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Interpretability

7318 directly classified papers

Papers per year

Papers

Dynamic Explainable Recommendation Based on Neural Attentive Models AAAI 2019
Human-grounded Evaluations of Explanation Methods for Text Classification IJCNLP 2019
On the Connection Between Adversarial Robustness and Saliency Map Interpretability ICML 2019
How Reasonable are Common-Sense Reasoning Tasks: A Case-Study on the Winograd Schema Challenge and SWAG IJCNLP 2019
Towards a Deep and Unified Understanding of Deep Neural Models in NLP ICML 2019
A Gradient-Based Split Criterion for Highly Accurate and Transparent Model Trees IJCAI 2019
A Summarization System for Scientific Documents IJCNLP 2019
Rethinking Cooperative Rationalization: Introspective Extraction and Complement Control IJCNLP 2019
Investigating BERT’s Knowledge of Language: Five Analysis Methods with NPIs IJCNLP 2019
Identifying Sensible Lexical Relations in Generated Stories NAACL 2019
FLEX: Faithful Linguistic Explanations for Neural Net Based Model Decisions AAAI 2019
Biologically Motivated Algorithms for Propagating Local Target Representations AAAI 2019
Exploring Knowledge Graphs in an Interpretable Composite Approach for Text Entailment AAAI 2019
What Gets Echoed? Understanding the “Pointers” in Explanations of Persuasive Arguments IJCNLP 2019
Explainable, Normative, and Justified Agency AAAI 2019
Explaining Deep Neural Networks with a Polynomial Time Algorithm for Shapley Value Approximation ICML 2019
Identification, Interpretability, and Bayesian Word Embeddings NAACL 2019
Using Grounded Word Representations to Study Theories of Lexical Concepts NAACL 2019
Neural Models of the Psychosemantics of ‘Most’ NAACL 2019
Simulating Spanish-English Code-Switching: El Modelo Está Generating Code-Switches NAACL 2019
An Analysis of Attention over Clinical Notes for Predictive Tasks NAACL 2019
Designing and Interpreting Probes with Control Tasks IJCNLP 2019
Neural Network Attributions: A Causal Perspective ICML 2019
End-to-End Sequential Metaphor Identification Inspired by Linguistic Theories ACL 2019
Are we there yet? Encoder-decoder neural networks as cognitive models of English past tense inflection ACL 2019