Papers
Investigating the effect of auxiliary objectives for the automated grading of learner English speech transcriptions
Hannah Craighead, Andrew Caines, Paula Buttery et al.
Efficient Strategies for Hierarchical Text Classification: External Knowledge and Auxiliary Tasks
Kervy Rivas Rojas, Gina Bustamante, Arturo Oncevay et al.
DeeBERT: Dynamic Early Exiting for Accelerating BERT Inference
Ji Xin, Raphael Tang, Jaejun Lee et al.
A Girl Has A Name: Detecting Authorship Obfuscation
Asad Mahmood, Zubair Shafiq, Padmini Srinivasan
XtremeDistil: Multi-stage Distillation for Massive Multilingual Models
Subhabrata Mukherjee, Ahmed Hassan Awadallah
Why Overfitting Isn’t Always Bad: Retrofitting Cross-Lingual Word Embeddings to Dictionaries
Mozhi Zhang, Yoshinari Fujinuma, Michael J. Paul et al.
To Pretrain or Not to Pretrain: Examining the Benefits of Pretrainng on Resource Rich Tasks
Sinong Wang, Madian Khabsa, Hao Ma
Taxonomy Construction of Unseen Domains via Graph-based Cross-Domain Knowledge Transfer
Chao Shang, Sarthak Dash, Md. Faisal Mahbub Chowdhury et al.
Stolen Probability: A Structural Weakness of Neural Language Models
David Demeter, Gregory Kimmel, Doug Downey
SMART: Robust and Efficient Fine-Tuning for Pre-trained Natural Language Models through Principled Regularized Optimization
Haoming Jiang, Pengcheng He, Weizhu Chen et al.
On Importance Sampling-Based Evaluation of Latent Language Models
Robert L. Logan IV, Matt Gardner, Sameer Singh
MobileBERT: a Compact Task-Agnostic BERT for Resource-Limited Devices
Zhiqing Sun, Hongkun Yu, Xiaodan Song et al.
MixText: Linguistically-Informed Interpolation of Hidden Space for Semi-Supervised Text Classification
Jiaao Chen, Zichao Yang, Diyi Yang
Learning to Contextually Aggregate Multi-Source Supervision for Sequence Labeling
Ouyu Lan, Xiao Huang, Bill Yuchen Lin et al.
Generalizing Natural Language Analysis through Span-relation Representations
Zhengbao Jiang, Wei Xu, Jun Araki et al.
GAN-BERT: Generative Adversarial Learning for Robust Text Classification with a Bunch of Labeled Examples
Danilo Croce, Giuseppe Castellucci, Roberto Basili
ExpBERT: Representation Engineering with Natural Language Explanations
Shikhar Murty, Pang Wei Koh, Percy Liang
Active Imitation Learning with Noisy Guidance
Kianté Brantley, Amr Sharaf, Hal Daumé III
Calibrating Structured Output Predictors for Natural Language Processing
Abhyuday Jagannatha, Hong Yu
Speak to your Parser: Interactive Text-to-SQL with Natural Language Feedback
Ahmed Elgohary, Saghar Hosseini, Ahmed Hassan Awadallah
Recursive Template-based Frame Generation for Task Oriented Dialog
Rashmi Gangadharaiah, Balakrishnan Narayanaswamy
Negative Training for Neural Dialogue Response Generation
Tianxing He, James Glass
Grounded Conversation Generation as Guided Traverses in Commonsense Knowledge Graphs
Houyu Zhang, Zhenghao Liu, Chenyan Xiong et al.
Can You Put it All Together: Evaluating Conversational Agents’ Ability to Blend Skills
Eric Michael Smith, Mary Williamson, Kurt Shuster et al.
“None of the Above”: Measure Uncertainty in Dialog Response Retrieval
Yulan Feng, Shikib Mehri, Maxine Eskenazi et al.