Papers with ARR
Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (2023.emnlp-main)
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| Challenge: | EMNLP 2023 received 4,909 full paper submissions, the largest number to date . 256 papers were desk rejected for various reasons, leaving us with submissions that were fully reviewed . |
| Approach: | EMNLP 2023 received 4,909 full paper submissions, the largest number to date . 256 papers were desk rejected for various reasons, leaving them fully reviewed . |
| Outcome: | EMNLP 2023 received 4,909 full paper submissions, the largest number to date . 256 papers were desk rejected for various reasons, leaving them fully reviewed . |
Findings of the Association for Computational Linguistics: EACL 2024 (2024.findings-eacl)
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| Challenge: | EACL 2024 is the first conference to adopt ARR only . 2024 will be the year where we see whether it actually works . |
| Approach: | cnn's anna mccartney is the general chair of the 18th conference of the European Chapter of the Association for Computational Linguistics . 2024 will be the year where we see whether it actually works . |
| Outcome: | the 18th conference of the European Chapter of the Association for Computational Linguistics will be held in london . organizers decided to move the conference from a month-long conference to a year-long one . |
Findings of the Association for Computational Linguistics: EMNLP 2023 (2023.findings-emnlp)
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| Challenge: | EMNLP 2023 received 4,909 full paper submissions, the largest number to date . 256 papers were desk rejected for various reasons, leaving us with submissions that were fully reviewed . |
| Approach: | EMNLP 2023 received 4,909 full paper submissions, the largest number to date . 256 papers were desk rejected for various reasons, leaving them fully reviewed . |
| Outcome: | EMNLP 2023 received 4,909 full paper submissions, the largest number to date . 256 papers were desk rejected for various reasons, leaving them fully reviewed . |
Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics (Volume 2: Short Papers) (2024.eacl-short)
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| Challenge: | EACL 2024 is the first conference to adopt ARR only . 2024 will be the year where we see whether it actually works . |
| Approach: | cnn's anna mccartney is the general chair of the 18th conference of the European Chapter of the Association for Computational Linguistics . 2024 will be the year where we see whether it actually works . |
| Outcome: | the 18th conference of the European Chapter of the Association for Computational Linguistics will be held in london . organizers decided to move the conference from a month-long conference to a year-long one . |
Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) (2022.acl-long)
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| Challenge: | ACL 2022 is the first hybrid conference after two years of a fully virtual format due to the COVID-19 pandemic. |
| Approach: | Welcome to the 60th Annual Meeting of the Association for Computational Linguistics (ACL 2022) this is the first hybrid ACL conference after two years of a fully virtual format due to the COVID-19 pandemic. |
| Outcome: | Welcome to the 60th Annual Meeting of the Association for Computational Linguistics (ACL 2022) this is the first hybrid ACL conference after two years of a fully virtual format due to the COVID-19 pandemic. |
Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 2: Short Papers) (2024.naacl-short)
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| Challenge: | a pandemic forced the NAACL 2024 conference to be moved to Mexico City . this year, the conference will be in Mexico City, but we will be there . |
| Approach: | aaron carroll: the 2024 meeting of the North American Association for Computational Linguistics is in Mexico City . carroll says the conference is a good opportunity to emphasize that it is our flagship conference . he says the opportunity to present at NAACL should not depend on a researcher's travel budget . |
| Outcome: | the 2024 meeting of the North American Association for Computational Linguistics is in Mexico City . a pandemic forced the conference to be moved online due to the lack of space . this year, the conference rely on the ACL Rolling Review (ARR) for submissions . |
Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers) (2025.acl-short)
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| Challenge: | ACL 2025 received more than 8300 submissions and accepted 1700 at the main conference and 1392 as findings. |
| Approach: | ACL 2025 received 8300 submissions and accepted 1700 at the main conference and 1392 as findings. |
| Outcome: | ACL 2025 received 8300 submissions and accepted 1700 at the main conference and 1392 as findings. |
Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing (2025.emnlp-main)
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| Challenge: | EMNLP accepted papers may be revised and then committed to the conference. |
| Approach: | the acceptance rate calculation takes into account the multi-stage process of ARR . a paper may get revised in ARR and then later committed to the conference . |
| Outcome: | The acceptance rate calculation follows precedent set by previous conferences that go through ARR . |
Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers) (2024.naacl-long)
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| Challenge: | a pandemic forced the NAACL 2024 conference to be moved to Mexico City . this year, the conference will be in Mexico City, but we will be there . |
| Approach: | aaron carroll: the 2024 meeting of the North American Association for Computational Linguistics is in Mexico City . carroll says the conference is a good opportunity to emphasize that it is our flagship conference . he says the opportunity to present at NAACL should not depend on a researcher's travel budget . |
| Outcome: | the 2024 meeting of the North American Association for Computational Linguistics is in Mexico City . a pandemic forced the conference to be moved online due to the lack of space . this year, the conference rely on the ACL Rolling Review (ARR) for submissions . |
Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) (2026.acl-long)
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| Challenge: | ACL 2026 is a conference that reflects the field's tradition of excellence in scholarship, innovation, and inclusivity. |
| Approach: | acl 2026 is a conference that reflects the field's tradition of excellence in scholarship, innovation, and inclusivity. it received more than 12,148 submissions and accepted 2,296 at the main conference and 2,163 as findings. |
| Outcome: | ACL 2026 received more than 12,148 submissions and accepted 2,296 at the main conference and 2,163 as findings. |
Findings of the Association for Computational Linguistics: ACL 2022 (2022.findings-acl)
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| Challenge: | ACL 2022 is the first hybrid conference after two years of a fully virtual format due to the COVID-19 pandemic. |
| Approach: | Welcome to the 60th Annual Meeting of the Association for Computational Linguistics (ACL 2022) this is the first hybrid ACL conference after two years of a fully virtual format due to the COVID-19 pandemic. |
| Outcome: | Welcome to the 60th Annual Meeting of the Association for Computational Linguistics (ACL 2022) this is the first hybrid ACL conference after two years of a fully virtual format due to the COVID-19 pandemic. |
Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) (2024.acl-long)
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| Challenge: | ACL 2024 is the 62nd Annual Meeting of the Association for Computational Linguistics . it is run by 20 volunteers overseeing the administration of the association . |
| Approach: | the 62nd Annual Meeting of the Association for Computational Linguistics will be held in Bangkok, Thailand, on august 11-16, 2024 . the program was overseen by three program chairs, who oversaw the review process and selected the keynote speakers . |
| Outcome: | the 62nd annual meeting of the Association for Computational Linguistics will be held in Bangkok, Thailand, on august 11-16, 2024 . the meeting will be the flagship conference of the association and has seen drastic changes over the years . |
Findings of the Association for Computational Linguistics: ACL 2026 (2026.findings-acl)
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| Challenge: | ACL 2026 is a conference that reflects the field's tradition of excellence in scholarship, innovation, and inclusivity. |
| Approach: | acl 2026 is a conference that reflects the field's tradition of excellence in scholarship, innovation, and inclusivity. it received more than 12,148 submissions and accepted 2,296 at the main conference and 2,163 as findings. |
| Outcome: | ACL 2026 received more than 12,148 submissions and accepted 2,296 at the main conference and 2,163 as findings. |
Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) (2025.acl-long)
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| Challenge: | ACL 2025 received more than 8300 submissions and accepted 1700 at the main conference and 1392 as findings. |
| Approach: | ACL 2025 received 8300 submissions and accepted 1700 at the main conference and 1392 as findings. |
| Outcome: | ACL 2025 received 8300 submissions and accepted 1700 at the main conference and 1392 as findings. |
Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics (Volume 1: Long Papers) (2024.eacl-long)
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| Challenge: | EACL 2024 is the first conference to adopt ARR only . 2024 will be the year where we see whether it actually works . |
| Approach: | cnn's anna mccartney is the general chair of the 18th conference of the European Chapter of the Association for Computational Linguistics . 2024 will be the year where we see whether it actually works . |
| Outcome: | the 18th conference of the European Chapter of the Association for Computational Linguistics will be held in london . organizers decided to move the conference from a month-long conference to a year-long one . |
Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers) (2022.acl-short)
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| Challenge: | ACL 2022 is the first hybrid conference after two years of a fully virtual format due to the COVID-19 pandemic. |
| Approach: | Welcome to the 60th Annual Meeting of the Association for Computational Linguistics (ACL 2022) this is the first hybrid ACL conference after two years of a fully virtual format due to the COVID-19 pandemic. |
| Outcome: | Welcome to the 60th Annual Meeting of the Association for Computational Linguistics (ACL 2022) this is the first hybrid ACL conference after two years of a fully virtual format due to the COVID-19 pandemic. |
Proceedings of the 19th Conference of the European Chapter of the Association for Computational Linguistics (Volume 4: Student Research Workshop) (2026.eacl-srw)
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| Challenge: | 185 submissions from students from around the world were accepted this year . jane mccarthy: rapid growth brought significant logistical challenges . she says the selection process was highly competitive and accepted 77 papers . |
| Approach: | 185 submissions from students from around the world were accepted this year . a rigorous double-blind review rated the papers originality, technical quality and clarity . |
| Outcome: | the EACL 2026 Student Research Workshop received 185 submissions from students . the event was held in the african region for the first time . |
Findings of the Association for Computational Linguistics: ACL 2025 (2025.findings-acl)
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| Challenge: | ACL 2025 received more than 8300 submissions and accepted 1700 at the main conference and 1392 as findings. |
| Approach: | ACL 2025 received 8300 submissions and accepted 1700 at the main conference and 1392 as findings. |
| Outcome: | ACL 2025 received 8300 submissions and accepted 1700 at the main conference and 1392 as findings. |
Topic-Regularized Authorship Representation Learning (2022.emnlp-main)
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| Challenge: | Existing techniques for authorship attribution have focused on out-of-distribution in topics or authors. |
| Approach: | They propose a framework that creates authorship representation with reduced reliance on topic-specific information to handle a large number of unseen authors and topics. |
| Outcome: | The proposed framework has improved over baselines in 4 out of 6 cases. |
Unveiling Internal Reasoning Modes in LLMs: A Deep Dive into Latent Reasoning vs. Factual Shortcuts with Attribute Rate Ratio (2025.emnlp-main)
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Yiran Yang, Haifeng Sun, Jingyu Wang, Qi Qi, Zirui Zhuang, Huazheng Wang, Pengfei Ren, Jing Wang, Jianxin Liao
| Challenge: | Existing research in multi-hop questions has identified two reasoning modes, but has not investigated how these modes differ during inference. |
| Approach: | They propose a classification metric that compares latent reasoning and factual shortcuts in multi-hop questions. |
| Outcome: | The proposed metric achieves 90% accuracy on the proposed datasets and demonstrates effectiveness in RAG conflict scenarios. |
Towards Reliable Paper Contributions Annotation in the ACL Rolling Review (2026.findings-acl)
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| Challenge: | Identifying the types of contributions an article makes can help readers grasp its significance. |
| Approach: | They propose to use a typology to categorize articles by their contributions to improve review quality and fairness. |
| Outcome: | The ACL Rolling Review (ARR) introduced a typology requiring authors to specify their contributions to improve review quality and fairness. |
Adversarial Yet Cooperative: Multi-Perspective Reasoning in Retrieved-Augmented Language Models (2026.findings-acl)
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Can Xu, Lingyong Yan, Jiayi Wu, Haosen Wang, Shuaiqiang Wang, Yuchen Li, Jizhou Huang, Dawei Yin, Xiang Li
| Challenge: | Existing training paradigms rely on outcome-oriented rewards, which provide insufficient signal for shaping the complex, multi-step reasoning process. |
| Approach: | They propose a framework that integrates large reasoning models with retrieval-augmented generation to improve reasoning fidelity and verification rigor. |
| Outcome: | Experiments on multiple benchmarks demonstrate the effectiveness of the proposed framework. |