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Interpretability

7,318 papers

Papers per year

Papers

TAPE: Assessing Few-shot Russian Language Understanding EMNLP 2022
Exploring Predictive Uncertainty and Calibration in NLP: A Study on the Impact of Method & Data Scarcity EMNLP 2022
Probing for Incremental Parse States in Autoregressive Language Models EMNLP 2022
Re-Examining Calibration: The Case of Question Answering EMNLP 2022
Calibrating Trust of Multi-Hop Question Answering Systems with Decompositional Probes EMNLP 2022
CheckHARD: Checking Hard Labels for Adversarial Text Detection, Prediction Correction, and Perturbed Word Suggestion EMNLP 2022
ER-Test: Evaluating Explanation Regularization Methods for Language Models EMNLP 2022
Explainable Slot Type Attentions to Improve Joint Intent Detection and Slot Filling EMNLP 2022
Probing Structural Knowledge from Pre-trained Language Model for Argumentation Relation Classification EMNLP 2022
Do Charge Prediction Models Learn Legal Theory? EMNLP 2022
Probing Relational Knowledge in Language Models via Word Analogies EMNLP 2022
CAT-probing: A Metric-based Approach to Interpret How Pre-trained Models for Programming Language Attend Code Structure EMNLP 2022
On the Impact of Temporal Concept Drift on Model Explanations EMNLP 2022
Graph Embeddings for Argumentation Quality Assessment EMNLP 2022
Semantic Role Labeling Meets Definition Modeling: Using Natural Language to Describe Predicate-Argument Structures EMNLP 2022
Improving the Factual Correctness of Radiology Report Generation with Semantic Rewards EMNLP 2022
Recursive Neural Networks with Bottlenecks Diagnose (Non-)Compositionality EMNLP 2022
Inducing Generalizable and Interpretable Lexica EMNLP 2022
The Curious Case of Absolute Position Embeddings EMNLP 2022
SensePOLAR: Word sense aware interpretability for pre-trained contextual word embeddings EMNLP 2022
Beyond Additive Fusion: Learning Non-Additive Multimodal Interactions EMNLP 2022
SALTED: A Framework for SAlient Long-tail Translation Error Detection EMNLP 2022
Know Thy Strengths: Comprehensive Dialogue State Tracking Diagnostics EMNLP 2022
Detecting Languages Unintelligible to Multilingual Models through Local Structure Probes EMNLP 2022
Baked-in State Probing EMNLP 2022