Computation and Language · Computer Science
Towards Non-task-specific Distillation of BERT via Sentence Representation Approximation
Bowen Wu, Huan Zhang, Mengyuan Li, Zongsheng Wang +3
2020-04-08
Computation and Language · Computer Science
Improving BERT Fine-Tuning via Self-Ensemble and Self-Distillation
Yige Xu, Xipeng Qiu, Ligao Zhou, Xuanjing Huang
2020-02-25
Computation and Language · Computer Science
Deep Learning for Medical Text Processing: BERT Model Fine-Tuning and Comparative Study
Jiacheng Hu, Yiru Cang, Guiran Liu, Meiqi Wang +2
2024-10-29
Machine Learning · Computer Science
Efficient Extractive Text Summarization for Online News Articles Using Machine Learning
Sajib Biswas, Milon Biswas, Arunima Mandal, Fatema Tabassum Liza +1
2025-09-22
Computation and Language · Computer Science
Abstractive Text Summarization for Resumes With Cutting Edge NLP Transformers and LSTM
Öykü Berfin Mercan, Sena Nur Cavsak, Aysu Deliahmetoglu, Senem Tanberk
2023-06-26
Machine Learning · Computer Science
Compressing Large-Scale Transformer-Based Models: A Case Study on BERT
Prakhar Ganesh, Yao Chen, Xin Lou, Mohammad Ali Khan +5
2021-09-29
Computation and Language · Computer Science
Visualizing and Understanding the Effectiveness of BERT
Yaru Hao, Li Dong, Furu Wei, Ke Xu
2019-08-16
Computation and Language · Computer Science
Incorporating BERT into Neural Machine Translation
Jinhua Zhu, Yingce Xia, Lijun Wu, Di He +4
2020-02-18
Computation and Language · Computer Science
LegaLMFiT: Efficient Short Legal Text Classification with LSTM Language Model Pre-Training
Benjamin Clavié, Akshita Gheewala, Paul Briton, Marc Alphonsus +2
2021-09-16
Computation and Language · Computer Science
Summary Level Training of Sentence Rewriting for Abstractive Summarization
Sanghwan Bae, Taeuk Kim, Jihoon Kim, Sang-goo Lee
2019-09-27
Computation and Language · Computer Science
Domain Specific Fine-tuning of Denoising Sequence-to-Sequence Models for Natural Language Summarization
Brydon Parker, Alik Sokolov, Mahtab Ahmed, Matt Kalebic +2
2022-04-22
Computation and Language · Computer Science
Evaluating LLMs and Pre-trained Models for Text Summarization Across Diverse Datasets
Tohida Rehman, Soumabha Ghosh, Kuntal Das, Souvik Bhattacharjee +2
2025-03-14
Computation and Language · Computer Science
TernaryBERT: Distillation-aware Ultra-low Bit BERT
Wei Zhang, Lu Hou, Yichun Yin, Lifeng Shang +3
2020-10-13