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Papers Similarity Explanation

“Similarity Explanation” 태그가 달린 논문 2편 · 필터 해제

Interpretable Text Embeddings and Text Similarity Explanation: A Primer

2025-02-20 · Juri Opitz, Lucas Möller, Andrianos Michail, Simon Clematide

Text embeddings and text embedding models are a backbone of many AI and NLP systems, particularly those involving search. However, interpretability challenges persist, especially in explaining obtained similarity scores,…

Similarity Explanationtext similarity

Sim2Word: Explaining Similarity with Representative Attribute Words via Counterfactual Explanations

2022-09-08 · ACM Transactions on Multimedia Computing, Communications and Applications 2022 9 · Ruoyu Chen, Jingzhi Li, Hua Zhang, Changchong Sheng 외

Recently, we have witnessed substantial success using the deep neural network in many tasks. While there still exists concerns about the explainability of decision-making, it is beneficial for users to discern the defect…

AttributecounterfactualCounterfactual ExplanationDecision Making+4
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