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Interpretability

7,318 papers

Papers per year

Papers

Is Attention Explanation? An Introduction to the Debate ACL 2022
Do Transformer Models Show Similar Attention Patterns to Task-Specific Human Gaze? ACL 2022
EPT-X: An Expression-Pointer Transformer model that generates eXplanations for numbers ACL 2022
Identifying the Human Values behind Arguments ACL 2022
Nibbling at the Hard Core of Word Sense Disambiguation ACL 2022
An Interpretable Neuro-Symbolic Reasoning Framework for Task-Oriented Dialogue Generation ACL 2022
Which side are you on? Insider-Outsider classification in conspiracy-theoretic social media ACL 2022
A Comparative Study of Faithfulness Metrics for Model Interpretability Methods ACL 2022
Improving Generalizability in Implicitly Abusive Language Detection with Concept Activation Vectors ACL 2022
Can Prompt Probe Pretrained Language Models? Understanding the Invisible Risks from a Causal View ACL 2022
Logic Traps in Evaluating Attribution Scores ACL 2022
Can Explanations Be Useful for Calibrating Black Box Models? ACL 2022
A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text Generation ACL 2022
An Empirical Study on Explanations in Out-of-Domain Settings ACL 2022
MPII: Multi-Level Mutual Promotion for Inference and Interpretation ACL 2022
Interpretability for Language Learners Using Example-Based Grammatical Error Correction ACL 2022
Should a Chatbot be Sarcastic? Understanding User Preferences Towards Sarcasm Generation ACL 2022
Entity-based Neural Local Coherence Modeling ACL 2022
Knowledge Neurons in Pretrained Transformers ACL 2022
Your Answer is Incorrect... Would you like to know why? Introducing a Bilingual Short Answer Feedback Dataset ACL 2022
Uncertainty Determines the Adequacy of the Mode and the Tractability of Decoding in Sequence-to-Sequence Models ACL 2022
Probing for the Usage of Grammatical Number ACL 2022
Are Shortest Rationales the Best Explanations for Human Understanding? ACL 2022
Buy Tesla, Sell Ford: Assessing Implicit Stock Market Preference in Pre-trained Language Models ACL 2022
Counterfactual Explanations for Natural Language Interfaces ACL 2022