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Robustness Evaluation of Entity Disambiguation Using Prior Probes: the Case of Entity Overshadowing ...
Abstract: Anthology paper link: https://aclanthology.org/2021.emnlp-main.820/ Abstract: “Michael Jordan published a new paper on machine learning”. Did they mean MJ the scientist or MJ the basketball player? The answer is obvious to humans, but for entity linking systems it remains complicated: when in doubt, they tend to output more common entities even if it means losing relevance. We define this phenomenon as entity overshadowing and explore it using ShadowLink, our new dataset made to bring overshadowed entities to light. The results are intriguing: modern state-of-the-art methods get lost and confused, while a good old model from 2011 achieves the best scores. Our presentation will discuss how and why this happens. ...
Keyword: Computational Linguistics; Machine Learning; Machine Learning and Data Mining; Named Entity Recognition; Natural Language Processing
URL: https://underline.io/lecture/37660-robustness-evaluation-of-entity-disambiguation-using-prior-probes-the-case-of-entity-overshadowing
https://dx.doi.org/10.48448/0dsj-nq93
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Ranking Clarifying Questions Based on Predicted User Engagement ...
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Combining Lexical and Dense Retrieval for Computationally Efficient Multi-hop Question Answering ...
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Combining Lexical and Dense Retrieval for Computationally Efficient Multi-hop Question Answering ...
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Knowledge Graph Simple Question Answering for Unseen Domains ...
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Analysing the Effect of Clarifying Questions on Document Ranking in Conversational Search ...
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7
Overview of the CLEF eHealth Evaluation Lab 2019
In: CLEF 2019: Experimental IR Meets Multilinguality, Multimodality, and Interaction pp 322-339 ; https://hal.archives-ouvertes.fr/hal-03156710 ; CLEF 2019: Experimental IR Meets Multilinguality, Multimodality, and Interaction pp 322-339, pp.322-339, 2019, ⟨10.1007/978-3-030-28577-7_26⟩ (2019)
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CLEF eHealth 2019 evaluation lab
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CLEF eHealth 2019 Evaluation Lab
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Overview of the CLEF eHealth Evaluation Lab 2019
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CLEF ehealth 2019 evaluation lab
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Overview of the CLEF eHealth Evaluation Lab 2019
Kelly, Liadh; Suominen, Hanna; Goeuriot, Lorraine. - : Springer Verlag, 2019
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Improved and Robust Controversy Detection in General Web Pages Using Semantic Approaches under Large Scale Conditions ...
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Overview of the CLEF ehealth evaluation lab 2018
Suominen, Hanna; Kelly, Liadh; Goeuriot, Lorraine. - : Springer-Verlag, 2018
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Overview of the CLEF eHealth Evaluation Lab 2018
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Overview of the CLEF eHealth evaluation lab 2018
Suominen, Hanna; Kelly, Liadh; Goeuriot, Lorraine. - : Springer International Publishing, 2018
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17
Examining Cooperation in Visual Dialog Models ...
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Neural Vector Spaces for Unsupervised Information Retrieval ...
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19
CLEF 2017 dynamic search evaluation lab overview
Kanoulas, Evangelos; Azzopardi, Leif. - : Springer-Verlag, 2017
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Lexical Query Modeling in Session Search ...
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