⇄term_id => integer 836

$post['veroeffentlichungsart']['term_id']

⇄name => string (46) "Beitrag zu wissenschaftlicher Konferenz/Tagung"

$post['veroeffentlichungsart']['name']

⇄slug => string (50) "417_beitrag-zu-wissenschaftlicher-konferenz-tagung"

$post['veroeffentlichungsart']['slug']

⇄term_group => integer 0

$post['veroeffentlichungsart']['term_group']

⇄term_taxonomy_id => integer 836

$post['veroeffentlichungsart']['term_taxonomy_id']

⇄taxonomy => string (21) "veroeffentlichungsart"

$post['veroeffentlichungsart']['taxonomy']

⇄description => string (0) ""

$post['veroeffentlichungsart']['description']

⇄parent => integer 0

$post['veroeffentlichungsart']['parent']

⇄count => integer 198

$post['veroeffentlichungsart']['count']

⇄filter => string (3) "raw"

$post['veroeffentlichungsart']['filter']

⇄term_id => integer 903

$post['forschungsschwerpunkt']['term_id']

⇄name => string (19) "kein FSP zugeordnet"

$post['forschungsschwerpunkt']['name']

⇄slug => string (23) "557_kein-fsp-zugeordnet"

$post['forschungsschwerpunkt']['slug']

⇄term_group => integer 0

$post['forschungsschwerpunkt']['term_group']

⇄term_taxonomy_id => integer 903

$post['forschungsschwerpunkt']['term_taxonomy_id']

⇄taxonomy => string (21) "forschungsschwerpunkt"

$post['forschungsschwerpunkt']['taxonomy']

⇄description => string (0) ""

$post['forschungsschwerpunkt']['description']

⇄parent => integer 0

$post['forschungsschwerpunkt']['parent']

⇄count => integer 44

$post['forschungsschwerpunkt']['count']

⇄filter => string (3) "raw"

$post['forschungsschwerpunkt']['filter']

• Table (7)
• Contents (7)

• name
  link
  intern
  personenkennziffer
  0
  Puneet Mathur
  false
  1
  Mihir Goyal
  false
  2
  Ramit Sawhney
  false
  3
  Ritik Mathur
  false
  4
  Jochen Leidner
  https://www.hs-coburg.de/personen/prof-dr-jochen-leidner/
  true
  5
  Franck Dernoncourt
  false
  6
  Dinesh Manocha
  false
  

• ⇄⧉0 => array (4)

  $post['autoren'][0]

  ⇄name => string (13) "Puneet Mathur"

  $post['autoren'][0]['name']

  ⇄link => string (0) ""

  $post['autoren'][0]['link']

  ⇄intern => boolean false

  $post['autoren'][0]['intern']

  ⇄personenkennziffer => string (0) ""

  $post['autoren'][0]['personenkennziffer']

  ⇄⧉1 => array (4)

  $post['autoren'][1]

  ⇄name => string (11) "Mihir Goyal"

  $post['autoren'][1]['name']

  ⇄link => string (0) ""

  $post['autoren'][1]['link']

  ⇄intern => boolean false

  $post['autoren'][1]['intern']

  ⇄personenkennziffer => string (0) ""

  $post['autoren'][1]['personenkennziffer']

  ⇄⧉2 => array (4)

  $post['autoren'][2]

  ⇄name => string (13) "Ramit Sawhney"

  $post['autoren'][2]['name']

  ⇄link => string (0) ""

  $post['autoren'][2]['link']

  ⇄intern => boolean false

  $post['autoren'][2]['intern']

  ⇄personenkennziffer => string (0) ""

  $post['autoren'][2]['personenkennziffer']

  ⇄⧉3 => array (4)

  $post['autoren'][3]

  ⇄name => string (12) "Ritik Mathur"

  $post['autoren'][3]['name']

  ⇄link => string (0) ""

  $post['autoren'][3]['link']

  ⇄intern => boolean false

  $post['autoren'][3]['intern']

  ⇄personenkennziffer => string (0) ""

  $post['autoren'][3]['personenkennziffer']

  ⇄⧉4 => array (4)

  $post['autoren'][4]

  ⇄name => string (14) "Jochen Leidner"

  $post['autoren'][4]['name']

  ⇄link => string (57) "https://www.hs-coburg.de/personen/prof-dr-jochen-leidner/"

  $post['autoren'][4]['link']

  ⇄intern => boolean true

  $post['autoren'][4]['intern']

  ⇄personenkennziffer => string (0) ""

  $post['autoren'][4]['personenkennziffer']

  ⇄⧉5 => array (4)

  $post['autoren'][5]

  ⇄name => string (18) "Franck Dernoncourt"

  $post['autoren'][5]['name']

  ⇄link => string (0) ""

  $post['autoren'][5]['link']

  ⇄intern => boolean false

  $post['autoren'][5]['intern']

  ⇄personenkennziffer => string (0) ""

  $post['autoren'][5]['personenkennziffer']

  ⇄⧉6 => array (4)

  $post['autoren'][6]

  ⇄name => string (14) "Dinesh Manocha"

  $post['autoren'][6]['name']

  ⇄link => string (0) ""

  $post['autoren'][6]['link']

  ⇄intern => boolean false

  $post['autoren'][6]['intern']

  ⇄personenkennziffer => string (0) ""

  $post['autoren'][6]['personenkennziffer']

DocFin: Multimodal Financial Prediction and Bias Mitigation using Semi-structured Documents

Findings of the Association for Computational Linguistics: EMNLP 2022 (Empirical Methods in Natural Language Processing), December 2022, Abu Dhabi, United Arab Emirates

<p>Financial prediction is complex due to the stochastic nature of the stock market. Semi-structured financial documents present comprehensive financial data in tabular formats, such as earnings, profit-loss statements, and balance sheets, and can often contain rich technical analysis along with a textual discussion of corporate history, and management analysis, compliance, and risks. Existing research focuses on the textual and audio modalities of financial disclosures from company conference calls to forecast stock volatility and price movement, but ignores the rich tabular data available in financial reports. Moreover, the economic realm is still plagued with a severe under-representation of various communities spanning diverse demographics, gender, and native speakers. In this work, we show that combining tabular data from financial semi-structured documents with text transcripts and audio recordings not only improves stock volatility and price movement prediction by 5-12% but also reduces gender bias caused due to audio-based neural networks by over 30%.</p>

Mathur, Puneet; Goyal, Mihir; Sawhney, Ramit; Mathur, Ritik; Leidner, Jochen L.; Dernoncourt, Franck; Manocha, Dinesh (2022): DocFin: Multimodal Financial Prediction and Bias Mitigation using Semi-structured Documents. Findings of the Association for Computational Linguistics: EMNLP 2022 (Empirical Methods in Natural Language Processing), December 2022, Abu Dhabi, United Arab Emirates, S. 1933-1940.

https://www.hs-coburg.de/publikation/3569-docfin-multimodal-financial-prediction-and-bias-mitigation-using-semi-structured-documents/