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Interpretability

7,318 papers

Papers per year

Papers

SHAFF: Fast and consistent SHApley eFfect estimates via random Forests AISTATS 2022
Probing GNN Explainers: A Rigorous Theoretical and Empirical Analysis of GNN Explanation Methods AISTATS 2022
Learning Interpretable, Tree-Based Projection Mappings for Nonlinear Embeddings AISTATS 2022
Model-agnostic out-of-distribution detection using combined statistical tests AISTATS 2022
Causal Explanations and XAI CLEAR 2022
Subject Verb Agreement Error Patterns in Meaningless Sentences: Humans vs. BERT COLING 2022
Measuring Morphological Fusion Using Partial Information Decomposition COLING 2022
Hierarchical Attention Network for Explainable Depression Detection on Twitter Aided by Metaphor Concept Mappings COLING 2022
Locally Distributed Activation Vectors for Guided Feature Attribution COLING 2022
E-VarM: Enhanced Variational Word Masks to Improve the Interpretability of Text Classification Models COLING 2022
Social Norms-Grounded Machine Ethics in Complex Narrative Situation COLING 2022
Can Edge Probing Tests Reveal Linguistic Knowledge in QA Models? COLING 2022
A Coarse-to-fine Cascaded Evidence-Distillation Neural Network for Explainable Fake News Detection COLING 2022
Learning to Generate Explanation from e-Hospital Services for Medical Suggestion COLING 2022
Negation, Coordination, and Quantifiers in Contextualized Language Models COLING 2022
On the Nature of BERT: Correlating Fine-Tuning and Linguistic Competence COLING 2022
Does BERT Rediscover a Classical NLP Pipeline? COLING 2022
Generic Overgeneralization in Pre-trained Language Models COLING 2022
How about Time? Probing a Multilingual Language Model for Temporal Relations COLING 2022
IMPARA: Impact-Based Metric for GEC Using Parallel Data COLING 2022
Towards Explainable Evaluation of Language Models on the Semantic Similarity of Visual Concepts COLING 2022
BECEL: Benchmark for Consistency Evaluation of Language Models COLING 2022
One Word, Two Sides: Traces of Stance in Contextualized Word Representations COLING 2022
Towards Structure-aware Paraphrase Identification with Phrase Alignment Using Sentence Encoders COLING 2022
Transparent Semantic Parsing with Universal Dependencies Using Graph Transformations COLING 2022