Paper Citation Record · LEDGER

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations

As of 20 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2412.20438.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2412.20438 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T23:23:32.717187Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

30 of 30 outbound references displayed

verified exact2
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unresolved2
parse uncertain0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6bc7dda6-8144-4a98-a366-e33aa49304b2 · outbound

This paper cites Financial Economics.

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations Financial Economics

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:33.977140Z

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Observation 9372d073-b2f4-4ad6-97f3-ad374e0f4c54 · outbound

This paper cites Speech and Language Processing an Introduction to Natural Language Processing.

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations Speech and Language Processing an Introduction to Natural Language Processing

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:33.877302Z

Source-reported events for the cited work

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Observation 61d48bd1-25dc-473e-83e4-1dbc26613624 · outbound

This paper cites Deep Learning in Economics: A Systematic and Critical Review.

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations Deep Learning in Economics: A Systematic and Critical Review

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:33.864009Z

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Observation 9886a152-9fc2-4a59-9c50-a2e73d464962 · outbound

This paper cites Forecasting with Economic News.

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations Forecasting with Economic News

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:33.853682Z

Source-reported events for the cited work

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Observation 5936a49f-f143-4ede-ba99-76a37c11a658 · outbound

This paper cites NumHTML: NumericOriented Hierarchical Transformer Model for Multi-Task Financial Forecasting.

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations NumHTML: NumericOriented Hierarchical Transformer Model for Multi-Task Financial Forecasting

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:33.842767Z

Source-reported events for the cited work

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Observation db5b0c2b-0d76-443d-aaf0-4118485a7148 · outbound

This paper cites Textual Analysis for China’s Financial Markets : a Review and Discussion.

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations Textual Analysis for China’s Financial Markets : a Review and Discussion

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:33.831696Z

Source-reported events for the cited work

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Observation 6425f04c-84c8-4574-bee6-435614e9cade · outbound

This paper cites BERT’s Sentiment Score for Portfolio Optimization: A Fine-Tuned View in Black and Litterman Model.

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations BERT’s Sentiment Score for Portfolio Optimization: A Fine-Tuned View in Black and Litterman Model

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:33.821182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 68f977d2-f957-483a-ad90-3263c5c7e7c6 · outbound

This paper cites Analysis of the Fin ancial Information Contained in the Texts of Current Reports: A Deep Learning Approach.

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations Analysis of the Fin ancial Information Contained in the Texts of Current Reports: A Deep Learning Approach

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:33.809405Z

Source-reported events for the cited work

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Observation 74f6ab78-0485-4af6-b1c9-32d3be5c0531 · outbound

This paper cites Machine Learning Meets the Journal of Public Budgeting and Finance: Topics and Trends Over 40 Years.

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations Machine Learning Meets the Journal of Public Budgeting and Finance: Topics and Trends Over 40 Years

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:33.797727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 860a3d86-b860-4b9e-90b6-4a514a71c9c4 · outbound

This paper cites An AI -Enabled Stock Prediction Platform Combining News and Social Sensing with Financial Statements.

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations An AI -Enabled Stock Prediction Platform Combining News and Social Sensing with Financial Statements

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:33.787495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 213d98eb-428e-48ed-91f7-9e1d03af8ce1 · outbound

This paper cites Application of Machine Learning and Government Finance Statistics for Macroeconomic Signal Mining to Analyze Recessionary Trends and Score Policy Effectiveness.

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations Application of Machine Learning and Government Finance Statistics for Macroeconomic Signal Mining to Analyze Recessionary Trends and Score Policy Effectiveness

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:33.776866Z

Source-reported events for the cited work

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Observation 1288c0d8-f4a9-4a6f-91a4-6d4d899debba · outbound

This paper cites Is Trust a Valid Indicator of Tax Compliance Behavior? A Study on Taxpayers’ Public Perception Using Sentiment Analysis Tools.

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations Is Trust a Valid Indicator of Tax Compliance Behavior? A Study on Taxpayers’ Public Perception Using Sentiment Analysis Tools

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:33.760444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 06ad9898-82f0-48ec-94a8-3abf0ec7e608 · outbound

This paper cites Human Disease Detection Using Artif icial Intelligence.

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations Human Disease Detection Using Artif icial Intelligence

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:33.625713Z

Source-reported events for the cited work

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Observation 91086fb9-0886-41aa-973f-aeabd62b252d · outbound

This paper cites Intelligent Breast Cancer Screening Based on Deep Neural Networks.

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations Intelligent Breast Cancer Screening Based on Deep Neural Networks

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:33.494233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9dc98d8d-6b03-4404-b0b1-acc08010d24e · outbound

This paper cites Comprehensive Review of Text-Mining Applications in Finance.

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations Comprehensive Review of Text-Mining Applications in Finance

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:33.461075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6a1d9dd0-d5ee-4a9a-ba8d-90c045f40f74 · outbound

This paper cites Asset Pricing Via Deep Graph Learning to Incorporate Heterogeneous Predictors.

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations Asset Pricing Via Deep Graph Learning to Incorporate Heterogeneous Predictors

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:33.448549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b5a6014e-9557-4b1b-89f2-c63e6b0bf9a6 · outbound

This paper cites A News-based Machine Learning Model for Adaptive Asset Pricing.

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations A News-based Machine Learning Model for Adaptive Asset Pricing

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-10T23:23:32.866519Z

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Observation cbcc80b2-1d6f-462b-bed0-0f69328d99de · outbound

This paper cites Asset Pricing and Deep Learning.

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations Asset Pricing and Deep Learning

Reference 18

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Source-reported events for the cited work

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Observation 8a67755f-df07-4d07-bbb8-f01fb622c272 · outbound

This paper cites Predicting Shareholder Litigation on Insider Trading from Financial Text: An Interpretable Deep Learning Approach.

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations Predicting Shareholder Litigation on Insider Trading from Financial Text: An Interpretable Deep Learning Approach

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:33.437207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7781e97f-36fe-4f6a-ae40-40f8d5518fe4 · outbound

This paper cites Model Explainability in Deep Learning Based Natural Language Processing.

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations Model Explainability in Deep Learning Based Natural Language Processing

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T23:23:32.500575Z

Source-reported events for the cited work

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Observation 4e89602a-f9c3-45c9-aa8e-bfe3a02483d5 · outbound

This paper cites Public Mood- Driven Asset Allocation: The Importance of Financial Sentiment in Portfolio Management.

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations Public Mood- Driven Asset Allocation: The Importance of Financial Sentiment in Portfolio Management

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:33.425601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7691c6bb-680e-4321-b934-8d72c6356fd4 · outbound

This paper cites Quantifying Sentiment with News Media Across Local Housing Markets.

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations Quantifying Sentiment with News Media Across Local Housing Markets

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:33.414089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 37ddcced-df6d-463d-a921-673059beb8ca · outbound

This paper cites CatBoost Model and Artificial Intelligence Techniques for Corporate Failure Predic tion.

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations CatBoost Model and Artificial Intelligence Techniques for Corporate Failure Predic tion

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:33.390330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation fdce3968-27ec-43e4-8cd2-b98d1abf0323 · outbound

This paper cites BERT-based Financial Sentiment Index and LSTM-based Stock Return Predictability.

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations BERT-based Financial Sentiment Index and LSTM-based Stock Return Predictability

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-08-10T23:23:32.750055Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 97ca40a0-fb82-4a36-adee-edddfc328e28 · outbound

This paper cites Automatic Domain Adaptation Outperforms Ma nual Domain Adaptation for Predicting Financial Outcomes.

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations Automatic Domain Adaptation Outperforms Ma nual Domain Adaptation for Predicting Financial Outcomes

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:33.320250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 58fc78f7-02fd-4faf-ae59-75a56867214c · outbound

This paper cites Using Financial News Sentiment for Stock Price Direction Prediction.

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations Using Financial News Sentiment for Stock Price Direction Prediction

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:33.196469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 669a9989-21f8-4582-b2a3-1a4975659097 · outbound

This paper cites ChatGPT: Unlocking the Future of NLP in Finance.

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations ChatGPT: Unlocking the Future of NLP in Finance

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:33.183977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4a678da7-9804-46b2-8d31-4f9f3857f172 · outbound

This paper cites Public Mood– Driven Asset Allocation: The Importance of Financial Sentiment in Portfolio Management.

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations Public Mood– Driven Asset Allocation: The Importance of Financial Sentiment in Portfolio Management

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:33.170507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation fe80f2c3-e563-4318-819c-491969525567 · outbound

This paper cites Bank Financial Risk Prediction Model Based on Big Data.

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations Bank Financial Risk Prediction Model Based on Big Data

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:33.156745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f5160ed0-fb07-4f93-a75a-aa436dbfff49 · outbound

This paper cites Transformers-Based Approach for a Sustainability Term- Based Sentiment Analysis (STBS A).

Integrating Natural Language Processing Techniques of Text Mining Into Financial System: Applications and Limitations Transformers-Based Approach for a Sustainability Term- Based Sentiment Analysis (STBS A)

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:33.043014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Pith citing papers

No inbound Pith citation observations are available.