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conftrace_

contextual decomposition

7 papers

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CD

Co-occurring keywords · papers mentioning both

model interpretability (3) long short-term memory (2) explanation penalization (1) number prediction (1) word importance (1) linguistic rule (1) nlp model (1) transformer model (1) neural network (1) explainable deep learning (1)

Papers

Efficient Automated Circuit Discovery in Transformers using Contextual Decomposition ICLR 2025 Attention vs non-attention for a Shapley-based explanation method NAACL 2021 Interpretations are Useful: Penalizing Explanations to Align Neural Networks with Prior Knowledge ICML 2020 Towards Hierarchical Importance Attribution: Explaining Compositional Semantics for Neural Sequence Models ICLR 2020 Analysing Neural Language Models: Contextual Decomposition Reveals Default Reasoning in Number and Gender Assignment CoNLL 2019 Beyond Word Importance: Contextual Decomposition to Extract Interactions from LSTMs ICLR 2018 Explaining Character-Aware Neural Networks for Word-Level Prediction: Do They Discover Linguistic Rules? EMNLP 2018