Application Areas

Benchmarking Intersectional Biases in NLP NAACL 2022 Benchmarking the Covariate Shift Robustness of Open-world Intent Classification Approaches AACL 2022 Benchmarking Transformers-based models on French Spoken Language Understanding tasks Interspeech 2022 Bending Reality: Distortion-Aware Transformers for Adapting to Panoramic Semantic Segmentation CVPR 2022 Bending the string: intonation contour length as a correlate of macro-rhythm Interspeech 2022 bert2BERT: Towards Reusable Pretrained Language Models ACL 2022 BERT Learns to Teach: Knowledge Distillation with Meta Learning ACL 2022 BERTMap: A BERT-Based Ontology Alignment System AAAI 2022 BERTScore is Unfair: On Social Bias in Language Model-Based Metrics for Text Generation EMNLP 2022 Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning AISTATS 2022 Better Hit the Nail on the Head than Beat around the Bush: Removing Protected Attributes with a Single Projection EMNLP 2022 Better Private Algorithms for Correlation Clustering COLT 2022 Better Supervisory Signals by Observing Learning Paths ICLR 2022 Beyond Adult and COMPAS: Fair Multi-Class Prediction via Information Projection NeurIPS 2022 Beyond Counting Datasets: A Survey of Multilingual Dataset Construction and Necessary Resources EMNLP 2022 Beyond Fixation: Dynamic Window Visual Transformer CVPR 2022 Beyond Goldfish Memory: Long-Term Open-Domain Conversation ACL 2022 Beyond IID: data-driven decision-making in heterogeneous environments NeurIPS 2022 Beyond ImageNet Attack: Towards Crafting Adversarial Examples for Black-box Domains ICLR 2022 Beyond Mahalanobis Distance for Textual OOD Detection NeurIPS 2022 Beyond neural scaling laws: beating power law scaling via data pruning NeurIPS 2022 Beyond Separability: Analyzing the Linear Transferability of Contrastive Representations to Related Subpopulations NeurIPS 2022 Beyond Static models and test sets: Benchmarking the potential of pre-trained models across tasks and languages ACL 2022 Bias at a Second Glance: A Deep Dive into Bias for German Educational Peer-Review Data Modeling COLING 2022 Bias Mitigation in Machine Translation Quality Estimation ACL 2022