised Framework for Document-Level Event Argument Aggregation ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Goyal, Pawan; Kar, Debanjana. - : Underline Science Inc., 2021 BASE Show details 4 Question Answering over Text and Tables ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Wang, William Yang. - : Underline Science Inc., 2021 BASE Show details 5 Reordering Examples Helps during Priming-based Few-Shot Learning ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Kumar, Sawan; Talukdar, Partha. - : Underline Science Inc., 2021 BASE Show details 6 One Teacher is Enough? Pre-trained Language Model Distillation from Multiple Teachers ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Huang, Yongfeng; Wu, Chuhan; Wu, Fangzhao. - : Underline Science Inc., 2021 Abstract: Pre-trained language models (PLMs) achieve great success in NLP. However, their huge model sizes hinder their applications in many practical systems. Knowledge distillation is a popular technique to compress PLMs, which learns a small student model from a large teacher PLM. However, the knowledge learned from a single teacher may be limited and even biased, resulting in low-quality student model. In this paper, we propose a multi-teacher knowledge distillation framework named MTBERT for pre-trained language model compression, which can train high-quality student model from multiple teacher PLMs. In MTBERT we design a multi-teacher co-finetuning method to jointly finetune multiple teacher PLMs in downstream tasks with shared pooling and prediction layers to align their output space for better collaborative teaching. In addition, we propose a multi-teacher hidden loss and a multi-teacher distillation loss to transfer the useful knowledge in both hidden states and soft labels from multiple teacher PLMs to the ... Keyword: Computational Linguistics; Condensed Matter Physics; FOS Physical sciences; Information and Knowledge Engineering; Machine Learning; Neural Network; Semantics URL: https://dx.doi.org/10.48448/nsy4-yg49 https://underline.io/lecture/29881-one-teacher-is-enoughquestion-pre-trained-language-model-distillation-from-multiple-teachers BASE Hide details 7 Extracting Events from Industrial Incident Reports ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Hingmire, Swapnil; Kumar, Alok. - : Underline Science Inc., 2021 BASE Show details 8 On the Distribution, Sparsity, and Inference-time Quantization of Attention Values in Transformers ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Balasubramanian, Niranjan; Ferdman, Michael. - : Underline Science Inc., 2021 BASE Show details 9 Automatic Learning Assistant in Telugu ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Bommadi, Meghana; Mamidi, Radhika. - : Underline Science Inc., 2021 BASE Show details 10 Team “NoConflict” at CASE 2021 Task 1: Pretraining for Sentence-Level Protest Event Detection ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Hu, Tiancheng; Stoehr, Niklas. - : Underline Science Inc., 2021 BASE Show details 11 DAAI at CASE 2021 Task 1: Transformer-based Multilingual Socio-political and Crisis Event Detection ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Adedoyin-Olowe, Mariam; Bhogal, Jagdev. - : Underline Science Inc., 2021 BASE Show details 12 Modality and Negation in Event Extraction ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Bijl de Vroe, Sander; Guillou, Liane. - : Underline Science Inc., 2021 BASE Show details 13 Hell Hath No Fury? Correcting Bias in the NRC Emotion Lexicon ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Finlayson, Mark A.; Jimenez, Joshuan. - : Underline Science Inc., 2021 BASE Show details 14 System Description for the CommonGen task with the POINTER model ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Shvets, Anna. - : Underline Science Inc., 2021 BASE Show details

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