Challenge: a Python module implements several previously presented algorithms to build analogical grids from words contained in a corpus.
Approach: They propose to release a Python module which implements several previously presented algorithms to build analogical grids from words contained in a corpus.
Outcome: The tools were built on vocabularies contained in 1,000 lines of the 11 different language versions of the Europarl corpus v.3 and are language-independent, allowing their use with any language and any writing system.

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Fine-grained Morphosyntactic Analysis and Generation Tools for More Than One Thousand Languages (2020.lrec-1)

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Challenge: Using morphosyntactic tools, we train and distribute tools for approximately one thousand languages.
Approach: They train and distribute morphosyntactic tools for approximately one thousand languages.
Outcome: The results show that the tools generalize well across rare and common forms alike.
The DReaM Corpus: A Multilingual Annotated Corpus of Grammars for the World’s Languages (2020.lrec-1)

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Challenge: Until recently, language descriptions were available in paper form only, with indexes as the only search aid.
Approach: They propose to digitize a multilingual corpus of language descriptions and annotate it with various meta, word, and text attributes to make searching and analysis easier and more useful.
Outcome: The proposed corpus is searchable through a couple of well-established corpus infrastructures.
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 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 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 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 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 .
A Survey on Automatically-Constructed WordNets and their Evaluation: Lexical and Word Embedding-based Approaches (L18-1)

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Challenge: WordNets are lexical databases in which groups of synonyms are stored according to the semantic relationships between them.
Approach: This paper describes various approaches to constructing WordNets automatically by leveraging traditional lexical resources and newer trends such as word embeddings.
Outcome: The proposed methods leverage traditional lexical resources and newer trends such as word embeddings to build and evaluate WordNets.
Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics: System Demonstrations (2024.eacl-demo)

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Challenge: 58 submissions were accepted for the system demonstration track . the demonstration papers will be presented through virtual presentations and also in person during the poster sessions.
Approach: 58 submissions were received for the system demonstration track . the submissions received an acceptance rate of 41.3% .
Outcome: the system demonstration track was selected with an acceptance rate of 41.3% . the demonstration papers will be presented through virtual presentations and also in person during the poster sessions .
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.
Outcome: the ACL 2026 System Demonstration Track accepted 85 papers based on the submitted reviews . one paper received the best demo award: The olmOCR Project: Building Fully Open OCR using VLMs .

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