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Revenue Recognition | Tax & Accounting | English | Israel-4145 |
Más de la mitad de las empresas españolas fueron víctimas de algún delito económico en los últimos dos años | Government & Controls | Spanish | Spain-2044 |
Wynagrodzenie netto w Polsce to średnio 71% pensji brutto | Business & Management | Polish | Poland-1567 |
Time to talk: What has to change for women at work | Business & Management | English | Turkey-5447 |
Total Retail 2017 | Industry | English | Spain-1981 |
European Private Business Survey 2018 | Business & Management | English | Spain-2756 |
Növekvő vízügyi kockázatok | Industry | Hungarian | Hungary-61 |
Αναστολή συμβάσεων εργασίας Αυγούστου | Business & Management | Greek | Greece-10248 |
Zmiany w funkcjonowaniu rad nadzorczych zmierzają w dobrym kierunku lecz wymagają przyspieszenia | Business & Management | Polish | Poland-1339 |
Grundejer opnår tocifret millionbesparelse i grundskyld | Tax & Accounting | Danish | Denmark-12658 |
PwC refuerza su equipo directivo en el País Vasco con Aitor Soloeta y Estíbaliz Pérez | Business & Management | Spanish | Spain-2312 |
Compliance with Regulations and Standards | Government & Controls | English | Turkey-5410 |
Legal Flash: Social security of freelancers update | Finance | English | Greece-10775 |
Cumhurbaşkanı 21 sayılı, 15 Ağustos 2018 tarihli kararı Amerika Birleşik Devletleri Menşeli Bazı Ürünlerin İthalatında Ek Mali Yükümlülük Uygulanmasına Dair Kararda Değişiklik Yapılmasına İlişkin Karar | Tax & Accounting | Turkish | Turkey-7403 |
Jak się przygotować do wdrożenia nowego systemu IT? | Technology | Polish | Poland-668 |
Annual report 2016: Empowering our people transcript | Tax & Accounting | English | Turkey-9103 |
Ny tysk emballagelovgivning og risiko for store bøder | Government & Controls | Danish | Denmark-12678 |
NTT ComとPwCコンサルティング、デジタル設計データとAIを活用したデジタルマッチングプラットフォーム(設計/調達DX)を展開 | Technology | Japanese | Japan-9869 |
Udsættelse af de nye fjernsalgsregler - hvad betyder det for dig? | Tax & Accounting | Danish | Denmark-13184 |
KDV ÖTV ve Tapu Harcı uygulamalarına ilişkin 287 sayılı Cumhurbaşkanı Kararı ÖTV ve Tapu Harcı uygulamalarına ilişkin 287 sayılı | Industry | Turkish | Turkey-7260 |
Avrupa borsalarında borç ihracı hakkında rehber | Finance | Turkish | Turkey-7025 |
Kundetilfredshed stryger til tops | Business & Management | Danish | Denmark-13538 |
Creating a strategic business plan and a development road map | Business & Management | English | Turkey-5314 |
Z Nesli Araştırması | Business & Management | Turkish | Turkey-6988 |
Working together to prevent diabetes in western Sydney | Industry | English | Spain-2821 |
La televisión y la publicidad en internet tirarán del sector de Entretenimiento y Medios en que crecerá un 29% hasta 2020 | Industry | Spanish | Spain-2137 |
Podcast: Nyt om skat, uge 21 - deleøkonomisk aftale | Tax & Accounting | Danish | Denmark-12531 |
Κώδικας Φορολογικής Διαδικασίας (Νόμος 4174/2013) | Tax & Accounting | Greek | Greece-10065 |
Komşu teyzeler Eurobond günü yaparsa | Finance | Turkish | Turkey-8426 |
Implementering af IFRS 16 | Tax & Accounting | Danish | Denmark-12549 |
Private equity and the responsible investment journey | Finance | English | Greece-10936 |
Bankacılık ve Sermaye Piyasaları | Finance | Turkish | Turkey-9541 |
Regnskabshåndbogen for pengeinstitutter | Tax & Accounting | Danish | Denmark-13562 |
Kim jest tester oprogramowania? | Technology | Polish | Poland-773 |
Digital - Transporte y Turismo | Industry | Spanish | Spain-1066 |
Bir iç soruşturma planı nasıl hazırlanmalı? | Government & Controls | Turkish | Turkey-6353 |
Lucas Palomar - Socio de Fusiones y adquisiciones | Finance | Spanish | Spain-746 |
Assistance with Capital Market Transactions | Finance | English | Israel-3955 |
Dahilde İşleme Rejimi Tebliği (İhracat: 2006/12)’nde Değişiklik Yapılmasına Dair Tebliğ | Tax & Accounting | Turkish | Turkey-8167 |
Communications Review: Is your organisation prepared for IFRS 9, 15, and 16? | Tax & Accounting | English | Turkey-5792 |
Deal summary AinaCom Oy | Finance | English | Finland-3058 |
Deal summary Vaaka Partners Oy / Unisport Scandinavia AB | Finance | English | Finland-3092 |
Insights from Sir Graeme Avery: Global Family Business Survey 2016: PwC | Business & Management | English | Greece-11097 |
KDV Genel Uygulama Tebliğinde Değişiklik Yapılmasına Dair 16 Seri No.lu Tebliğ | Tax & Accounting | Turkish | Turkey-8020 |
Regleringar den största risken inom energisektorn | Industry | Swedish | Sweden-14228 |
Yritysvastuubarometri 2016 | Business & Management | Finnish | Finland-3449 |
Τραπεζική Αργία 2020 | Finance | Greek | Greece-10355 |
Tax and legal news 15 December 2016 | Tax & Accounting | English | Finland-3242 |
XIX Encuesta Mundial de CEOs - Retail y Consumo | Industry | Spanish | Spain-1446 |
Hisse senedi piyasaları | Finance | Turkish | Turkey-7023 |
Private Wealth | Finance | English | Finland-3322 |
Poradnik antykorupcyjny dla biznesu | Government & Controls | Polish | Poland-609 |
Quick fix: Købers momsnummer ved momsfrie EU-leverancer | Tax & Accounting | Danish | Denmark-12955 |
CEO Görüşleri | Business & Management | English | Turkey-6204 |
Industry 4.0,Industry 4.0,Industry 4.0,Industry 4.0,Industry 4.0 | Technology | English | Spain-2773 |
Nedsættelse af sats for udbytteskat | Tax & Accounting | Danish | Denmark-13651 |
IFRS news - August 2016 | Tax & Accounting | English | Greece-10731 |
CFOdirect: IFRS nyheder - nytårsfortsætter til din virksomhed, bliv forberedt på, hvilke spørgsmål du vil møde på aktionærmødet og meget mere | Tax & Accounting | Danish | Denmark-12225 |
Gümrük Genel Tebliği (Gümrük İşlemleri) (Seri No: 98)'nde Değişiklik (Seri No: 159) | Tax & Accounting | Turkish | Turkey-7590 |
C20 by Numbers 2017 | Finance | English | Denmark-13375 |
Kira Geliri Elde Edenler İçin Hatırlatmalar | Industry | Turkish | Turkey-7173 |
Esimerkkejä yritysjärjestelytoimeksiannoistamme | Finance | Finnish | Finland-3708 |
Books | Industry | English | Italy-4921 |
XXII Encuesta Mundial de CEOs - PwC España | Business & Management | Spanish | Spain-1104 |
La fulgurante evolución de los eSports | Industry | Spanish | Spain-1617 |
Hábitos de consumo - 2018 Global Consumer Insights Survey | Industry | Spanish | Spain-1967 |
Young Women Network | Business & Management | English | Italy-4682 |
A régióban működő családi vállalkozások tulajdonosainak új generációja vezető szerepre készül | Business & Management | Hungarian | Hungary-171 |
ESMA Q&A vedr. guidelines til Alternative Performance Measures (APM) | Tax & Accounting | Danish | Denmark-12228 |
A1-attestationens praktiske værdi | Finance | Danish | Denmark-12177 |
Fremtidsutsikter for den norske mediebransjen | Industry | Norwegian | Norway-11820 |
Бизнес по-прежнему остается на стартовых позициях в вопросах интеграции и продвижения целей в области устойчивого развития | Business & Management | Russian | Russia-11693 |
Economic and business consulting | Business & Management | English | Israel-3929 |
Deal summary Lumicon Oy | Finance | English | Finland-3562 |
PwC Named a Leader in Global Cybersecurity Consulting and Global Digital Experience Agencies reports by Independent Research Firm | Technology | English | Global-13789 |
Key findings from the pharmaceuticals and life sciences industry | Industry | English | Turkey-5938 |
Luka VAT kosztuje kraje Europy Środkowo-Wschodniej 27 mld euro rocznie | Tax & Accounting | Polish | Poland-1428 |
Endnu en dansk regel er EU-stridig | Government & Controls | Danish | Denmark-12561 |
Private Business | Business & Management | English | Turkey-9199 |
Liikkeenjohdon konsultointi | Business & Management | Finnish | Finland-3484 |
İhraci kayda bağlı mallara ilişkin tebliğ (Tebliğ No: İhracat 2006/7)’de değişiklik yapılmasına dair tebliğ (İhracat: 2018/2) | Tax & Accounting | Turkish | Turkey-7443 |
Kira gelirlerinin beyanı | Industry | Turkish | Turkey-8685 |
İthalatta Haksız Rekabetin Önlenmesine İlişkin Tebliğ (Tebliğ No: 2018/15) | Tax & Accounting | Turkish | Turkey-7478 |
Fondshåndbogen 2017 | Finance | Danish | Denmark-13445 |
La gestione dell’informativa interna | Tax & Accounting | Italian | Italy-4798 |
Improve operational efficiency | Business & Management | English | Finland-2976 |
Balázs Gábor: IFRS - Komoly számviteli változások jöhetnek | Tax & Accounting | Hungarian | Hungary-325 |
Yağlı Ayçiçeği Tohumu İthalatinda Tarife Kontenjanı Uygulanması Hakkında Karar (Karar Sayı 497) | Tax & Accounting | Turkish | Turkey-7562 |
Deal summary Oy Kaha Ab | Finance | English | Finland-3549 |
Benzin ve Motorinde ÖTV İndirimi | Tax & Accounting | Turkish | Turkey-7897 |
Monitoring, Reporting and Validating (MRV) maritime vessels’ CO2 emissions performance: A new era in the Shipping Industry | Industry | English | Greece-10699 |
一般社団法人日本トップリーグ連携機構とPwCコンサルティング、女性スポーツリーグ同士が連携するWoman Athletes Projectを発足 | Industry | Japanese | Japan-9779 |
Real Estate Compliance | Industry | English | Greece-11251 |
PwC’nin son raporuna göre: Kadınlar iş yaşamında yükselmeye hazır ve işverenlerden şeffaflık bekliyorlar | Business & Management | Turkish | Turkey-6028 |
PwCコンサルティングとテラドローン、空飛ぶクルマ/ドローンの現場活用支援で協業を開始 | Technology | Japanese | Japan-9708 |
2019 Bankacılık ve sermaye piyasaları | Finance | Turkish | Turkey-9594 |
Baselkomiteen opretter ny klimaenhed | Business & Management | Danish | Denmark-13056 |
Chairman's message: Global Annual Review 2020 | Business & Management | English | Spain-1235 |
Firmy będą musiały skutecznie zapobiegać nadużyciom | Government & Controls | Polish | Poland-759 |
עדכון שיעור הריבית לעניין סעיפים 3(ט) ו-3(י) לפקודת מס הכנסה לשנת 2013 | Tax & Accounting | Hebrew | Israel-4384 |
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MultiFin
MultiFin – a publicly available financial dataset consisting of real-world article headlines covering 15 languages across different writing systems and language families. The dataset consists of hierarchical label structure providing two classification tasks: multi-label and multi-class.
Dataset Description
The MULTIFIN dataset is a multilingual corpus, consisting of real-world article headlines covering 15 languages. The corpus is annotated using hierarchical label structure, providing two classification tasks: multi-class and multi-label classification.
- Curated by: Rasmus Jørgensen, Oliver Brandt, Mareike Hartmann, Xiang Dai, Christian Igel, and Desmond Elliott.
- Language(s) (NLP): English, Spanish, Polish, Hungarian, Greek, Danish, Turkish, Japanese, Swedish, Finnish, Norwegian, Russian, Italian, Hebrew, Icelandic.
- License: [More Information Needed]
Dataset Sources
- Repository: https://github.com/RasmusKaer/MultiFin
- Paper: https://aclanthology.org/2023.findings-eacl.66/
Dataset Structure
The dataset consists of 10,048 headlines in 15 languages annotated with 23 topic labels for LOW-LEVEL and 6 HIGH-LEVEL topics for multi-class.
The dataset has been further stratified into two subsets:
- only_english: that contains only English training data.
- high_resources: a subset that contains 5 high-resource languages (i.e., English, Turkish, Danish, Spanish, Poland).
Citation
BibTeX:
@inproceedings{jorgensen-etal-2023-multifin,
title = "{M}ulti{F}in: A Dataset for Multilingual Financial {NLP}",
author = "J{\o}rgensen, Rasmus and
Brandt, Oliver and
Hartmann, Mareike and
Dai, Xiang and
Igel, Christian and
Elliott, Desmond",
editor = "Vlachos, Andreas and
Augenstein, Isabelle",
booktitle = "Findings of the Association for Computational Linguistics: EACL 2023",
month = may,
year = "2023",
address = "Dubrovnik, Croatia",
publisher = "Association for Computational Linguistics",
url = "https://aclanthology.org/2023.findings-eacl.66",
doi = "10.18653/v1/2023.findings-eacl.66",
pages = "894--909",
abstract = "Financial information is generated and distributed across the world, resulting in a vast amount of domain-specific multilingual data. Multilingual models adapted to the financial domain would ease deployment when an organization needs to work with multiple languages on a regular basis. For the development and evaluation of such models, there is a need for multilingual financial language processing datasets. We describe MultiFin {--} a publicly available financial dataset consisting of real-world article headlines covering 15 languages across different writing systems and language families. The dataset consists of hierarchical label structure providing two classification tasks: multi-label and multi-class. We develop our annotation schema based on a real-world application and annotate our dataset using both {`}label by native-speaker{'} and {`}translate-then-label{'} approaches. The evaluation of several popular multilingual models, e.g., mBERT, XLM-R, and mT5, show that although decent accuracy can be achieved in high-resource languages, there is substantial room for improvement in low-resource languages.",
}
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