Human-annotated rationales and explainable text classification: a survey
Asking annotators to explain “why” they labeled an instance yields annotator rationales:
natural language explanations that provide reasons for classifications. In this work, we …
natural language explanations that provide reasons for classifications. In this work, we …
Automated Trustworthiness Oracle Generation for Machine Learning Text Classifiers
Machine learning (ML) for text classification has been widely used in various domains, such
as toxicity detection, chatbot consulting, and review analysis. These applications can …
as toxicity detection, chatbot consulting, and review analysis. These applications can …
[HTML][HTML] Learning to generate and evaluate fact-checking explanations with transformers
In an era increasingly dominated by digital platforms, the spread of misinformation poses a
significant challenge, highlighting the need for solutions capable of assessing information …
significant challenge, highlighting the need for solutions capable of assessing information …
Challenges in explanation quality evaluation
While much research focused on producing explanations, it is still unclear how the produced
explanations' quality can be evaluated in a meaningful way. Today's predominant approach …
explanations' quality can be evaluated in a meaningful way. Today's predominant approach …
[PDF][PDF] Human-centered explainable artificial intelligence for natural language processing
H Schuff - 2024 - d-nb.info
AI and NLP Systems. AI systems affect nearly every aspect of our digital lives:
Recommender systems determine which media content we are shown (Covington et al …
Recommender systems determine which media content we are shown (Covington et al …
[PDF][PDF] 16th International AAAI Conference on Web and Social Media
J Pfeffer - 2022 - researchgate.net
Abstract The International AAAI Conference on Web and Social Media (ICWSM) is a forum
for researchers from multiple disciplines to come together to share knowledge, discuss …
for researchers from multiple disciplines to come together to share knowledge, discuss …