When Time Makes Sense: A Historically-Aware Approach to Targeted Sense Disambiguation

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Challenge:	a new paper examines whether making NLP models sensitive to time improves their performance . timesensitive Sense Disambiguation is a variation on Word Sense disambiguation . authors present a task to determine whether a token in a text is related to a specific sense .
Approach:	They propose a task to determine whether a token in a text is related to a specific sense of a lemma.
Outcome:	The proposed model improves when time sensitive, rather than historically-aware, models . the proposed model is a variation on Word Sense Disambiguation (WSD) the proposed method is of more practical relevance to digital history and cultural analysis .

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Challenge:	NAACL-HLT tutorials are an opportunity for conference attendees to participate in a tutorial on a timely topic of importance to the field.
Approach:	NAACL-HLT 2018 is a tutorial session for conference attendees to participate in . a total of 51 tutorial submissions were received, of which 6 were selected for presentation .
Outcome:	the tutorials committee at the 2018 NAACL-HLT in New Orleans received 51 submissions . the six tutorials demonstrate the increasing relevance of NLP to a wide range of fields .

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Challenge:	NAACL-HLT 2019 tutorials session is organized to give conference attendees a comprehensive introduction to a topic of importance drawn from our rapidly growing and changing research field from expert researchers.
Approach:	the tutorials committee at NAACL HLT 2019 received 46 tutorial submissions . 6 of the tutorial submission were selected for presentation at the conference .
Outcome:	the tutorials committee at NAACL-HLT 2019 received 46 submissions . 6 of the tutorial submissions were selected for presentation .

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Challenge:	ACL tutorials session is organized to give conference attendees a comprehensive introduction by expert researchers to some topics of importance drawn from our rapidly growing and changing research field.
Approach:	the tutorials session at ACL 2020 is organized to give conference attendees a comprehensive introduction by expert researchers to some topics of importance drawn from our rapidly growing and changing research field.
Outcome:	the tutorials session at ACL 2020 is organized to give conference attendees a comprehensive introduction by experts to some topics of importance drawn from our rapidly growing and changing research field.

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Challenge:	Tutorials are a great way to learn about new research areas and to stay informed about the latest developments in our rapidly-growing and rapidly-changing field.
Approach:	the tutorials session at ACL 2019 is held in Florence, Italy . it offers attendees the chance to learn about new research areas .
Outcome:	the tutorials committee included tutorial chairs from three conferences . they reviewed 46 proposals and selected nine excellent tutorials .

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Challenge:	EMNLP tutorials session in 2020 will feature cutting-edge and introductory topics . review committees evaluated tutorial proposals on clarity, preparedness, novelty, timeliness, likely audience, open access to the teaching materials and compatibility of preferred venues.
Approach:	EMNLP tutorials session in 2020 will feature cutting-edge and introductory topics . review committees evaluated tutorial proposals on clarity, preparedness, novelty, timeliness and likely audience .
Outcome:	EMNLP tutorials session in 2020 includes courses on introductory and cutting-edge topics . the review committee evaluated 43 tutorial submissions and criteria including clarity, preparedness, novelty, timeliness, likely audience, open access to the teaching materials and compatibility of preferred venues.

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Challenge:	EMNLP tutorials are lecture-based presentations that are presented at conferences around the world.
Approach:	EMNLP 2021 will feature tutorials on a range of topics, including crowdsourcing and data collection . the final selection process was unified, with a total of 35 submissions .
Outcome:	EMNLP 2021 will host six tutorials on a range of topics . the tutorials were selected by a unified review process .

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Challenge:	ACL 2022 tutorials are organized to give conference attendees a comprehensive introduction by expert researchers to some topics of importance drawn from our rapidly growing and changing research field.
Approach:	the tutorials session is organized to give conference attendees a comprehensive introduction by experts in the field. authors thank the conference organizers for their contributions and flexibility.
Outcome:	the tutorials session at ACL 2022 was organized by the conference organizers . the review committee included 34 members and 23 external reviewers .

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Challenge:	ACL tutorial session is a highlight of the conference . it aims to provide attendees with a thorough introduction to key topics in our fast-evolving research field .
Approach:	the ACL tutorial session is a highlight of the conference . it aims to provide attendees with a thorough introduction to key topics in the field .
Outcome:	the ACL tutorial session is a highlight of the conference . the review process involved multiple conferences and three reviewers .

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Challenge:	ACL 2023 tutorials are organized to give conference attendees a comprehensive introduction by expert researchers to some topics of importance drawn from our rapidly growing and changing research field.
Approach:	ACL 2023 tutorials session is organized to give conference attendees a comprehensive introduction by experts in the field. 42 tutorial submissions were received, of which 6 were selected for presentation at ACL.
Outcome:	ACL 2023 tutorials are organized to give conference attendees a comprehensive introduction . the review committee includes the EACL tutorial chairs and the ACL tutorial chair .