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Volume 13

Volume 13 2025

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EISSN 2307-387X

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Dolomites: Domain-Specific Long-Form Methodical Tasks

Chaitanya Malaviya, Priyanka Agrawal, Kuzman Ganchev, Pranesh Srinivasan, Fantine Huot ...

Transactions of the Association for Computational Linguistics (2025) 13: 1–29.

Abstract

View articletitled, <img class="content-image" src="https://mitp.silverchair-cdn.com/mitp/content_public/journal/tacl/13/10.1162_tacl_a_00727/3/m_tacl_a_00727_i001.png?Expires=1745203871&Signature=c6I8Ti6jQfMDIv-O3ndDmRu6FQAy2d6NT-RTxFZkkAh0gNHfdF1VDjPRVUkl2AEJyMnhD~eOdPRZXKy5niWJtdElI1lquWl35vamaVJqF3STAHb4sNrpYS0j0Xoojx7QP8fPIqbVUIWzmKpd00GFGEhvCoXe4lIL8zjrZDYuZseH6xdMvelPipZhlZ~m-LHhycSIAZrSrJOQW~fGp4jLV~YMmQAMi2GolAGm1EE6BOBRqOCwMtzW5XpqIkKGM5T769JZnrQbIftaVe6EiQdbjQc58o3b0SCQQwYTfhCvmm8tKqSZvyrsibn2gjrAy-dK3peeLggwLJWOrqXSBR2Dwg__&Key-Pair-Id=APKAIE5G5CRDK6RD3PGA" data-src="https://mitp.silverchair-cdn.com/mitp/content_public/journal/tacl/13/10.1162_tacl_a_00727/3/m_tacl_a_00727_i001.png?Expires=1745203871&Signature=c6I8Ti6jQfMDIv-O3ndDmRu6FQAy2d6NT-RTxFZkkAh0gNHfdF1VDjPRVUkl2AEJyMnhD~eOdPRZXKy5niWJtdElI1lquWl35vamaVJqF3STAHb4sNrpYS0j0Xoojx7QP8fPIqbVUIWzmKpd00GFGEhvCoXe4lIL8zjrZDYuZseH6xdMvelPipZhlZ~m-LHhycSIAZrSrJOQW~fGp4jLV~YMmQAMi2GolAGm1EE6BOBRqOCwMtzW5XpqIkKGM5T769JZnrQbIftaVe6EiQdbjQc58o3b0SCQQwYTfhCvmm8tKqSZvyrsibn2gjrAy-dK3peeLggwLJWOrqXSBR2Dwg__&Key-Pair-Id=APKAIE5G5CRDK6RD3PGA" alt="" path-from-xml="tacl_a_00727_i001.tif" />Dolomites: Domain-Specific Long-Form Methodical Tasks

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SpiRit-LM: Interleaved Spoken and Written Language Model

Tu Anh Nguyen, Benjamin Muller, Bokai Yu, Marta R. Costa-jussa, Maha Elbayad ...

Transactions of the Association for Computational Linguistics (2025) 13: 30–52.

Abstract

View articletitled, SpiRit-LM: Interleaved Spoken and Written Language Model

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CLAPnq: Cohesive Long-form Answers from Passages in Natural Questions for RAG systems

Sara Rosenthal, Avirup Sil, Radu Florian, Salim Roukos

Transactions of the Association for Computational Linguistics (2025) 13: 53–72.

Abstract

View articletitled, CLAPnq: Cohesive Long-form Answers from Passages in Natural Questions for RAG systems

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Salute the Classic: Revisiting Challenges of Machine Translation in the Age of Large Language Models

Jianhui Pang, Fanghua Ye, Derek Fai Wong, Dian Yu, Shuming Shi ...

Transactions of the Association for Computational Linguistics (2025) 13: 73–95.

Abstract

View articletitled, Salute the Classic: Revisiting Challenges of Machine Translation in the Age of Large Language Models

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Investigating Critical Period Effects in Language Acquisition through Neural Language Models

Ionut Constantinescu, Tiago Pimentel, Ryan Cotterell, Alex Warstadt

Transactions of the Association for Computational Linguistics (2025) 13: 96–120.

Abstract

View articletitled, Investigating Critical Period Effects in Language Acquisition through Neural Language Models

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Learning Syntax Without Planting Trees: Understanding Hierarchical Generalization in Transformers

Kabir Ahuja, Vidhisha Balachandran, Madhur Panwar, Tianxing He, Noah A. Smith ...

Transactions of the Association for Computational Linguistics (2025) 13: 121–141.

Abstract

View articletitled, Learning Syntax Without Planting Trees: Understanding Hierarchical Generalization in Transformers

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A Confidence-based Acquisition Model for Self-supervised Active Learning and Label Correction

Carel van Niekerk, Christian Geishauser, Michael Heck, Shutong Feng, Hsien-chin Lin ...

Transactions of the Association for Computational Linguistics (2025) 13: 167–187.

Abstract

View articletitled, A Confidence-based Acquisition Model for Self-supervised Active Learning and Label Correction

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OPT-Tree: Speculative Decoding with Adaptive Draft Tree Structure

Jikai Wang, Yi Su, Juntao Li, Qingrong Xia, Zi Ye ...

Transactions of the Association for Computational Linguistics (2025) 13: 188–199.

Abstract

View articletitled, OPT-Tree: Speculative Decoding with Adaptive Draft Tree Structure

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Transformers as Transducers

Lena Strobl, Dana Angluin, David Chiang, Jonathan Rawski, Ashish Sabharwal

Transactions of the Association for Computational Linguistics (2025) 13: 200–219.

Abstract

View articletitled, Transformers as Transducers

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Dolomites: Domain-Specific Long-Form Methodical Tasks

SpiRit-LM: Interleaved Spoken and Written Language Model

CLAPnq: Cohesive Long-form Answers from Passages in Natural Questions for RAG systems

Salute the Classic: Revisiting Challenges of Machine Translation in the Age of Large Language Models

Investigating Critical Period Effects in Language Acquisition through Neural Language Models

Learning Syntax Without Planting Trees: Understanding Hierarchical Generalization in Transformers

A Confidence-based Acquisition Model for Self-supervised Active Learning and Label Correction

OPT-Tree: Speculative Decoding with Adaptive Draft Tree Structure

Transformers as Transducers

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