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Interpretability

7318 directly classified papers

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Papers

Why Didn’t You Listen to Me? Comparing User Control of Human-in-the-Loop Topic Models ACL 2019
Induction of Non-Monotonic Logic Programs to Explain Boosted Tree Models Using LIME AAAI 2019
Learning Optimal and Fair Decision Trees for Non-Discriminative Decision-Making AAAI 2019
Learning Phenotypes and Dynamic Patient Representations via RNN Regularized Collective Non-Negative Tensor Factorization AAAI 2019
Bias Analysis and Mitigation in the Evaluation of Authorship Verification ACL 2019
Towards Automatic Variant Analysis of Ancient Devotional Texts ACL 2019
Tree Transformer: Integrating Tree Structures into Self-Attention EMNLP 2019
Revealing the Dark Secrets of BERT EMNLP 2019
Human-grounded Evaluations of Explanation Methods for Text Classification EMNLP 2019
A Simple Recipe towards Reducing Hallucination in Neural Surface Realisation ACL 2019
Meaning Representation of Null Instantiated Semantic Roles in FrameNet ACL 2019
Understanding the Evolution of Circular Economy through Language Change ACL 2019
Annotation of Rhetorical Moves in Biochemistry Articles ACL 2019
A Prism Module for Semantic Disentanglement in Name Entity Recognition ACL 2019
Correlating Neural and Symbolic Representations of Language ACL 2019
What Does This Word Mean? Explaining Contextualized Embeddings with Natural Language Definition EMNLP 2019
Multilingual, Multi-scale and Multi-layer Visualization of Intermediate Representations EMNLP 2019
Ontological attention ensembles for capturing semantic concepts in ICD code prediction from clinical text EMNLP 2019
Interrogating the Explanatory Power of Attention in Neural Machine Translation EMNLP 2019
Relating Simple Sentence Representations in Deep Neural Networks and the Brain ACL 2019
Towards Assessing Argumentation Annotation - A First Step ACL 2019
Learning by Abstraction: The Neural State Machine NIPS 2019
On the Accuracy of Influence Functions for Measuring Group Effects NIPS 2019
MonoForest framework for tree ensemble analysis NIPS 2019
Analysing Representations of Memory Impairment in a Clinical Notes Classification Model ACL 2019