Challenge: Psych verbs and their properties in multiple languages have ignited discussions among linguists for several decades . Psych-verbs are often considered syntactically deviant, although this has occasionally been called into question .
Approach: They propose to use a large-scale database of more than 10,000 examples for 64 verbs from a newspaper corpus annotated for several syntactic and semantic features relevant for their analysis.
Outcome: The proposed database contains 10,000 examples for 64 verbs from a newspaper corpus and includes syntactic construction, semantic stimulus type, and form of possible stimulus preposition.

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Annotation and Automatic Classification of Aspectual Categories (P19-1)

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Challenge: Annotated resource for aspectual classification of German verb tokens in context.
Approach: They present a resource for aspectual classification of German verb tokens in their clausal context.
Outcome: The proposed resource is compared with previous work on German verb tokens using aspectual features compatible with the plurality of aspectual classifications.
Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 3: System Demonstrations) (2025.acl-demo)

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Challenge: ACL 2025 System Demonstration Track accepted 64 papers based on reviews . short-listed 7 papers for Best System Demo award .
Approach: the ACL 2025 System Demonstration Track is a conference for papers describing system demonstrations . the track received a record 187 submissions, of which 178 papers were valid with required materials .
Outcome: the ACL 2025 System Demonstration Track received 187 submissions . 178 papers were valid with required materials .
Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 3: System Demonstrations) (2026.acl-demo)

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Challenge: ACL 2026 System Demonstration Track accepted 85 papers . one paper received Best Demo award .
Approach: the 64th Annual Meeting of the Association for Computational Linguistics (ACL 2026) took place from July 2-7, 2026 in San Diego, California.
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Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 3: System Demonstrations) (2024.acl-demos)

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Challenge: ACL 2024 System Demonstration Track invites submissions describing system demonstrations . submissions will undergo a single-blind review process .
Approach: the ACL 2024 System Demonstration Track invites submissions . papers will be published in a companion volume of the conference proceedings . submissions will undergo a single-blind review process .
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Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 3: System Demonstrations) (2023.acl-demo)

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Challenge: 58 papers were selected for inclusion in the program, while a small number received only two reviews.
Approach: the 61st Annual Meeting of the Association for Computational Linguistics (ACL 2023) will be held in london from July 9-14, 2023 . 58 submissions were selected for inclusion in the program, with an acceptance rate of 37%)
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A Corpus of German Abstract Meaning Representation (DeAMR) (2024.lrec-main)

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Challenge: Abstract Meaning Representations (AMRs) are semantic graphs that abstract away from surface syntax and capture the meaning of who does what to whom in a sentence.
Approach: They propose to use German Abstract Meaning Representation (Deutsche AMR) to represent the structure and semantics of German.
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Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 5: Tutorial Abstracts) (2025.acl-tutorials)

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Challenge: ACL 2025 tutorial sessions are a cornerstone event of the conference . 76 tutorial submissions were received this year, many of which were very engaging .
Approach: 76 tutorial submissions were received this year for the tutorial session at ACL 2025 . the tutorials are designed to equip you with the latest insights, tools, and methodologies .
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Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 5: Tutorial Abstracts) (2024.acl-tutorials)

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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 .
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Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 5: Tutorial Abstracts) (2026.acl-tutorials)

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Challenge: 61 submissions were received for the tutorials at ACL 2026 .
Approach: 61 tutorials were submitted for the joint call for proposals with EACL . the call for submissions was a highly competitive selection process .
Outcome: 61 submissions were received for the tutorial session at the conference this year . the tutorials cover a range of topics that have moved to the forefront of NLP research in 2026 .
Proceedings of the 19th Conference of the European Chapter of the Association for Computational Linguistics (Volume 3: System Demonstrations) (2026.eacl-demo)

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Challenge: EACL 2026 System Demonstration track received 102 submissions, almost doubling the number of submissions compared to the previous edition.
Approach: 102 submissions were accepted for the EACL 2026 System Demonstration track . 44 submissions received acceptance rate of 43.1% .
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