Challenge: A grammatical gender system divides a lexicon into a small number of fixed categories with fixed usage across speakers.
Approach: They propose to define gender systems extensionally to reduce comparisons to cluster evaluation by comparing pairwise overlaps between gender systems.
Outcome: The proposed measures are based on a phylogenetic tree over extant Indo-European languages.

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Quantifying the Semantic Core of Gender Systems (D19-1)

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Challenge: a large number of languages employ grammatical gender on the lexeme, but is it truly arbitrary? a recent study shows that the relationship between grammamatical gender and lexical semantics is opaque.
Approach: They propose a method to correlating inanimate nouns' gender with lexical semantics . they find that the gender systems of 18 languages exhibit a significant correlation with a definition .
Outcome: a new study shows that the gender assignments of 18 languages are arbitrary . the authors show that the correlation between gender and semantics is significant .
Examining Gender Bias in Languages with Grammatical Gender (D19-1)

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Challenge: Existing studies on gender bias in word embeddings focus on English . however, these studies cannot be extended to languages with morphological agreement on gender .
Approach: They propose new metrics to evaluate gender bias in word embeddings of English and Spanish . they extend existing approaches to mitigate gender bias while preserving original embeddables .
Outcome: The proposed methods reduce gender bias while preserving the original embeddings.
Dialect Clustering with Character-Based Metrics: in Search of the Boundary of Language and Dialect (2020.lrec-1)

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Challenge: 'A language is a dialect with an army and navy' is attributed to sociologist Max Weinrich.
Approach: They propose a universal character-based method for representing sentences so that one can calculate the distance between any two sentence pairs.
Outcome: The proposed method can be used to calculate distance between two sentences by clustering a dialect/sub-language mixed corpus into sub-groups and to partially answer the question of what separates languages from dialects.
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% .
Outcome: the accepted papers reflect the breadth and vitality of current research in Natural Language Processing . the demonstration papers will be presented in person during the conference, including dedicated poster and demo sessions.
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 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%)
Outcome: the system demonstration track received a record number of submissions . 58 papers were selected for inclusion in the program .
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 .
Outcome: the Demonstration Track at ACL 2024 is a venue for papers describing system demonstrations . publicly available open-source or open-access systems are of special interest . submissions will undergo a single-blind review process .
Analyzing the Surprising Variability in Word Embedding Stability Across Languages (2021.emnlp-main)

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Challenge: Word embeddings are powerful representations that form the foundation of many natural language processing architectures.
Approach: They explore word embedding stability in a wide range of languages to gain insight into their stability.
Outcome: The proposed results provide insights into word embedding stability in English and other languages.
Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics: System Demonstrations (2021.eacl-demos)

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Challenge: EACL 2021 Demonstration track received 56 submissions this year . authors invited to present their work with posters during two live demo sessions .
Approach: the EACL 2021 Demonstration track received 56 submissions this year . authors were invited to present their work with posters during two live demo sessions .
Outcome: the EACL 2021 Demonstration track received 56 submissions this year . 39 were selected for inclusion in the program after being reviewed by two members of the program committee .
Proceedings of the 17th Conference of the European Chapter of the Association for Computational Linguistics: System Demonstrations (2023.eacl-demo)

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Challenge: the 17th Conference of the European Chapter of the Association for Computational Linguistics (EACL 2023) will be held in berlin, Germany, from May 2nd - 4th, 2023.
Approach: the 17th Conference of the European Chapter of the Association for Computational Linguistics (EACL 2023) will be held in london from 2-5 May 2023 .
Outcome: the EACL 2022 system demonstration track received 56 submissions . the submission rate was 59 % .

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