@proceedings{fnp-2026-1,
    title = "The 7th Financial Narrative Processing Workshop",
    editor = "El-Haj, Mo  and
      Moreno Sandoval, Antonio  and
      Garcia-Serrano, Ana  and
      Chen, Chung-Chi  and
      Rayson, Paul  and
      Torterolo Orta, Yanco Amor  and
      Martinez, Paloma  and
      Porta, Jordi",
    month = may,
    year = "2026",
    address = "Palma de Mallorca, Spain",
    publisher = "European Language Resources Association (ELRA)",
    url = "https://aclanthology.org/2026.fnp-1.0/"
}
@inproceedings{hamotskyi-etal-2026-llm,
    title = "{LLM}-Based Examination of Eligibility Criteria from Securities Prospectuses at the {G}erman Central Bank",
    author = {Hamotskyi, Serhii  and
      Gautam, Akash Kumar  and
      H{\"a}nig, Christian},
    editor = "El-Haj, Mo  and
      Moreno Sandoval, Antonio  and
      Garcia-Serrano, Ana  and
      Chen, Chung-Chi  and
      Rayson, Paul  and
      Torterolo Orta, Yanco Amor  and
      Martinez, Paloma  and
      Porta, Jordi",
    booktitle = "The 7th Financial Narrative Processing Workshop",
    month = may,
    year = "2026",
    address = "Palma de Mallorca, Spain",
    publisher = "European Language Resources Association (ELRA)",
    url = "https://aclanthology.org/2026.fnp-1.1/",
    doi = "10.63317/3dpiow9bkvmm",
    pages = "1--11"
}
@inproceedings{mouilleron-etal-2026-tables,
    title = "When Tables Go Crazy: Evaluating Multimodal Models on {F}rench Financial Documents",
    author = "Mouilleron, Virginie  and
      Lasnier, Th{\'e}o  and
      Mosolova, Anna  and
      Seddah, Djam{\'e}",
    editor = "El-Haj, Mo  and
      Moreno Sandoval, Antonio  and
      Garcia-Serrano, Ana  and
      Chen, Chung-Chi  and
      Rayson, Paul  and
      Torterolo Orta, Yanco Amor  and
      Martinez, Paloma  and
      Porta, Jordi",
    booktitle = "The 7th Financial Narrative Processing Workshop",
    month = may,
    year = "2026",
    address = "Palma de Mallorca, Spain",
    publisher = "European Language Resources Association (ELRA)",
    url = "https://aclanthology.org/2026.fnp-1.2/",
    doi = "10.63317/3bk8fk9sek7b",
    pages = "12--27"
}
@inproceedings{zhu-etal-2026-cfqa,
    title = "{CFQA}: A {C}hinese Financial Question Answering Benchmark from Corporate Annual Reports",
    author = "Zhu, Tianning  and
      Liu, Mo  and
      Kurfali, Murathan",
    editor = "El-Haj, Mo  and
      Moreno Sandoval, Antonio  and
      Garcia-Serrano, Ana  and
      Chen, Chung-Chi  and
      Rayson, Paul  and
      Torterolo Orta, Yanco Amor  and
      Martinez, Paloma  and
      Porta, Jordi",
    booktitle = "The 7th Financial Narrative Processing Workshop",
    month = may,
    year = "2026",
    address = "Palma de Mallorca, Spain",
    publisher = "European Language Resources Association (ELRA)",
    url = "https://aclanthology.org/2026.fnp-1.3/",
    doi = "10.63317/4e6fhrncfrbu",
    pages = "28--38"
}
@inproceedings{kabra-etal-2026-verifiable,
    title = "Verifiable Financial Enterprise Question Answering via Inference-Time Grounding and Traceability",
    author = "Kabra, Anubha  and
      Kim, Katie Jooyoung  and
      Kou, Zhiwei  and
      Sajer, Helene  and
      Fan, Yimei  and
      Martinez Vidiri, Gabriel",
    editor = "El-Haj, Mo  and
      Moreno Sandoval, Antonio  and
      Garcia-Serrano, Ana  and
      Chen, Chung-Chi  and
      Rayson, Paul  and
      Torterolo Orta, Yanco Amor  and
      Martinez, Paloma  and
      Porta, Jordi",
    booktitle = "The 7th Financial Narrative Processing Workshop",
    month = may,
    year = "2026",
    address = "Palma de Mallorca, Spain",
    publisher = "European Language Resources Association (ELRA)",
    url = "https://aclanthology.org/2026.fnp-1.4/",
    doi = "10.63317/25dqodqmcsa4",
    pages = "39--48"
}
@inproceedings{dodig-etal-2026-environmental,
    title = "Environmental, Social and Governance Sentiment Analysis on {S}lovene News: A Novel Dataset and Models",
    author = "Dodig, Paula  and
      Koloski, Boshko  and
      Sitar {\v{S}}u{\v{s}}tar, Katarina  and
      Pollak, Senja  and
      Purver, Matthew",
    editor = "El-Haj, Mo  and
      Moreno Sandoval, Antonio  and
      Garcia-Serrano, Ana  and
      Chen, Chung-Chi  and
      Rayson, Paul  and
      Torterolo Orta, Yanco Amor  and
      Martinez, Paloma  and
      Porta, Jordi",
    booktitle = "The 7th Financial Narrative Processing Workshop",
    month = may,
    year = "2026",
    address = "Palma de Mallorca, Spain",
    publisher = "European Language Resources Association (ELRA)",
    url = "https://aclanthology.org/2026.fnp-1.5/",
    doi = "10.63317/2j2jz8zyoh4t",
    pages = "49--58"
}
@inproceedings{paredes-amorin-etal-2026-news,
    title = "Not All News Is Equal: Topic- and Event-Conditional Sentiment from Finetuned {LLM}s for Aluminum Price Forecasting",
    author = "Paredes Amorin, Alvaro  and
      Python, Andre  and
      Weisser, Christoph",
    editor = "El-Haj, Mo  and
      Moreno Sandoval, Antonio  and
      Garcia-Serrano, Ana  and
      Chen, Chung-Chi  and
      Rayson, Paul  and
      Torterolo Orta, Yanco Amor  and
      Martinez, Paloma  and
      Porta, Jordi",
    booktitle = "The 7th Financial Narrative Processing Workshop",
    month = may,
    year = "2026",
    address = "Palma de Mallorca, Spain",
    publisher = "European Language Resources Association (ELRA)",
    url = "https://aclanthology.org/2026.fnp-1.6/",
    doi = "10.63317/59x9shp32g6h",
    pages = "59--77"
}
@inproceedings{nakhle-etal-2026-flipper,
    title = "Flipper: An Extended Document-Level Financial Dataset for Training and Evaluation with Annotated Discourse Phenomena",
    author = "Nakhl{\'e}, Mariam  and
      Atherly, Rachel  and
      Gonzalez Saez, Gabriela nicole  and
      Dinarelli, Marco  and
      Qader, Raheel  and
      Blanchon, Herv{\'e}",
    editor = "El-Haj, Mo  and
      Moreno Sandoval, Antonio  and
      Garcia-Serrano, Ana  and
      Chen, Chung-Chi  and
      Rayson, Paul  and
      Torterolo Orta, Yanco Amor  and
      Martinez, Paloma  and
      Porta, Jordi",
    booktitle = "The 7th Financial Narrative Processing Workshop",
    month = may,
    year = "2026",
    address = "Palma de Mallorca, Spain",
    publisher = "European Language Resources Association (ELRA)",
    url = "https://aclanthology.org/2026.fnp-1.7/",
    doi = "10.63317/22f2djwbns96",
    pages = "78--86"
}
@inproceedings{torterolo-orta-etal-2026-translategemma,
    title = "{T}ranslate{G}emma for {ES}-{EN} Financial Reports: Exploring Adaptability to Variable-Sized Contexts",
    author = "Torterolo Orta, Yanco Amor  and
      Chatzi, Melina  and
      Moreno-Sandoval, Antonio",
    editor = "El-Haj, Mo  and
      Moreno Sandoval, Antonio  and
      Garcia-Serrano, Ana  and
      Chen, Chung-Chi  and
      Rayson, Paul  and
      Torterolo Orta, Yanco Amor  and
      Martinez, Paloma  and
      Porta, Jordi",
    booktitle = "The 7th Financial Narrative Processing Workshop",
    month = may,
    year = "2026",
    address = "Palma de Mallorca, Spain",
    publisher = "European Language Resources Association (ELRA)",
    url = "https://aclanthology.org/2026.fnp-1.8/",
    doi = "10.63317/4mfhxunsaksk",
    pages = "87--97"
}
@inproceedings{schlee-etal-2026-labelfusion,
    title = "{L}abel{F}usion: Fusing Large Language Models with Transformer Encoders for Robust Financial News Classification",
    author = {Schlee, Michael  and
      Weisser, Christoph  and
      Kivim{\"a}ki, Timo  and
      Mashiku, Melchizedek  and
      Saefken, Benjamin},
    editor = "El-Haj, Mo  and
      Moreno Sandoval, Antonio  and
      Garcia-Serrano, Ana  and
      Chen, Chung-Chi  and
      Rayson, Paul  and
      Torterolo Orta, Yanco Amor  and
      Martinez, Paloma  and
      Porta, Jordi",
    booktitle = "The 7th Financial Narrative Processing Workshop",
    month = may,
    year = "2026",
    address = "Palma de Mallorca, Spain",
    publisher = "European Language Resources Association (ELRA)",
    url = "https://aclanthology.org/2026.fnp-1.9/",
    doi = "10.63317/5k4dk6iczjq5",
    pages = "98--105"
}
@inproceedings{kosai-etal-2026-llm,
    title = "{LLM}-as-a-Judge Evaluation of Financial News Articles Generated Based on Factors of Stock Price Fluctuation",
    author = "Kosai, Yurina  and
      Xie, Yucheng  and
      Tsuchida, Rikuto  and
      Utsuro, Takehito",
    editor = "El-Haj, Mo  and
      Moreno Sandoval, Antonio  and
      Garcia-Serrano, Ana  and
      Chen, Chung-Chi  and
      Rayson, Paul  and
      Torterolo Orta, Yanco Amor  and
      Martinez, Paloma  and
      Porta, Jordi",
    booktitle = "The 7th Financial Narrative Processing Workshop",
    month = may,
    year = "2026",
    address = "Palma de Mallorca, Spain",
    publisher = "European Language Resources Association (ELRA)",
    url = "https://aclanthology.org/2026.fnp-1.10/",
    doi = "10.63317/3axxq3b2dynj",
    pages = "106--113"
}
@inproceedings{moreno-sandoval-etal-2026-financial,
    title = "The Financial Document Causality Detection Shared Task ({F}in{C}ausal 2026)",
    author = "Moreno-Sandoval, Antonio  and
      Porta, Jordi  and
      Torterolo Orta, Yanco Amor  and
      Stanescu, Alexia  and
      Chatzi, Melina  and
      Roseti, Sof{\'i}a",
    editor = "El-Haj, Mo  and
      Moreno Sandoval, Antonio  and
      Garcia-Serrano, Ana  and
      Chen, Chung-Chi  and
      Rayson, Paul  and
      Torterolo Orta, Yanco Amor  and
      Martinez, Paloma  and
      Porta, Jordi",
    booktitle = "The 7th Financial Narrative Processing Workshop",
    month = may,
    year = "2026",
    address = "Palma de Mallorca, Spain",
    publisher = "European Language Resources Association (ELRA)",
    url = "https://aclanthology.org/2026.fnp-1.11/",
    doi = "10.63317/4zb72h45pvk2",
    pages = "114--124"
}
@inproceedings{alqarni-etal-2026-sheffield,
    title = "{S}heffield {NLP} at {F}in{C}ausal 2026: A Comparative Study of {RAG} Approaches and Fine-Tuning for Causal {Q}{\&}{A} in Financial Texts",
    author = "Alqarni, Aali Abdullah  and
      Stevenson, Mark  and
      Laksito, Arif Dwi",
    editor = "El-Haj, Mo  and
      Moreno Sandoval, Antonio  and
      Garcia-Serrano, Ana  and
      Chen, Chung-Chi  and
      Rayson, Paul  and
      Torterolo Orta, Yanco Amor  and
      Martinez, Paloma  and
      Porta, Jordi",
    booktitle = "The 7th Financial Narrative Processing Workshop",
    month = may,
    year = "2026",
    address = "Palma de Mallorca, Spain",
    publisher = "European Language Resources Association (ELRA)",
    url = "https://aclanthology.org/2026.fnp-1.12/",
    doi = "10.63317/3w3pbwvmc2mm",
    pages = "125--131"
}
@inproceedings{gautam-etal-2026-causal,
    title = "Causal Connections: Leveraging Multilingual Fine-Tuning for Financial {QA}@{F}in{C}ausal 2026",
    author = {Gautam, Akash Kumar  and
      Hamotskyi, Serhii  and
      H{\"a}nig, Christian},
    editor = "El-Haj, Mo  and
      Moreno Sandoval, Antonio  and
      Garcia-Serrano, Ana  and
      Chen, Chung-Chi  and
      Rayson, Paul  and
      Torterolo Orta, Yanco Amor  and
      Martinez, Paloma  and
      Porta, Jordi",
    booktitle = "The 7th Financial Narrative Processing Workshop",
    month = may,
    year = "2026",
    address = "Palma de Mallorca, Spain",
    publisher = "European Language Resources Association (ELRA)",
    url = "https://aclanthology.org/2026.fnp-1.13/",
    doi = "10.63317/4v9j8247boo3",
    pages = "132--138"
}
@inproceedings{jay-etal-2026-versa,
    title = "{VERSA}: Verbatim Extraction via Rephrasing and Self-Aggregation for Financial Causality",
    author = "Jay, Aldan  and
      Berlanga, Rafael  and
      Moreno, Yoelvis  and
      Santamarta, Vicent",
    editor = "El-Haj, Mo  and
      Moreno Sandoval, Antonio  and
      Garcia-Serrano, Ana  and
      Chen, Chung-Chi  and
      Rayson, Paul  and
      Torterolo Orta, Yanco Amor  and
      Martinez, Paloma  and
      Porta, Jordi",
    booktitle = "The 7th Financial Narrative Processing Workshop",
    month = may,
    year = "2026",
    address = "Palma de Mallorca, Spain",
    publisher = "European Language Resources Association (ELRA)",
    url = "https://aclanthology.org/2026.fnp-1.14/",
    doi = "10.63317/523w58xpfhbz",
    pages = "139--145"
}
@inproceedings{niess-kern-2026-spandiffusion,
    title = "{S}pan{D}iffusion: Flow Matching over Continuous Span Masks for Financial Causal Question Answering",
    author = "Niess, Georg  and
      Kern, Roman",
    editor = "El-Haj, Mo  and
      Moreno Sandoval, Antonio  and
      Garcia-Serrano, Ana  and
      Chen, Chung-Chi  and
      Rayson, Paul  and
      Torterolo Orta, Yanco Amor  and
      Martinez, Paloma  and
      Porta, Jordi",
    booktitle = "The 7th Financial Narrative Processing Workshop",
    month = may,
    year = "2026",
    address = "Palma de Mallorca, Spain",
    publisher = "European Language Resources Association (ELRA)",
    url = "https://aclanthology.org/2026.fnp-1.15/",
    doi = "10.63317/4bm7v3ccgmjy",
    pages = "146--151"
}
@inproceedings{attak-etal-2026-improving,
    title = "Improving Verbatim Financial Causality Extraction with Supervised Fine-Tuning and Prompt Repetition",
    author = "Attak, Sanae  and
      Chiadmi, Mohammed Salah  and
      Lamrani Alaoui, Youssef",
    editor = "El-Haj, Mo  and
      Moreno Sandoval, Antonio  and
      Garcia-Serrano, Ana  and
      Chen, Chung-Chi  and
      Rayson, Paul  and
      Torterolo Orta, Yanco Amor  and
      Martinez, Paloma  and
      Porta, Jordi",
    booktitle = "The 7th Financial Narrative Processing Workshop",
    month = may,
    year = "2026",
    address = "Palma de Mallorca, Spain",
    publisher = "European Language Resources Association (ELRA)",
    url = "https://aclanthology.org/2026.fnp-1.16/",
    doi = "10.63317/2d873tuemyhc",
    pages = "152--159"
}
@inproceedings{shahrouri-etal-2026-leedsmeng26,
    title = "{L}eeds{ME}ng26: Qwen + Gemini for {F}in{C}ausal 2026 Causality Detection in Financial Narrative Texts",
    author = "Shahrouri, Zaid  and
      Ivienagbor, Ayomide  and
      Asad, Idrees  and
      Shrestha, Rijul  and
      Bal, Yasemin  and
      Nadeem, Zahaab",
    editor = "El-Haj, Mo  and
      Moreno Sandoval, Antonio  and
      Garcia-Serrano, Ana  and
      Chen, Chung-Chi  and
      Rayson, Paul  and
      Torterolo Orta, Yanco Amor  and
      Martinez, Paloma  and
      Porta, Jordi",
    booktitle = "The 7th Financial Narrative Processing Workshop",
    month = may,
    year = "2026",
    address = "Palma de Mallorca, Spain",
    publisher = "European Language Resources Association (ELRA)",
    url = "https://aclanthology.org/2026.fnp-1.17/",
    doi = "10.63317/4aaj7cwvpjxy",
    pages = "160--168"
}
@inproceedings{trivedi-mallikarjuna-2026-financial,
    title = "Financial Causal {QA} via Instruction and Prompt Tuning of Gemma3-12{B}",
    author = "Trivedi, Avinash  and
      Mallikarjuna, Chindukuri",
    editor = "El-Haj, Mo  and
      Moreno Sandoval, Antonio  and
      Garcia-Serrano, Ana  and
      Chen, Chung-Chi  and
      Rayson, Paul  and
      Torterolo Orta, Yanco Amor  and
      Martinez, Paloma  and
      Porta, Jordi",
    booktitle = "The 7th Financial Narrative Processing Workshop",
    month = may,
    year = "2026",
    address = "Palma de Mallorca, Spain",
    publisher = "European Language Resources Association (ELRA)",
    url = "https://aclanthology.org/2026.fnp-1.18/",
    doi = "10.63317/24xxkstbkeqa",
    pages = "169--174"
}
@inproceedings{sarda-etal-2026-qraft,
    title = "{QRAFT}: {QL}o{RA} Retrieval-Augmented Fine-Tuning for Causal Span Extraction in Financial Documents",
    author = "Sarda, Bavya  and
      Chatwal, Pulkit  and
      Dabral, Sonal",
    editor = "El-Haj, Mo  and
      Moreno Sandoval, Antonio  and
      Garcia-Serrano, Ana  and
      Chen, Chung-Chi  and
      Rayson, Paul  and
      Torterolo Orta, Yanco Amor  and
      Martinez, Paloma  and
      Porta, Jordi",
    booktitle = "The 7th Financial Narrative Processing Workshop",
    month = may,
    year = "2026",
    address = "Palma de Mallorca, Spain",
    publisher = "European Language Resources Association (ELRA)",
    url = "https://aclanthology.org/2026.fnp-1.19/",
    doi = "10.63317/4a9pbop2c9nc",
    pages = "175--180"
}