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Proceedings of the 3rd Financial Narrative Processing Workshop
Mahmoud El-Haj | Paul Rayson | Nadhem Zmandar

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Data Driven Content Creation using Statistical and Natural Language Processing Techniques for Financial Domain
Ankush Chopra | Sohom Ghosh | Prateek Nagwanshi

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A sequence to sequence transformer data logic experiment
Danxin Cui | Dominique Mariko | Estelle Labidurie | Hugues de Mazancourt | Patrick Paroubek

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Economic Causal-Chain Search and Economic Indicator Prediction using Textual Data
Kiyoshi Izumi | Hitomi Sano | Hiroki Sakaji

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Preliminary experimentation with combinations and extensions of forward-looking sentence detection wordlists
Jan Štihec | Senja Pollak | Martin Žnidaršič

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Summarization of financial reports with AMUSE
Marina Litvak | Natalia Vanetik

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NUS-IDS at FinCausal 2021: Dependency Tree in Graph Neural Network for Better Cause-Effect Span Detection
Fiona Anting Tan | See-Kiong Ng

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NVJPFSI at FinCausal 2021 Span-based Causality Extraction Task
Xianchao Wu

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DSC-IITISM at FinCausal 2021: Combining POS tagging with Attention-based Contextual Representations for Identifying Causal Relationships in Financial Documents
Gunjan Haldar | Aman Mittal | Pradyumna Gupta

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LIORI at the FinCausal 2021 Shared task: Transformer ensembles are not enough to win
Adis Davletov | Sergey Pletenev | Denis Gordeev

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The Financial Document Causality Detection Shared Task (FinCausal 2021)
Dominique Mariko | Hanna Abi Akl | Estelle Labidurie | Stephane Durfort | Hugues de Mazancourt | Mahmoud El-Haj

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Annotation model and corpus for opinionated economy and finance narrative detection
Jiahui Hu | Patrick Paroubek | Dirk Schumacher

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T5-LONG-EXTRACT at FNS-2021 Shared Task
Mikhail Orzhenovskii

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Daniel@FinTOC-2021: Taking Advantage of Images and Vectorial Shapes in Native PDF Document Analysis
Emmanuel Giguet | Gaël Lejeune

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Summarization of financial documents with TF-IDF weighting of multi-word terms
Sophie Krimberg | Natalia Vanetik | Marina Litvak

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ISPRAS@FinTOC-2021 Shared Task: Two-stage TOC generation model
Ilya Kozlov | Oksana Belyaeva | Anastasiya Bogatenkova | Andrew Perminov

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Not All Titles are Created Equal: Financial Document Structure Extraction Shared Task
Anubhav Gupta | Hanna Abi Akl | Hugues de Mazancourt

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FINTOC 2021 - Document Structure Understanding
Christopher Bourez

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Extractive Financial Narrative Summarisation using SentenceBERT Based Clustering
Tuba Gokhan | Phillip Smith | Mark Lee

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Joint abstractive and extractive method for long financial document summarization
Nadhem Zmandar | Abhishek Singh | Mahmoud El-Haj | Paul Rayson

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CILAB@FinTOC-2021 Shared Task: Title Detection and Table of Content Extraction for Financial Document
Hyuntae Kim | Soyoung Park | Seongeun Yang | Yuchul Jung

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The Financial Document Structure Extraction Shared Task (FinTOC2021)
Ismail El Maarouf | Juyeon Kang | Abderrahim Ait Azzi | Sandra Bellato | Mei Gan | Mahmoud El-Haj

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The Financial Narrative Summarisation Shared Task FNS 2021
Nadhem Zmandar | Mahmoud El-Haj | Paul Rayson | Ahmed Abura’Ed | Marina Litvak | Geroge Giannakopoulos | Nikiforos Pittaras