alexandru412 at MWE-2026 AdMIRe 2.0: Advancing Multimodal Idiomaticity Representation

Cristea Alexandru-Marian

alexandru412 at MWE-2026 AdMIRe 2.0: Advancing Multimodal Idiomaticity Representation

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Abstract

This paper presents the system developedby team alexandru412 for the AdMIRe 2.0Shared Task. We participated in the Text-Onlytrack, ranking images based on idiomatic us-age without accessing pixel data. Our approachcombines a strict list-wise ranking strategy withsystematic test-time augmentation. We fine-tuned a Large Language Model (LLM) on En-glish and Portuguese data and relied on zero-shot transfer for other languages. Our systemachieved the 3rd place in the Text-Only track.

Anthology ID:: 2026.mwe-1.17
Volume:: Proceedings of the 22nd Workshop on Multiword Expressions (MWE 2026)
Month:: March
Year:: 2026
Address:: Rabat, Marocco
Editors:: Atul Kr. Ojha, Verginica Barbu Mititelu, Mathieu Constant, Ivelina Stoyanova, A. Seza Doğruöz, Alexandre Rademaker
Venues:: MWE | WS
SIG:
Publisher:: Association for Computational Linguistics
Note:
Pages:: 139–143
Language:
URL:: https://aclanthology.org/2026.mwe-1.17/
DOI:
Bibkey:
Cite (ACL):: Cristea Alexandru-Marian. 2026. alexandru412 at MWE-2026 AdMIRe 2.0: Advancing Multimodal Idiomaticity Representation. In Proceedings of the 22nd Workshop on Multiword Expressions (MWE 2026), pages 139–143, Rabat, Marocco. Association for Computational Linguistics.
Cite (Informal):: alexandru412 at MWE-2026 AdMIRe 2.0: Advancing Multimodal Idiomaticity Representation (Alexandru-Marian, MWE 2026)
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PDF:: https://aclanthology.org/2026.mwe-1.17.pdf

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@inproceedings{alexandru-marian-2026-alexandru412,
    title = "alexandru412 at {MWE}-2026 {A}d{MIR}e 2.0: Advancing Multimodal Idiomaticity Representation",
    author = "Alexandru-Marian, Cristea",
    editor = {Ojha, Atul Kr.  and
      Mititelu, Verginica Barbu  and
      Constant, Mathieu  and
      Stoyanova, Ivelina  and
      Do{\u{g}}ru{\"o}z, A. Seza  and
      Rademaker, Alexandre},
    booktitle = "Proceedings of the 22nd Workshop on Multiword Expressions ({MWE} 2026)",
    month = mar,
    year = "2026",
    address = "Rabat, Marocco",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.mwe-1.17/",
    pages = "139--143",
    ISBN = "979-8-89176-363-0",
    abstract = "This paper presents the system developedby team alexandru412 for the AdMIRe 2.0Shared Task. We participated in the Text-Onlytrack, ranking images based on idiomatic us-age without accessing pixel data. Our approachcombines a strict list-wise ranking strategy withsystematic test-time augmentation. We fine-tuned a Large Language Model (LLM) on En-glish and Portuguese data and relied on zero-shot transfer for other languages. Our systemachieved the 3rd place in the Text-Only track."
}

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    <abstract>This paper presents the system developedby team alexandru412 for the AdMIRe 2.0Shared Task. We participated in the Text-Onlytrack, ranking images based on idiomatic us-age without accessing pixel data. Our approachcombines a strict list-wise ranking strategy withsystematic test-time augmentation. We fine-tuned a Large Language Model (LLM) on En-glish and Portuguese data and relied on zero-shot transfer for other languages. Our systemachieved the 3rd place in the Text-Only track.</abstract>
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%0 Conference Proceedings
%T alexandru412 at MWE-2026 AdMIRe 2.0: Advancing Multimodal Idiomaticity Representation
%A Alexandru-Marian, Cristea
%Y Ojha, Atul Kr.
%Y Mititelu, Verginica Barbu
%Y Constant, Mathieu
%Y Stoyanova, Ivelina
%Y Doğruöz, A. Seza
%Y Rademaker, Alexandre
%S Proceedings of the 22nd Workshop on Multiword Expressions (MWE 2026)
%D 2026
%8 March
%I Association for Computational Linguistics
%C Rabat, Marocco
%@ 979-8-89176-363-0
%F alexandru-marian-2026-alexandru412
%X This paper presents the system developedby team alexandru412 for the AdMIRe 2.0Shared Task. We participated in the Text-Onlytrack, ranking images based on idiomatic us-age without accessing pixel data. Our approachcombines a strict list-wise ranking strategy withsystematic test-time augmentation. We fine-tuned a Large Language Model (LLM) on En-glish and Portuguese data and relied on zero-shot transfer for other languages. Our systemachieved the 3rd place in the Text-Only track.
%U https://aclanthology.org/2026.mwe-1.17/
%P 139-143

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Markdown (Informal)

[alexandru412 at MWE-2026 AdMIRe 2.0: Advancing Multimodal Idiomaticity Representation](https://aclanthology.org/2026.mwe-1.17/) (Alexandru-Marian, MWE 2026)

alexandru412 at MWE-2026 AdMIRe 2.0: Advancing Multimodal Idiomaticity Representation (Alexandru-Marian, MWE 2026)

ACL

Cristea Alexandru-Marian. 2026. alexandru412 at MWE-2026 AdMIRe 2.0: Advancing Multimodal Idiomaticity Representation. In Proceedings of the 22nd Workshop on Multiword Expressions (MWE 2026), pages 139–143, Rabat, Marocco. Association for Computational Linguistics.