Challenge: COLING 2020 will be the first conference to have a dedicated track for computational linguistics research in real-world settings.
Approach: COLING 2020 will feature a dedicated track for research related to computational linguistics deployed in real-world settings.
Outcome: COLING 2020 will showcase commercially-driven research from diverse angles . an estimated 76% of submissions came from industry and 24% from academia . most submissions were from North America (44%), 27-28% from Europe and Asia, and 1% from Africa .

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Proceedings of the 28th International Conference on Computational Linguistics (2020.coling-main)

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Challenge: COLING2020 is the 28th International Conference on Computational Linguistics . the conference received a record 2195 submissions, surpassing the previous record of 2195 .
Approach: a record 2195 submissions were received for the conference, surpassing the previous record of 2195 . ICCL has a rich programme of over 653 papers, 7 tutorials, and 22 workshops .
Outcome: the 28th International Conference on Computational Linguistics is now a virtual one . the conference received a record 2195 submissions, surpassing the previous record of 2195 .
Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Track (2022.naacl-industry)

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Challenge: NAACL-HLT is pleased to announce the industry track 2022 . the industry tracks are a standard at NAA CL conferences .
Approach: NAACL-HLT is chairing the industry track 2022 . the track provides a forum for researchers, engineers, and application developers to exchange ideas .
Outcome: the industry track was first introduced to a major NLP conference at NAACL-HLT 2018 in New Orleans . the transition of the main track to ACL rolling review (ARR) came with a steep learning curve for the organizers .
Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) (2025.acl-industry)

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Challenge: The industry track attracted an unprecedented number of submissions: 421 papers! Topic-wise, large language models were front and center of almost all submissions.
Approach: 108 papers selected for presentation at the ACL 2025 Industry Track . of these, 33 papers will be presented as oral talks and 75 papers will present as posters .
Outcome: the industry track attracted an unprecedented number of submissions: 421 papers . of these, 33 papers will be presented as oral talks and 75 papers will present as posters .
Proceedings of the 27th International Conference on Computational Linguistics (C18-1)

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Challenge: COLING 2018 is the 27th International Conference on Computational Linguistics in Santa Fe, New Mexico.
Approach: the 27th International Conference on Computational Linguistics will be held in Santa Fe, new-mexico . the last COLING in the U.S.A. was held in 1998, as a joint COLing-ACL conference . organizers thank local organizers, program chairs, tutors, volunteers and sponsors .
Outcome: the 27th International Conference on Computational Linguistics will be held in Santa Fe, new-mexico . the last COLING in the U.S.A. was held in 1984, and the only other one was in 1965 . organizers thank the local Organizing committee for their efforts .
Proceedings of the 28th International Conference on Computational Linguistics: System Demonstrations (2020.coling-demos)

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Challenge: COLING 2020 is the 28th International Conference on Computational Linguistics held online due to the COVID-19 pandemic.
Approach: a volume of papers from the online system demonstration session was published . the volume was published by the international committee on computational linguistics .
Outcome: The volume contains papers from the system demonstration session held online due to the COVID-19 pandemic.
Proceedings of the 27th International Conference on Computational Linguistics: Tutorial Abstracts (C18-3)

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Challenge: COLING 2018 is a three-hour tutorial series covering a range of core problems and exciting developments in computational linguistics and natural language processing.
Approach: COLING 2018 has six tutorials covering a range of core problems and exciting developments in computational linguistics and natural language processing.
Outcome: COLING 2018 will host six tutorials covering a range of core problems and exciting developments in computational linguistics and natural language processing.
Proceedings of the 31st International Conference on Computational Linguistics: Industry Track (2025.coling-industry)

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Challenge: . - (EN)
Approach: . - (EN)
Outcome: . - (EN)
ACL 2025 Industry Track: Overview (2025.acl-industry)

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Challenge: 108 papers were selected for presentation at the 63rd Annual Meeting of the Association for Computational Linguistics (ACL 2025).
Approach: 108 papers were selected for presentation at the 63rd Annual Meeting of the Association for Computational Linguistics (ACL 2025).
Outcome: The industry track attracted 421 paper submissions at the 63rd Annual Meeting of the Association for Computational Linguistics (ACL 2025).
Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 2 (Short Papers) (N18-2)

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Challenge: NAACL HLT 2018 is the biggest NAAPL conference to date . this year's conference highlights the vibrancy and vitality of the field .
Approach: a new review form and an opportunity for authors to review the reviewers were introduced at this year's conference . the test-of-time awards are named in memory of Aravind Joshi, who died this year .
Outcome: the biggest NAACL conference to date features a new review form and the Test-of-Time awards . the industrial track features papers that focus on scalable, interpretable, reliable and customer facing methods for industrial applications .
Proceedings of the 19th Conference of the European Chapter of the Association for Computational Linguistics (Volume 5: Industry Track) (2026.eacl-industry)

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Challenge: EACL 2026 Industry Track attracted 170 submissions, and 167 reviewers contributed to the review process.
Approach: EACL 2026 Industry Track attracted 170 submissions, 167 reviewers contributed to the review process. 71 papers were selected for presentation at the track.
Outcome: EACL 2026 Industry Track attracted 170 submissions, and 167 reviewers contributed to the review process.

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