@proceedings{fnp-2021-financial,
    title = "Proceedings of the 3rd Financial Narrative Processing Workshop",
    editor = "El-Haj, Mahmoud  and
      Rayson, Paul  and
      Zmandar, Nadhem",
    month = "15-16 " # sep,
    year = "2021",
    address = "Lancaster, United Kingdom",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/missing-isa-paper/2021.fnp-1.0/"
}
@inproceedings{chopra-etal-2021-data,
    title = "Data Driven Content Creation using Statistical and Natural Language Processing Techniques for Financial Domain",
    author = "Chopra, Ankush  and
      Ghosh, Sohom  and
      Nagwanshi, Prateek",
    editor = "El-Haj, Mahmoud  and
      Rayson, Paul  and
      Zmandar, Nadhem",
    booktitle = "Proceedings of the 3rd Financial Narrative Processing Workshop",
    month = "15-16 " # sep,
    year = "2021",
    address = "Lancaster, United Kingdom",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/missing-isa-paper/2021.fnp-1.1/",
    pages = "1--8"
}
@inproceedings{cui-etal-2021-sequence,
    title = "A sequence to sequence transformer data logic experiment",
    author = "Cui, Danxin  and
      Mariko, Dominique  and
      Labidurie, Estelle  and
      de Mazancourt, Hugues  and
      Paroubek, Patrick",
    editor = "El-Haj, Mahmoud  and
      Rayson, Paul  and
      Zmandar, Nadhem",
    booktitle = "Proceedings of the 3rd Financial Narrative Processing Workshop",
    month = "15-16 " # sep,
    year = "2021",
    address = "Lancaster, United Kingdom",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/missing-isa-paper/2021.fnp-1.2/",
    pages = "9--18"
}
@inproceedings{izumi-etal-2021-economic,
    title = "Economic Causal-Chain Search and Economic Indicator Prediction using Textual Data",
    author = "Izumi, Kiyoshi  and
      Sano, Hitomi  and
      Sakaji, Hiroki",
    editor = "El-Haj, Mahmoud  and
      Rayson, Paul  and
      Zmandar, Nadhem",
    booktitle = "Proceedings of the 3rd Financial Narrative Processing Workshop",
    month = "15-16 " # sep,
    year = "2021",
    address = "Lancaster, United Kingdom",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/missing-isa-paper/2021.fnp-1.3/",
    pages = "19--25"
}
@inproceedings{stihec-etal-2021-preliminary,
    title = "Preliminary experimentation with combinations and extensions of forward-looking sentence detection wordlists",
    author = "{\v{S}}tihec, Jan  and
      Pollak, Senja  and
      {\v{Z}}nidar{\v{s}}i{\v{c}}, Martin",
    editor = "El-Haj, Mahmoud  and
      Rayson, Paul  and
      Zmandar, Nadhem",
    booktitle = "Proceedings of the 3rd Financial Narrative Processing Workshop",
    month = "15-16 " # sep,
    year = "2021",
    address = "Lancaster, United Kingdom",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/missing-isa-paper/2021.fnp-1.4/",
    pages = "26--30"
}
@inproceedings{litvak-vanetik-2021-summarization,
    title = "Summarization of financial reports with {AMUSE}",
    author = "Litvak, Marina  and
      Vanetik, Natalia",
    editor = "El-Haj, Mahmoud  and
      Rayson, Paul  and
      Zmandar, Nadhem",
    booktitle = "Proceedings of the 3rd Financial Narrative Processing Workshop",
    month = "15-16 " # sep,
    year = "2021",
    address = "Lancaster, United Kingdom",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/missing-isa-paper/2021.fnp-1.5/",
    pages = "31--36"
}
@inproceedings{tan-ng-2021-nus,
    title = "{NUS}-{IDS} at {F}in{C}ausal 2021: Dependency Tree in Graph Neural Network for Better Cause-Effect Span Detection",
    author = "Tan, Fiona Anting  and
      Ng, See-Kiong",
    editor = "El-Haj, Mahmoud  and
      Rayson, Paul  and
      Zmandar, Nadhem",
    booktitle = "Proceedings of the 3rd Financial Narrative Processing Workshop",
    month = "15-16 " # sep,
    year = "2021",
    address = "Lancaster, United Kingdom",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/missing-isa-paper/2021.fnp-1.6/",
    pages = "37--43"
}
@inproceedings{wu-2021-nvjpfsi,
    title = "{NVJPFSI} at {F}in{C}ausal 2021 Span-based Causality Extraction Task",
    author = "Wu, Xianchao",
    editor = "El-Haj, Mahmoud  and
      Rayson, Paul  and
      Zmandar, Nadhem",
    booktitle = "Proceedings of the 3rd Financial Narrative Processing Workshop",
    month = "15-16 " # sep,
    year = "2021",
    address = "Lancaster, United Kingdom",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/missing-isa-paper/2021.fnp-1.7/",
    pages = "44--48"
}
@inproceedings{haldar-etal-2021-dsc,
    title = "{DSC}-{IITISM} at {F}in{C}ausal 2021: Combining {POS} tagging with Attention-based Contextual Representations for Identifying Causal Relationships in Financial Documents",
    author = "Haldar, Gunjan  and
      Mittal, Aman  and
      Gupta, Pradyumna",
    editor = "El-Haj, Mahmoud  and
      Rayson, Paul  and
      Zmandar, Nadhem",
    booktitle = "Proceedings of the 3rd Financial Narrative Processing Workshop",
    month = "15-16 " # sep,
    year = "2021",
    address = "Lancaster, United Kingdom",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/missing-isa-paper/2021.fnp-1.8/",
    pages = "49--53"
}
@inproceedings{davletov-etal-2021-liori-fincausal,
    title = "{LIORI} at the {F}in{C}ausal 2021 Shared task: Transformer ensembles are not enough to win",
    author = "Davletov, Adis  and
      Pletenev, Sergey  and
      Gordeev, Denis",
    editor = "El-Haj, Mahmoud  and
      Rayson, Paul  and
      Zmandar, Nadhem",
    booktitle = "Proceedings of the 3rd Financial Narrative Processing Workshop",
    month = "15-16 " # sep,
    year = "2021",
    address = "Lancaster, United Kingdom",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/missing-isa-paper/2021.fnp-1.9/",
    pages = "54--57"
}
@inproceedings{mariko-etal-2021-financial,
    title = "The Financial Document Causality Detection Shared Task ({F}in{C}ausal 2021)",
    author = "Mariko, Dominique  and
      Akl, Hanna Abi  and
      Labidurie, Estelle  and
      Durfort, Stephane  and
      de Mazancourt, Hugues  and
      El-Haj, Mahmoud",
    editor = "El-Haj, Mahmoud  and
      Rayson, Paul  and
      Zmandar, Nadhem",
    booktitle = "Proceedings of the 3rd Financial Narrative Processing Workshop",
    month = "15-16 " # sep,
    year = "2021",
    address = "Lancaster, United Kingdom",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/missing-isa-paper/2021.fnp-1.10/",
    pages = "58--60"
}
@inproceedings{hu-etal-2021-annotation,
    title = "Annotation model and corpus for opinionated economy and finance narrative detection",
    author = "Hu, Jiahui  and
      Paroubek, Patrick  and
      Schumacher, Dirk",
    editor = "El-Haj, Mahmoud  and
      Rayson, Paul  and
      Zmandar, Nadhem",
    booktitle = "Proceedings of the 3rd Financial Narrative Processing Workshop",
    month = "15-16 " # sep,
    year = "2021",
    address = "Lancaster, United Kingdom",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/missing-isa-paper/2021.fnp-1.11/",
    pages = "61--66"
}
@inproceedings{orzhenovskii-2021-t5,
    title = "T5-{LONG}-{EXTRACT} at {FNS}-2021 Shared Task",
    author = "Orzhenovskii, Mikhail",
    editor = "El-Haj, Mahmoud  and
      Rayson, Paul  and
      Zmandar, Nadhem",
    booktitle = "Proceedings of the 3rd Financial Narrative Processing Workshop",
    month = "15-16 " # sep,
    year = "2021",
    address = "Lancaster, United Kingdom",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/missing-isa-paper/2021.fnp-1.12/",
    pages = "67--69"
}
@inproceedings{giguet-lejeune-2021-daniel,
    title = "Daniel@{F}in{TOC}-2021: Taking Advantage of Images and Vectorial Shapes in Native {PDF} Document Analysis",
    author = {Giguet, Emmanuel  and
      Lejeune, Ga{\"e}l},
    editor = "El-Haj, Mahmoud  and
      Rayson, Paul  and
      Zmandar, Nadhem",
    booktitle = "Proceedings of the 3rd Financial Narrative Processing Workshop",
    month = "15-16 " # sep,
    year = "2021",
    address = "Lancaster, United Kingdom",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/missing-isa-paper/2021.fnp-1.13/",
    pages = "70--74"
}
@inproceedings{krimberg-etal-2021-summarization,
    title = "Summarization of financial documents with {TF}-{IDF} weighting of multi-word terms",
    author = "Krimberg, Sophie  and
      Vanetik, Natalia  and
      Litvak, Marina",
    editor = "El-Haj, Mahmoud  and
      Rayson, Paul  and
      Zmandar, Nadhem",
    booktitle = "Proceedings of the 3rd Financial Narrative Processing Workshop",
    month = "15-16 " # sep,
    year = "2021",
    address = "Lancaster, United Kingdom",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/missing-isa-paper/2021.fnp-1.14/",
    pages = "75--80"
}
@inproceedings{kozlov-etal-2021-ispras,
    title = "{ISPRAS}@{F}in{TOC}-2021 Shared Task: Two-stage {TOC} generation model",
    author = "Kozlov, Ilya  and
      Belyaeva, Oksana  and
      Bogatenkova, Anastasiya  and
      Perminov, Andrew",
    editor = "El-Haj, Mahmoud  and
      Rayson, Paul  and
      Zmandar, Nadhem",
    booktitle = "Proceedings of the 3rd Financial Narrative Processing Workshop",
    month = "15-16 " # sep,
    year = "2021",
    address = "Lancaster, United Kingdom",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/missing-isa-paper/2021.fnp-1.15/",
    pages = "81--85"
}
@inproceedings{gupta-etal-2021-titles,
    title = "Not All Titles are Created Equal: Financial Document Structure Extraction Shared Task",
    author = "Gupta, Anubhav  and
      Akl, Hanna Abi  and
      de Mazancourt, Hugues",
    editor = "El-Haj, Mahmoud  and
      Rayson, Paul  and
      Zmandar, Nadhem",
    booktitle = "Proceedings of the 3rd Financial Narrative Processing Workshop",
    month = "15-16 " # sep,
    year = "2021",
    address = "Lancaster, United Kingdom",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/missing-isa-paper/2021.fnp-1.16/",
    pages = "86--88"
}
@inproceedings{bourez-2021-fintoc,
    title = "{FINTOC} 2021 - Document Structure Understanding",
    author = "Bourez, Christopher",
    editor = "El-Haj, Mahmoud  and
      Rayson, Paul  and
      Zmandar, Nadhem",
    booktitle = "Proceedings of the 3rd Financial Narrative Processing Workshop",
    month = "15-16 " # sep,
    year = "2021",
    address = "Lancaster, United Kingdom",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/missing-isa-paper/2021.fnp-1.17/",
    pages = "89--93"
}
@inproceedings{gokhan-etal-2021-extractive,
    title = "Extractive Financial Narrative Summarisation using {S}entence{BERT} Based Clustering",
    author = "Gokhan, Tuba  and
      Smith, Phillip  and
      Lee, Mark",
    editor = "El-Haj, Mahmoud  and
      Rayson, Paul  and
      Zmandar, Nadhem",
    booktitle = "Proceedings of the 3rd Financial Narrative Processing Workshop",
    month = "15-16 " # sep,
    year = "2021",
    address = "Lancaster, United Kingdom",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/missing-isa-paper/2021.fnp-1.18/",
    pages = "94--98"
}
@inproceedings{zmandar-etal-2021-joint,
    title = "Joint abstractive and extractive method for long financial document summarization",
    author = "Zmandar, Nadhem  and
      Singh, Abhishek  and
      El-Haj, Mahmoud  and
      Rayson, Paul",
    editor = "El-Haj, Mahmoud  and
      Rayson, Paul  and
      Zmandar, Nadhem",
    booktitle = "Proceedings of the 3rd Financial Narrative Processing Workshop",
    month = "15-16 " # sep,
    year = "2021",
    address = "Lancaster, United Kingdom",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/missing-isa-paper/2021.fnp-1.19/",
    pages = "99--105"
}
@inproceedings{kim-etal-2021-cilab,
    title = "{CILAB}@{F}in{TOC}-2021 Shared Task: Title Detection and Table of Content Extraction for Financial Document",
    author = "Kim, Hyuntae  and
      Park, Soyoung  and
      Yang, Seongeun  and
      Jung, Yuchul",
    editor = "El-Haj, Mahmoud  and
      Rayson, Paul  and
      Zmandar, Nadhem",
    booktitle = "Proceedings of the 3rd Financial Narrative Processing Workshop",
    month = "15-16 " # sep,
    year = "2021",
    address = "Lancaster, United Kingdom",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/missing-isa-paper/2021.fnp-1.20/",
    pages = "106--110"
}
@inproceedings{maarouf-etal-2021-financial,
    title = "The Financial Document Structure Extraction Shared Task ({F}in{TOC}2021)",
    author = "Maarouf, Ismail El  and
      Kang, Juyeon  and
      Azzi, Abderrahim Ait  and
      Bellato, Sandra  and
      Gan, Mei  and
      El-Haj, Mahmoud",
    editor = "El-Haj, Mahmoud  and
      Rayson, Paul  and
      Zmandar, Nadhem",
    booktitle = "Proceedings of the 3rd Financial Narrative Processing Workshop",
    month = "15-16 " # sep,
    year = "2021",
    address = "Lancaster, United Kingdom",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/missing-isa-paper/2021.fnp-1.21/",
    pages = "111--119"
}
@inproceedings{zmandar-etal-2021-financial,
    title = "The Financial Narrative Summarisation Shared Task {FNS} 2021",
    author = "Zmandar, Nadhem  and
      El-Haj, Mahmoud  and
      Rayson, Paul  and
      Abura{'}Ed, Ahmed  and
      Litvak, Marina  and
      Giannakopoulos, Geroge  and
      Pittaras, Nikiforos",
    editor = "El-Haj, Mahmoud  and
      Rayson, Paul  and
      Zmandar, Nadhem",
    booktitle = "Proceedings of the 3rd Financial Narrative Processing Workshop",
    month = "15-16 " # sep,
    year = "2021",
    address = "Lancaster, United Kingdom",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/missing-isa-paper/2021.fnp-1.22/",
    pages = "120--125"
}