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Interpretability

7318 directly classified papers

Papers per year

Papers

Language Model Augmented Relevance Score IJCNLP 2021
Polyjuice: Generating Counterfactuals for Explaining, Evaluating, and Improving Models IJCNLP 2021
Evidential Deep Learning for Open Set Action Recognition ICCV 2021
Generic Attention-Model Explainability for Interpreting Bi-Modal and Encoder-Decoder Transformers ICCV 2021
Targets and Aspects in Social Media Hate Speech ACL 2021
Automatic Error Type Annotation for Arabic EMNLP 2021
Explainable Prediction of Text Complexity: The Missing Preliminaries for Text Simplification IJCNLP 2021
Interpretable agent communication from scratch (with a generic visual processor emerging on the side) NIPS 2021
Representer Point Selection via Local Jacobian Expansion for Post-hoc Classifier Explanation of Deep Neural Networks and Ensemble Models NIPS 2021
Grammatical Profiling for Semantic Change Detection EMNLP 2021
UIUC_BioNLP at SemEval-2021 Task 11: A Cascade of Neural Models for Structuring Scholarly NLP Contributions ACL 2021
Focus Attention: Promoting Faithfulness and Diversity in Summarization ACL 2021
Probing the Probing Paradigm: Does Probing Accuracy Entail Task Relevance? EACL 2021
Increasing Robustness to Spurious Correlations using Forgettable Examples EACL 2021
Probing Contextual Language Models for Common Ground with Visual Representations NAACL 2021
Influence Decompositions For Neural Network Attribution AISTATS 2021
Exploiting Definitions for Frame Identification EACL 2021
Towards Detection and Remediation of Phonemic Confusion ACL 2021
An Overview of Uncertainty Calibration for Text Classification and the Role of Distillation ACL 2021
All That’s ‘Human’ Is Not Gold: Evaluating Human Evaluation of Generated Text ACL 2021
Multi-perspective Coherent Reasoning for Helpfulness Prediction of Multimodal Reviews ACL 2021
DeepOpht: Medical Report Generation for Retinal Images via Deep Models and Visual Explanation WACV 2021
Explaining Explanations: Axiomatic Feature Interactions for Deep Networks JMLR 2021
Towards Detection and Remediation of Phonemic Confusion IJCNLP 2021
GoldenWind at SemEval-2021 Task 5: Orthrus - An Ensemble Approach to Identify Toxicity ACL 2021