@proceedings{r2lm-ws-2025-1,
    title = "Proceedings of the First Workshop on Comparative Performance Evaluation: From Rules to Language Models",
    editor = "Picazo-Izquierdo, Alicia  and
      Estevanell-Valladares, Ernesto Luis  and
      Mitkov, Ruslan  and
      Guillena, Rafael Mu{\~n}oz  and
      Cerd{\'a}, Ra{\'u}l Garc{\'i}a",
    month = sep,
    year = "2025",
    address = "Varna, Bulgaria",
    publisher = "INCOMA Ltd., Shoumen, Bulgaria",
    url = "https://aclanthology.org/2025.r2lm-1.0/"
}
@inproceedings{bader-etal-2025-covegat-hybrid,
    title = "{C}o{V}e{GAT}: A Hybrid {LLM} {\&} {G}raph{-}{A}ttention Pipeline for Accurate {C}itation{-}{A}ligned Claim Verification",
    author = "Bader, Max  and
      Arunkumar, Akshatha  and
      Ahmad, Ohan  and
      Hassen, Maruf  and
      Duong, Charles  and
      Sharma, Vasu  and
      O{'}Brien, Sean  and
      Zhu, Kevin",
    editor = "Picazo-Izquierdo, Alicia  and
      Estevanell-Valladares, Ernesto Luis  and
      Mitkov, Ruslan  and
      Guillena, Rafael Mu{\~n}oz  and
      Cerd{\'a}, Ra{\'u}l Garc{\'i}a",
    booktitle = "Proceedings of the First Workshop on Comparative Performance Evaluation: From Rules to Language Models",
    month = sep,
    year = "2025",
    address = "Varna, Bulgaria",
    publisher = "INCOMA Ltd., Shoumen, Bulgaria",
    url = "https://aclanthology.org/2025.r2lm-1.1/",
    pages = "1--9"
}
@inproceedings{ditchfield-ogle-mitkov-2025-comparative,
    title = "A Comparative Study of Vision Transformers and Multimodal Language Models for Violence Detection in Videos",
    author = "Ditchfield-Ogle, Tomas  and
      Mitkov, Ruslan",
    editor = "Picazo-Izquierdo, Alicia  and
      Estevanell-Valladares, Ernesto Luis  and
      Mitkov, Ruslan  and
      Guillena, Rafael Mu{\~n}oz  and
      Cerd{\'a}, Ra{\'u}l Garc{\'i}a",
    booktitle = "Proceedings of the First Workshop on Comparative Performance Evaluation: From Rules to Language Models",
    month = sep,
    year = "2025",
    address = "Varna, Bulgaria",
    publisher = "INCOMA Ltd., Shoumen, Bulgaria",
    url = "https://aclanthology.org/2025.r2lm-1.2/",
    pages = "10--20"
}
@inproceedings{estevanell-valladares-etal-2025-detection,
    title = "Detection of {AI}-generated Content in Scientific Abstracts",
    author = "Estevanell-Valladares, Ernesto Luis  and
      Picazo-Izquierdo, Alicia  and
      Mitkov, Ruslan",
    editor = "Picazo-Izquierdo, Alicia  and
      Estevanell-Valladares, Ernesto Luis  and
      Mitkov, Ruslan  and
      Guillena, Rafael Mu{\~n}oz  and
      Cerd{\'a}, Ra{\'u}l Garc{\'i}a",
    booktitle = "Proceedings of the First Workshop on Comparative Performance Evaluation: From Rules to Language Models",
    month = sep,
    year = "2025",
    address = "Varna, Bulgaria",
    publisher = "INCOMA Ltd., Shoumen, Bulgaria",
    url = "https://aclanthology.org/2025.r2lm-1.3/",
    pages = "21--29"
}
@inproceedings{gargova-etal-2025-comparative,
    title = "A Comparative Study of Hyperbole Detection Methods: From Rule-Based Approaches through Deep Learning Models to Large Language Models",
    author = "Gargova, Silvia  and
      Grigorova, Nevena  and
      Mitkov, Ruslan",
    editor = "Picazo-Izquierdo, Alicia  and
      Estevanell-Valladares, Ernesto Luis  and
      Mitkov, Ruslan  and
      Guillena, Rafael Mu{\~n}oz  and
      Cerd{\'a}, Ra{\'u}l Garc{\'i}a",
    booktitle = "Proceedings of the First Workshop on Comparative Performance Evaluation: From Rules to Language Models",
    month = sep,
    year = "2025",
    address = "Varna, Bulgaria",
    publisher = "INCOMA Ltd., Shoumen, Bulgaria",
    url = "https://aclanthology.org/2025.r2lm-1.4/",
    pages = "30--38"
}
@inproceedings{jones-mitkov-2025-evaluating,
    title = "Evaluating the Performance of Transformers in Translating Low-Resource Languages through {A}kkadian",
    author = "Jones, Daniel A.  and
      Mitkov, Ruslan",
    editor = "Picazo-Izquierdo, Alicia  and
      Estevanell-Valladares, Ernesto Luis  and
      Mitkov, Ruslan  and
      Guillena, Rafael Mu{\~n}oz  and
      Cerd{\'a}, Ra{\'u}l Garc{\'i}a",
    booktitle = "Proceedings of the First Workshop on Comparative Performance Evaluation: From Rules to Language Models",
    month = sep,
    year = "2025",
    address = "Varna, Bulgaria",
    publisher = "INCOMA Ltd., Shoumen, Bulgaria",
    url = "https://aclanthology.org/2025.r2lm-1.5/",
    pages = "39--47"
}
@inproceedings{krishnaraj-etal-2025-united,
    title = "United We Fine-Tune: Structurally Complementary Datasets for Hope Speech Detection",
    author = "Krishnaraj, Priya Dharshini  and
      Ferreira Leite da Silva, Tulio  and
      Freijedo Aduna, Gonzalo  and
      Chen, Samuel  and
      Benamara, Farah  and
      Mari, Alda",
    editor = "Picazo-Izquierdo, Alicia  and
      Estevanell-Valladares, Ernesto Luis  and
      Mitkov, Ruslan  and
      Guillena, Rafael Mu{\~n}oz  and
      Cerd{\'a}, Ra{\'u}l Garc{\'i}a",
    booktitle = "Proceedings of the First Workshop on Comparative Performance Evaluation: From Rules to Language Models",
    month = sep,
    year = "2025",
    address = "Varna, Bulgaria",
    publisher = "INCOMA Ltd., Shoumen, Bulgaria",
    url = "https://aclanthology.org/2025.r2lm-1.6/",
    pages = "48--58"
}
@inproceedings{lo-mitkov-2025-anaphora,
    title = "Does Anaphora Resolution Improve {LLM} Fine-Tuning for Summarisation?",
    author = "Lo, Yi Chun  and
      Mitkov, Ruslan",
    editor = "Picazo-Izquierdo, Alicia  and
      Estevanell-Valladares, Ernesto Luis  and
      Mitkov, Ruslan  and
      Guillena, Rafael Mu{\~n}oz  and
      Cerd{\'a}, Ra{\'u}l Garc{\'i}a",
    booktitle = "Proceedings of the First Workshop on Comparative Performance Evaluation: From Rules to Language Models",
    month = sep,
    year = "2025",
    address = "Varna, Bulgaria",
    publisher = "INCOMA Ltd., Shoumen, Bulgaria",
    url = "https://aclanthology.org/2025.r2lm-1.7/",
    pages = "59--66"
}
@inproceedings{madera-espindola-etal-2025-transformers,
    title = "Transformers and Large Language Models for Hope Speech Detection A Multilingual Approach",
    author = "Madera-Esp{\'i}ndola, Diana Patricia  and
      Caballero-Dom{\'i}nguez, Zoe  and
      Ram{\'i}rez-Mac{\'i}as, Valeria J.  and
      Butt, Sabur  and
      Ceballos, Hector G.",
    editor = "Picazo-Izquierdo, Alicia  and
      Estevanell-Valladares, Ernesto Luis  and
      Mitkov, Ruslan  and
      Guillena, Rafael Mu{\~n}oz  and
      Cerd{\'a}, Ra{\'u}l Garc{\'i}a",
    booktitle = "Proceedings of the First Workshop on Comparative Performance Evaluation: From Rules to Language Models",
    month = sep,
    year = "2025",
    address = "Varna, Bulgaria",
    publisher = "INCOMA Ltd., Shoumen, Bulgaria",
    url = "https://aclanthology.org/2025.r2lm-1.8/",
    pages = "67--76"
}
@inproceedings{nainia-etal-2025-beyond,
    title = "Beyond {BLEU}: Ethical Risks of Misleading Evaluation in Domain-Specific {QA} with {LLM}s",
    author = "Nainia, Ayoub  and
      Vignes-Lebbe, R{\'e}gine  and
      Mousannif, Hajar  and
      Zahir, Jihad",
    editor = "Picazo-Izquierdo, Alicia  and
      Estevanell-Valladares, Ernesto Luis  and
      Mitkov, Ruslan  and
      Guillena, Rafael Mu{\~n}oz  and
      Cerd{\'a}, Ra{\'u}l Garc{\'i}a",
    booktitle = "Proceedings of the First Workshop on Comparative Performance Evaluation: From Rules to Language Models",
    month = sep,
    year = "2025",
    address = "Varna, Bulgaria",
    publisher = "INCOMA Ltd., Shoumen, Bulgaria",
    url = "https://aclanthology.org/2025.r2lm-1.9/",
    pages = "77--86"
}
@inproceedings{ikonic-nesic-etal-2025-zero,
    title = "From Zero to Hero: Building {S}erbian {NER} from Rules to {LLM}s",
    author = "Ikoni{\'c} Ne{\v{s}}i{\'c}, Milica  and
      Petalinkar, Sasa  and
      Stankovi{\'c}, Ranka  and
      Mitkov, Ruslan",
    editor = "Picazo-Izquierdo, Alicia  and
      Estevanell-Valladares, Ernesto Luis  and
      Mitkov, Ruslan  and
      Guillena, Rafael Mu{\~n}oz  and
      Cerd{\'a}, Ra{\'u}l Garc{\'i}a",
    booktitle = "Proceedings of the First Workshop on Comparative Performance Evaluation: From Rules to Language Models",
    month = sep,
    year = "2025",
    address = "Varna, Bulgaria",
    publisher = "INCOMA Ltd., Shoumen, Bulgaria",
    url = "https://aclanthology.org/2025.r2lm-1.10/",
    pages = "87--96"
}
@inproceedings{nishi-suzuki-2025-enhancing,
    title = "Enhancing the Performance of Spoiler Review Detection by a {LLM} with Hints",
    author = "Nishi, Genta  and
      Suzuki, Einoshin",
    editor = "Picazo-Izquierdo, Alicia  and
      Estevanell-Valladares, Ernesto Luis  and
      Mitkov, Ruslan  and
      Guillena, Rafael Mu{\~n}oz  and
      Cerd{\'a}, Ra{\'u}l Garc{\'i}a",
    booktitle = "Proceedings of the First Workshop on Comparative Performance Evaluation: From Rules to Language Models",
    month = sep,
    year = "2025",
    address = "Varna, Bulgaria",
    publisher = "INCOMA Ltd., Shoumen, Bulgaria",
    url = "https://aclanthology.org/2025.r2lm-1.11/",
    pages = "97--112"
}
@inproceedings{oestreich-muller-2025-evaluating,
    title = "Evaluating Structured Decoding for Text-to-Table Generation: Evidence from Three Datasets",
    author = {Oestreich, Julian  and
      M{\"u}ller, Lydia},
    editor = "Picazo-Izquierdo, Alicia  and
      Estevanell-Valladares, Ernesto Luis  and
      Mitkov, Ruslan  and
      Guillena, Rafael Mu{\~n}oz  and
      Cerd{\'a}, Ra{\'u}l Garc{\'i}a",
    booktitle = "Proceedings of the First Workshop on Comparative Performance Evaluation: From Rules to Language Models",
    month = sep,
    year = "2025",
    address = "Varna, Bulgaria",
    publisher = "INCOMA Ltd., Shoumen, Bulgaria",
    url = "https://aclanthology.org/2025.r2lm-1.12/",
    pages = "113--122"
}
@inproceedings{pucinskaite-mitkov-2025-evaluating,
    title = "Evaluating the {LLM} and {NMT} Models in Translating Low-Resourced Languages",
    author = "Pucinskaite, Julita JP  and
      Mitkov, Ruslan",
    editor = "Picazo-Izquierdo, Alicia  and
      Estevanell-Valladares, Ernesto Luis  and
      Mitkov, Ruslan  and
      Guillena, Rafael Mu{\~n}oz  and
      Cerd{\'a}, Ra{\'u}l Garc{\'i}a",
    booktitle = "Proceedings of the First Workshop on Comparative Performance Evaluation: From Rules to Language Models",
    month = sep,
    year = "2025",
    address = "Varna, Bulgaria",
    publisher = "INCOMA Ltd., Shoumen, Bulgaria",
    url = "https://aclanthology.org/2025.r2lm-1.13/",
    pages = "123--133"
}
@inproceedings{sun-kazakov-2025-kgeir,
    title = "{KGEIR}: Knowledge Graph-Enhanced Iterative Reasoning for Multi-Hop Question Answering",
    author = "Sun, Tianda  and
      Kazakov, Dimitar",
    editor = "Picazo-Izquierdo, Alicia  and
      Estevanell-Valladares, Ernesto Luis  and
      Mitkov, Ruslan  and
      Guillena, Rafael Mu{\~n}oz  and
      Cerd{\'a}, Ra{\'u}l Garc{\'i}a",
    booktitle = "Proceedings of the First Workshop on Comparative Performance Evaluation: From Rules to Language Models",
    month = sep,
    year = "2025",
    address = "Varna, Bulgaria",
    publisher = "INCOMA Ltd., Shoumen, Bulgaria",
    url = "https://aclanthology.org/2025.r2lm-1.14/",
    pages = "134--143"
}
@inproceedings{vanterpool-aharodnik-2025-handcrafted,
    title = "From Handcrafted Features to {LLM}s: A Comparative Study in Native Language Identification",
    author = "Vanterpool, Aliyah C.  and
      Aharodnik, Katsiaryna",
    editor = "Picazo-Izquierdo, Alicia  and
      Estevanell-Valladares, Ernesto Luis  and
      Mitkov, Ruslan  and
      Guillena, Rafael Mu{\~n}oz  and
      Cerd{\'a}, Ra{\'u}l Garc{\'i}a",
    booktitle = "Proceedings of the First Workshop on Comparative Performance Evaluation: From Rules to Language Models",
    month = sep,
    year = "2025",
    address = "Varna, Bulgaria",
    publisher = "INCOMA Ltd., Shoumen, Bulgaria",
    url = "https://aclanthology.org/2025.r2lm-1.15/",
    pages = "144--153"
}
@inproceedings{yanez-etal-2025-systematic,
    title = "Systematic Evaluation of Rule-Based Analytics for {LLM}-Driven Graph Data Modelling",
    author = "Yanez, Fabio Antonio  and
      Montoyo, Andr{\'e}s  and
      Su{\'a}rez, Armando  and
      Piad-Morffis, Alejandro  and
      Almeida Cruz, Yudivi{\'a}n",
    editor = "Picazo-Izquierdo, Alicia  and
      Estevanell-Valladares, Ernesto Luis  and
      Mitkov, Ruslan  and
      Guillena, Rafael Mu{\~n}oz  and
      Cerd{\'a}, Ra{\'u}l Garc{\'i}a",
    booktitle = "Proceedings of the First Workshop on Comparative Performance Evaluation: From Rules to Language Models",
    month = sep,
    year = "2025",
    address = "Varna, Bulgaria",
    publisher = "INCOMA Ltd., Shoumen, Bulgaria",
    url = "https://aclanthology.org/2025.r2lm-1.16/",
    pages = "154--164"
}
@inproceedings{zhao-flanigan-2025-improved,
    title = "Improved Contrastive Learning over Commonsense Knowledge Graphs for Unsupervised Reasoning",
    author = "Zhao, Rongwen  and
      Flanigan, Jeffrey",
    editor = "Picazo-Izquierdo, Alicia  and
      Estevanell-Valladares, Ernesto Luis  and
      Mitkov, Ruslan  and
      Guillena, Rafael Mu{\~n}oz  and
      Cerd{\'a}, Ra{\'u}l Garc{\'i}a",
    booktitle = "Proceedings of the First Workshop on Comparative Performance Evaluation: From Rules to Language Models",
    month = sep,
    year = "2025",
    address = "Varna, Bulgaria",
    publisher = "INCOMA Ltd., Shoumen, Bulgaria",
    url = "https://aclanthology.org/2025.r2lm-1.17/",
    pages = "165--178"
}