About Me

I am Cass Zhixue Zhao, lecturer (Assistant Professor) in Natural Language Processing at the Computer Science Department of the University of Sheffield. My long-term research goal is to enable trustworthy, responsible, and efficient NLP models. These days, I am interested in anything related to interpretability and large language models (LLMs). My recent research projects focus on model compression, model editing, and text-to-image models. Previously, I served as co-Principal Investigator on the ExU project, developing multilingual AI tools to support journalists and fact-checkers in identifying disinformation narratives. During my postdoc, I worked on explainable AI and responsible AI. I have also contributed to NIHR-funded NLP projects using NLP to support systematic reviews in public health. My doctoral work focuses on transfer learning and bias mitigation in hate speech detection.

According to CSRankings, I have been among the most productive AI researchers in the UK since 2024 (12 recorded publications accepted to top conferences, or 3.2 divided for co-authorship; for comparison, 18/3 for the top one). I always feel inspired and passionate about working with different researchers.

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Unfortunately, I do not have more funding for PhD students or internships this year. However, 📩 if you’re considering self-funding or already have external funding, please feel free to contact me with your CV. Visiting students are also very welcome! Get in touch if you’d like to chat about the PhD, our research, or life in Sheffield (please indicate your funding plan in your email).

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Selected Publications in 2025/26

KDD2026 Can Fine-Tuning Erase Your Edits? On the Fragile Coexistence of Knowledge Editing and Adaptation

Yinjie Cheng, Paul Youssef, Christin Seifert, Jörg Schlötterer, Zhixue Zhao

BIB
@inproceedings{cheng2026finetuning,
  title = {{Can Fine-Tuning Erase Your Edits? On the Fragile Coexistence of Knowledge Editing and Adaptation}},
  author = {Cheng, Yinjie and Youssef, Paul and Seifert, Christin and Schl{\"o}tterer, J{\"o}rg and Zhao, Zhixue},
  year = {2026},
  booktitle = {Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining},
  doi = {10.1145/3770855.3817879},
  url = {https://doi.org/10.1145/3770855.3817879}
}

EMNLP2026 From Value Conditioning to Behavioral Shift: Lightweight Value Alignment of LLMs Shangrui Nie, Florian Mai, David Kaczér, Charles Welch, Zhixue Zhao, Lucie Flek

BIB
@inproceedings{nie2026value,
  title = {{From Value Conditioning to Behavioral Shift: Lightweight Value Alignment of LLMs}},
  author = {Nie, Shangrui and Mai, Florian and Kacz{\'e}r, David and Welch, Charles and Zhao, Zhixue and Flek, Lucie},
  year = {2026},
  booktitle = {Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing},
  url = {https://openreview.net/forum?id=LkZMtWhCxK}
}

EMNLP2026 Findings LLMs Decide Early and Explain Later: You Can Stop Them Early Ayan Datta, Zhixue Zhao, Mounika Marreddy, Bhuvanesh Verma, Radhika Mamidi, Alexander Mehler

BIB
@inproceedings{datta2026early,
  title = {{LLMs Decide Early and Explain Later: You Can Stop Them Early}},
  author = {Datta, Ayan and Zhao, Zhixue and Marreddy, Mounika and Verma, Bhuvanesh and Mamidi, Radhika and Mehler, Alexander},
  year = {2026},
  booktitle = {Findings of the Association for Computational Linguistics: EMNLP 2026},
  url = {https://arxiv.org/abs/2604.22266}
}

CVPR2026 SCIEval: Evaluating and Benchmarking the Faithfulness of Scientific Image Generation and Interpretation with Large Multimodal Models

Guanghui Ye, Huan Zhao, Zhixue Zhao, Tengfei Ma, Kehan Wang, Steffen Eger, Zhihua Jiang

BIB
@inproceedings{ye2026scieval,
  title = {{SCIEval: Evaluating and Benchmarking the Faithfulness of Scientific Image Generation and Interpretation with Large Multimodal Models}},
  author = {Ye, Guanghui and Zhao, Huan and Zhao, Zhixue and Ma, Tengfei and Wang, Kehan and Eger, Steffen and Jiang, Zhihua},
  year = {2026},
  booktitle = {Conference on Computer Vision and Pattern Recognition 2026},
  url = {https://openreview.net/forum?id=S35l5fi0ZY}
}

ICLR2026 Tracing and Reversing Edits in LLMs: A Study on Rank-One Model Edits

Paul Youssef, Zhixue Zhao, Christin Seifert, Jörg Schlötterer

BIB
@inproceedings{youssef2026tracing,
  title = {{Tracing and Reversing Edits in LLMs}},
  author = {Youssef, Paul and Zhao, Zhixue and Seifert, Christin and Schl{\"o}tterer, J{\"o}rg},
  year = {2026},
  booktitle = {The Fourteenth International Conference on Learning Representations},
  url = {https://proceedings.iclr.cc/paper_files/paper/2026/hash/28bfea825dc61f7adc9f1e2eaf5bdd2b-Abstract-Conference.html}
}

ICLR2026 PerSpectra: A Scalable and Configurable Pluralist Benchmark of Perspectives from Arguments

Shangrui Nie, Kian Omoomi, Lucie Flek, Zhixue Zhao, Charles Welch

BIB
@inproceedings{nie2026perspectra,
  title = {{PerSpectra: A Scalable and Configurable Pluralist Benchmark of Perspectives from Arguments}},
  author = {Nie, Shangrui and Omoomi, Kian and Flek, Lucie and Zhao, Zhixue and Welch, Charles},
  year = {2026},
  booktitle = {The Fourteenth International Conference on Learning Representations},
  url = {https://proceedings.iclr.cc/paper_files/paper/2026/hash/7be86db6ef1209cf97a418758101fa7c-Abstract-Conference.html}
}

AAAI26 Oral Mitigating Content Effects on Reasoning in Language Models through Fine-Grained Activation Steering

Marco Valentino, Geonhee Kim, Dhairya Dalal, Zhixue Zhao, Andre Freitas

BIB
@inproceedings{valentino2026mitigating,
  title = {{Mitigating Content Effects on Reasoning in Language Models through Fine-Grained Activation Steering}},
  author = {Valentino, Marco and Kim, Geonhee and Dalal, Dhairya and Zhao, Zhixue and Freitas, Andr{\'e}},
  year = {2026},
  booktitle = {Proceedings of the AAAI Conference on Artificial Intelligence},
  volume = {40},
  number = {39},
  pages = {33314--33322},
  doi = {10.1609/aaai.v40i39.40617},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/40617}
}

AAAI2026 Poster Making Visual Dialogue More Engaging: A New Task, Method, and Metric

Guanghui Ye, Huan Zhao, Yingxue Gao, Zhixue Zhao, Kehan Wang, Xupeng Zha, Zhihua Jiang

BIB
@inproceedings{ye2026making,
  title = {{Making Visual Dialogue More Engaging: A New Task, Method, and Metric}},
  author = {Ye, Guanghui and Zhao, Huan and Gao, Yingxue and Zhao, Zhixue and Wang, Kehan and Zha, Xupeng and Jiang, Zhihua},
  year = {2026},
  booktitle = {Proceedings of the AAAI Conference on Artificial Intelligence},
  volume = {40},
  number = {19},
  pages = {16145--16153},
  doi = {10.1609/aaai.v40i19.38650},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/38650}
}

TACL2026 Investigating Language-Specific Calibration for Pruning Multilingual Large Language Models

Simon Kurz, Jian-Jia Chen, Lucie Flek, Zhixue Zhao

BIB
@article{kurz-etal-2026-limitations,
    title = "On the Limitations of Language-targeted Pruning: Investigating the Calibration Language Impact in Multilingual {LLM} Pruning",
    author = "Kurz, Simon  and
      Chen, Jian-Jia  and
      Flek, Lucie  and
      Zhao, Zhixue",
    journal = "Transactions of the Association for Computational Linguistics",
    volume = "14",
    year = "2026",
    address = "Cambridge, MA",
    publisher = "MIT Press",
    url = "https://aclanthology.org/2026.tacl-1.9/",
    doi = "10.1162/tacl.a.599",
    pages = "167--192"
}

ICWSM26 SCRum-9: Multilingual Stance Classification over Rumours on Social Media

Yue Li, Jake Vasilakes, Zhixue Zhao, Carolina Scarton

BIB
@inproceedings{li2026scrum9,
  title = {{SCRum-9: Multilingual Stance Classification over Rumours on Social Media}},
  author = {Li, Yue and Vasilakes, Jake and Zhao, Zhixue and Scarton, Carolina},
  year = {2026},
  booktitle = {Proceedings of the International AAAI Conference on Web and Social Media},
  volume = {20},
  number = {1},
  pages = {1471--1487},
  doi = {10.1609/icwsm.v20i1.42707},
  url = {https://ojs.aaai.org/index.php/ICWSM/article/view/42707}
}

EACL2026 Main KidsArtBench: Multi-Dimensional Children’s Art Evaluation with Attribute-Aware MLLMs

Mingrui Ye, Chanjin Zheng, Zengyi Yu, Chenyu Xiang, Zhixue Zhao, Zheng Yuan, Helen Yannakoudakis

BIB
@inproceedings{ye-etal-2026-kidsartbench,
    title = "{K}ids{A}rt{B}ench: Multi-Dimensional Children{'}s Art Evaluation with Attribute-Aware {MLLM}s",
    author = "Ye, Mingrui  and
      Zheng, Chanjin  and
      Yu, Zengyi  and
      Xiang, Chenyu  and
      Zhao, Zhixue  and
      Yuan, Zheng  and
      Yannakoudakis, Helen",
    editor = "Demberg, Vera  and
      Inui, Kentaro  and
      Marquez, Llu{\'i}s",
    booktitle = "Proceedings of the 19th Conference of the {E}uropean Chapter of the {A}ssociation for {C}omputational {L}inguistics (Volume 1: Long Papers)",
    month = mar,
    year = "2026",
    address = "Rabat, Morocco",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.eacl-long.267/",
    doi = "10.18653/v1/2026.eacl-long.267",
    pages = "5702--5722",
    ISBN = "979-8-89176-380-7"
}

EACL2026 Findings Seeing All Sides: Multi-Perspective In-Context Learning for Subjective NLP

Benedetta Muscato, Yue Li, Gizem Gezici, Zhixue Zhao, Fosca Giannotti

BIB
@inproceedings{muscato-etal-2026-seeing,
    title = "Seeing All Sides: Multi-Perspective In-Context Learning for Subjective {NLP}",
    author = "Muscato, Benedetta  and
      Li, Yue  and
      Gezici, Gizem  and
      Zhao, Zhixue  and
      Giannotti, Fosca",
    editor = "Demberg, Vera  and
      Inui, Kentaro  and
      Marquez, Llu{\'i}s",
    booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {EACL} 2026",
    month = mar,
    year = "2026",
    address = "Rabat, Morocco",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.findings-eacl.137/",
    doi = "10.18653/v1/2026.findings-eacl.137",
    pages = "2622--2638",
    ISBN = "979-8-89176-386-9"
}

ICML2025 Rulebreakers Challenge: Revealing a Blind Spot in Large Language Models’ Reasoning with Formal Logic.

Jason Chan, Robert Gaizauskas, Zhixue Zhao

BIB
@inproceedings{pmlr-v267-chan25a,
  title = {{RULEBREAKERS: Challenging LLMs at the Crossroads between Formal Logic and Human-like Reasoning}},
  author = {Chan, Jason and Gaizauskas, Robert J. and Zhao, Zhixue},
  year = {2025},
  booktitle = {Proceedings of the 42nd International Conference on Machine Learning},
  volume = {267},
  series = {Proceedings of Machine Learning Research},
  publisher = {PMLR},
  pages = {7276--7305},
  url = {https://proceedings.mlr.press/v267/chan25a.html}
}

ICML2025 Position: Editing Large Language Models Poses Serious Safety Risks.

Paul Youssef, Zhixue Zhao, Daniel Braun, Jörg Schlötterer, Christin Seifert

BIB
@inproceedings{pmlr-v267-youssef25a,
  title = {{Position: Editing Large Language Models Poses Serious Safety Risks}},
  author = {Youssef, Paul and Zhao, Zhixue and Braun, Daniel and Schl{\"o}tterer, J{\"o}rg and Seifert, Christin},
  year = {2025},
  booktitle = {Proceedings of the 42nd International Conference on Machine Learning},
  volume = {267},
  series = {Proceedings of Machine Learning Research},
  publisher = {PMLR},
  pages = {82426--82440},
  url = {https://proceedings.mlr.press/v267/youssef25a.html}
}

ICLR2025 ScImage: How good are multimodal large language models at scientific text-to-image generation?

Leixin Zhang, Yinjie Cheng, Weihe Zhai, Steffen Eger, Jonas Belouadi, Fahimeh Moafian, Zhixue Zhao

BIB
@inproceedings{zhang2025scimage,
  title = {{ScImage: How good are multimodal large language models at scientific text-to-image generation?}},
  author = {Zhang, Leixin and Eger, Steffen and Cheng, Yinjie and Zhai, Weihe and Belouadi, Jonas and Moafian, Fahimeh and Zhao, Zhixue},
  year = {2025},
  booktitle = {The Thirteenth International Conference on Learning Representations},
  url = {https://proceedings.iclr.cc/paper_files/paper/2025/hash/146b5b0feb14fe8e630669ad1faba25e-Abstract-Conference.html}
}

EMNLP2025 Main Minimal, Local, and Robust: Embedding-Only Edits for Implicit Bias in T2I Models

Feng He, Chao Zhang, Zhixue Zhao

BIB
@inproceedings{he-etal-2025-minimal,
    title = "Minimal, Local, and Robust: Embedding-Only Edits for Implicit Bias in {T}2{I} Models",
    author = "He, Feng  and
      Zhang, Chao  and
      Zhao, Zhixue",
    editor = "Christodoulopoulos, Christos  and
      Chakraborty, Tanmoy  and
      Rose, Carolyn  and
      Peng, Violet",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-main.777/",
    doi = "10.18653/v1/2025.emnlp-main.777",
    pages = "15374--15392",
    ISBN = "979-8-89176-332-6"
}

EMNLP2025 Main Oral Top15% Label Set Optimization via Activation Distribution Kurtosis for Zero-Shot Classification with Generative Models

Yue Li, Zhixue Zhao, Carolina Scarton

BIB
@inproceedings{li-etal-2025-label,
    title = "Label Set Optimization via Activation Distribution Kurtosis for Zero-Shot Classification with Generative Models",
    author = "Li, Yue  and
      Zhao, Zhixue  and
      Scarton, Carolina",
    editor = "Christodoulopoulos, Christos  and
      Chakraborty, Tanmoy  and
      Rose, Carolyn  and
      Peng, Violet",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-main.1617/",
    doi = "10.18653/v1/2025.emnlp-main.1617",
    pages = "31724--31741",
    ISBN = "979-8-89176-332-6"
}

EMNLP2025 Main It’s All About In-Context Learning! Teaching Extremely Low-Resource Languages to LLMs

Yue Li, Zhixue Zhao, Carolina Scarton

BIB
@inproceedings{li-etal-2025-context-learning,
    title = "It{'}s All About In-Context Learning! Teaching Extremely Low-Resource Languages to {LLM}s",
    author = "Li, Yue  and
      Zhao, Zhixue  and
      Scarton, Carolina",
    editor = "Christodoulopoulos, Christos  and
      Chakraborty, Tanmoy  and
      Rose, Carolyn  and
      Peng, Violet",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-main.1502/",
    doi = "10.18653/v1/2025.emnlp-main.1502",
    pages = "29544--29559",
    ISBN = "979-8-89176-332-6"
}

EMNLP2025 Findings Revisiting Pruning vs Quantization for Small Language Models

Zihan Zhou, Simon Kurz, Zhixue Zhao

BIB
@inproceedings{zhou-etal-2025-revisiting,
    title = "Revisiting Pruning vs Quantization for Small Language Models",
    author = "Zhou, Zihan  and
      Kurz, Simon  and
      Zhao, Zhixue",
    editor = "Christodoulopoulos, Christos  and
      Chakraborty, Tanmoy  and
      Rose, Carolyn  and
      Peng, Violet",
    booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2025",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.findings-emnlp.645/",
    doi = "10.18653/v1/2025.findings-emnlp.645",
    pages = "12055--12070",
    ISBN = "979-8-89176-335-7"
}

EMNLP2025 Main Analysing Chain of Thought Dynamics: Active Guidance or Unfaithful Post-hoc Rationalisation?

Samuel Lewis-Lim, Xingwei Tan, Zhixue Zhao, Nikolaos Aletras

BIB
@inproceedings{lewis-lim-etal-2025-analysing,
    title = "Analysing Chain of Thought Dynamics: Active Guidance or Unfaithful Post-hoc Rationalisation?",
    author = "Lewis-Lim, Samuel  and
      Tan, Xingwei  and
      Zhao, Zhixue  and
      Aletras, Nikolaos",
    editor = "Christodoulopoulos, Christos  and
      Chakraborty, Tanmoy  and
      Rose, Carolyn  and
      Peng, Violet",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-main.1516/",
    doi = "10.18653/v1/2025.emnlp-main.1516",
    pages = "29838--29853",
    ISBN = "979-8-89176-332-6"
}

ACL2025 Main. Knowledge Image Matters: Improving Knowledge-Based Visual Reasoning with Multi-Image Large Language Models

Guanghui Ye, Huan Zhao, Zhixue Zhao, Xupeng Zha, Yang Liu, Zhihua Jiang

BIB
@inproceedings{ye-etal-2025-knowledge,
    title = "Knowledge Image Matters: Improving Knowledge-Based Visual Reasoning with Multi-Image Large Language Models",
    author = "Ye, Guanghui  and
      Zhao, Huan  and
      Zhao, Zhixue  and
      Zha, Xupeng  and
      Liu, Yang  and
      Jiang, Zhihua",
    editor = "Che, Wanxiang  and
      Nabende, Joyce  and
      Shutova, Ekaterina  and
      Pilehvar, Mohammad Taher",
    booktitle = "Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)",
    month = jul,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.acl-long.1063/",
    doi = "10.18653/v1/2025.acl-long.1063",
    pages = "21883--21896",
    ISBN = "979-8-89176-251-0"
}

ACL2025 Findings Explainable Hallucination through Natural Language Inference Mapping

Wei-Fan Chen, Zhixue Zhao, Akbar Karimi, Lucie Flek

BIB
@inproceedings{chen-etal-2025-explainable,
    title = "Explainable Hallucination through Natural Language Inference Mapping",
    author = "Chen, Wei-Fan  and
      Zhao, Zhixue  and
      Karimi, Akbar  and
      Flek, Lucie",
    editor = "Che, Wanxiang  and
      Nabende, Joyce  and
      Shutova, Ekaterina  and
      Pilehvar, Mohammad Taher",
    booktitle = "Findings of the Association for Computational Linguistics: ACL 2025",
    month = jul,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.findings-acl.96/",
    doi = "10.18653/v1/2025.findings-acl.96",
    pages = "1888--1896",
    ISBN = "979-8-89176-256-5"
}

Knowledge-Based Systems 2025 AI-generated content in cross-domain applications: Research trends, challenges and propositions

Jianxin Li, Liang Qu, Taotao Cai, Zhixue Zhao, Nur Al Hasan Haldar, Aneesh Krishna, Xiangjie Kong, Flavio Romero Macau, Tanmoy Chakraborty, Aniket Deroy, Binshan Lin, Karen Blackmore, Nasimul Noman, Jingxian Cheng, Ningning Cui, Jianliang Xu

BIB
@article{li2025aigc,
  title = {{AI-generated content in cross-domain applications: Research trends, challenges and propositions}},
  author = {Li, Jianxin and Qu, Liang and Cai, Taotao and Zhao, Zhixue and Haldar, Nur Al Hasan and Krishna, Aneesh and Kong, Xiangjie and Romero Macau, Flavio and Chakraborty, Tanmoy and Deroy, Aniket and Lin, Binshan and Blackmore, Karen and Noman, Nasimul and Cheng, Jingxian and Cui, Ningning and Xu, Jianliang},
  year = {2025},
  journal = {Knowledge-Based Systems},
  volume = {330},
  pages = {114634},
  doi = {10.1016/j.knosys.2025.114634},
  url = {https://www.sciencedirect.com/science/article/pii/S0950705125016739}
}

IEEE Transactions on Computational Social Systems CCDE: A Compact and Competitive Dialogue Evaluation Framework via Knowledge Distillation of Large Language Models

Guanghui Ye; Huan Zhao; Bo Li; Haijiao Chen; Zhixue Zhao; Zhihua Jiang

BIB
@article{ye2025ccde,
  title = {{CCDE: A Compact and Competitive Dialogue Evaluation Framework via Knowledge Distillation of Large Language Models}},
  author = {Ye, Guanghui and Zhao, Huan and Li, Bo and Chen, Haijiao and Zhao, Zhixue and Jiang, Zhihua and Li, Keqin},
  year = {2025},
  journal = {IEEE Transactions on Computational Social Systems},
  doi = {10.1109/TCSS.2025.3580272},
  url = {https://eprints.whiterose.ac.uk/id/eprint/231513/}
}

NAACL2025 Main How to Make LLMs Forget: On Reversing In-Context Knowledge Edits

Paul Youssef, Zhixue Zhao, Jörg Schlötterer, Christin Seifert.

BIB
@inproceedings{youssef-etal-2025-make,
    title = "How to Make {LLM}s Forget: On Reversing In-Context Knowledge Edits",
    author = {Youssef, Paul  and
      Zhao, Zhixue  and
      Schl{\"o}tterer, J{\"o}rg  and
      Seifert, Christin},
    editor = "Chiruzzo, Luis  and
      Ritter, Alan  and
      Wang, Lu",
    booktitle = "Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers)",
    month = apr,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.naacl-long.630/",
    doi = "10.18653/v1/2025.naacl-long.630",
    pages = "12656--12669",
    ISBN = "979-8-89176-189-6"
}

NAACL2025 Main Oral Has this Fact been Edited? Detecting Knowledge Edits in Language Models?

Paul Youssef, Zhixue Zhao, Jörg Schlötterer, Christin Seifert.

BIB
@inproceedings{youssef-etal-2025-fact,
    title = "Has this Fact been Edited? Detecting Knowledge Edits in Language Models",
    author = {Youssef, Paul  and
      Zhao, Zhixue  and
      Seifert, Christin  and
      Schl{\"o}tterer, J{\"o}rg},
    editor = "Chiruzzo, Luis  and
      Ritter, Alan  and
      Wang, Lu",
    booktitle = "Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers)",
    month = apr,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.naacl-long.492/",
    doi = "10.18653/v1/2025.naacl-long.492",
    pages = "9768--9784",
    ISBN = "979-8-89176-189-6"
}

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