Interpretability

Analyzing BERT’s Knowledge of Hypernymy via Prompting EMNLP 2021 Analyzing the Source and Target Contributions to Predictions in Neural Machine Translation ACL 2021 An Analysis of LIME for Text Data AISTATS 2021 An Empirical Comparison of Instance Attribution Methods for NLP NAACL 2021 An IDR Framework of Opportunities and Barriers between HCI and NLP EACL 2021 An Interpretable Framework for Drug-Target Interaction with Gated Cross Attention MLHC 2021 An Investigation of Language Model Interpretability via Sentence Editing EMNLP 2021 Anomaly Attribution with Likelihood Compensation AAAI 2021 A Novel Visual Interpretability for Deep Neural Networks by Optimizing Activation Maps with Perturbation AAAI 2021 An Overview of Uncertainty Calibration for Text Classification and the Role of Distillation ACL 2021 Answering Ambiguous Questions through Generative Evidence Fusion and Round-Trip Prediction ACL 2021 A Peek Into the Reasoning of Neural Networks: Interpreting With Structural Visual Concepts CVPR 2021 Architecture Disentanglement for Deep Neural Networks ICCV 2021 Are Factuality Checkers Reliable? Adversarial Meta-evaluation of Factuality in Summarization EMNLP 2021 Are Neural Nets Modular? Inspecting Functional Modularity Through Differentiable Weight Masks ICLR 2021 Are Neural Networks Extracting Linguistic Properties or Memorizing Training Data? An Observation with a Multilingual Probe for Predicting Tense EACL 2021 A Review of Human Evaluation for Style Transfer ACL 2021 Argumentation Mining in Scientific Literature for Sustainable Development EMNLP 2021 Argumentative XAI: A Survey IJCAI 2021 Artificial Text Detection via Examining the Topology of Attention Maps EMNLP 2021 A Rule Mining-based Advanced Persistent Threats Detection System IJCAI 2021 A Simple Three-Step Approach for the Automatic Detection of Exaggerated Statements in Health Science News EACL 2021 Asking the Right Questions: Learning Interpretable Action Models Through Query Answering AAAI 2021 A Study of Automatic Metrics for the Evaluation of Natural Language Explanations EACL 2021 A Targeted Assessment of Incremental Processing in Neural Language Models and Humans ACL 2021