Paper Citation Record · LEDGER

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey

As of 7 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 2 inbound Pith citation observations for arXiv:2507.01990.

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

pith.paper-citation-record.v1
2507.01990 v1

Coverage vector

measured 47 of 47 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:53:10.087053Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T00:32:12.107050Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T00:32:12.618341Z

Reference resolution

47 of 47 outbound references displayed

verified exact2
verified fuzzy6
unresolved39
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ec595322-a751-4158-aec8-8d0f92ba5986 · outbound

This paper cites Can Large Language Models Beat Wall Street? Unveiling the Potential of AI in Stock Selection.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Can Large Language Models Beat Wall Street? Unveiling the Potential of AI in Stock Selection

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T21:53:05.313051Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc027827-1880-4713-8c31-ebba50dc53f0 · outbound

This paper cites an unresolved cited work.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:53:15.341232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1900dba2-162a-46c6-bac3-1cb800bd3d5e · outbound

This paper cites an unresolved cited work.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:53:15.207390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4b5c39df-7590-4365-a03b-6ae5cb05217b · outbound

This paper cites Ploutos: Towards interpretable stock movement prediction with financial large language model.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Ploutos: Towards interpretable stock movement prediction with financial large language model

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T21:53:05.610263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 762f6e56-5f05-4018-b843-5a2b56dcccc6 · outbound

This paper cites GPT-InvestAR: Enhancing Stock Investment Strategies through Annual Report Analysis with Large Language Models.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey GPT-InvestAR: Enhancing Stock Investment Strategies through Annual Report Analysis with Large Language Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T21:53:05.707394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a77204c-cddd-49de-94a4-715b46e9a69f · outbound

This paper cites an unresolved cited work.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:53:15.046081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5b2b4817-b921-4afd-952b-0db359d6c35a · outbound

This paper cites LLM-Based Routing in Mixture of Experts: A Novel Framework for Trading.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey LLM-Based Routing in Mixture of Experts: A Novel Framework for Trading

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-08-06T21:53:10.984361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 60e77912-569a-4429-a538-99a07057fdb7 · outbound

This paper cites Fine-Tuning Large Language Models for Stock Return Prediction Using Newsflow.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Fine-Tuning Large Language Models for Stock Return Prediction Using Newsflow

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T21:53:06.030014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9a2f819-f1be-41d1-8b89-33c126ba48a7 · outbound

This paper cites Multimodal Gen-AI for Fundamental Investment Research.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Multimodal Gen-AI for Fundamental Investment Research

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T21:53:06.182886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9504ba65-3620-4686-ad58-6bcb19d4bb10 · outbound

This paper cites ChainBuddy: An AI Agent System for Generating LLM Pipelines.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey ChainBuddy: An AI Agent System for Generating LLM Pipelines

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T21:53:06.351425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2d8757f-dc4d-48e8-9549-7733b6f479a2 · outbound

This paper cites Data-Centric Financial Large Language Models.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Data-Centric Financial Large Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T21:53:06.519040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06174436-aac7-47c2-aa28-b83ac1b12e1a · outbound

This paper cites C., & Hung, M.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey C., & Hung, M

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:53:14.864619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f3f2fb6e-7ad6-4bc9-8100-6337189cdcf3 · outbound

This paper cites Alpha-GPT 2.0: Human-in-the-Loop AI for Quantitative Investment.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Alpha-GPT 2.0: Human-in-the-Loop AI for Quantitative Investment

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T21:53:06.792030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fce871da-7e23-422f-b34c-7326edc4f3d7 · outbound

This paper cites Exploring LLM Cryptocurrency Trading Through Fact-Subjectivity Aware Reasoning.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Exploring LLM Cryptocurrency Trading Through Fact-Subjectivity Aware Reasoning

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-06T21:53:10.735006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5c54b9e4-9b12-4a73-9373-b1d808e0c0a9 · outbound

This paper cites Enhancing Few-Shot Stock Trend Prediction with Large Language Models.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Enhancing Few-Shot Stock Trend Prediction with Large Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T21:53:07.134487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c51429f7-4e64-43f0-9488-ba7b8d553369 · outbound

This paper cites an unresolved cited work.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:53:14.731305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d6fb52bc-c0b9-4556-9cfe-9b6dc41d462e · outbound

This paper cites an unresolved cited work.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:53:14.577218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 34ca9eeb-babc-4f0b-83ca-3cafa4872419 · outbound

This paper cites Prefix-Tuning: Optimizing Continuous Prompts for Generation.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Prefix-Tuning: Optimizing Continuous Prompts for Generation

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T21:53:07.593592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62dbd2c8-45a7-4fbb-87c4-e7e226dbc067 · outbound

This paper cites an unresolved cited work.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:53:14.407321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6a61c91b-4506-449d-b3a4-29d0a1300407 · outbound

This paper cites an unresolved cited work.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T21:53:07.734938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 951a0425-d9f7-4ef0-9785-6ee871b141e5 · outbound

This paper cites StockTime: A Time Series Specialized Large Language Model Architecture for Stock Price Prediction.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey StockTime: A Time Series Specialized Large Language Model Architecture for Stock Price Prediction

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T21:53:07.822209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf9eed1d-5e0c-47d2-a86c-462a78425f15 · outbound

This paper cites an unresolved cited work.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:53:14.239017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0c0a8c26-9af2-4bbc-b7fa-7d610c7c1dbf · outbound

This paper cites an unresolved cited work.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T21:53:08.005111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05fe480a-efcf-4c78-8dc7-709ac81fd87b · outbound

This paper cites When AI Meets Finance (StockAgent): Large Language Model-based Stock Trading in Simulated Real-world Environments.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey When AI Meets Finance (StockAgent): Large Language Model-based Stock Trading in Simulated Real-world Environments

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T21:53:08.081300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10291750-af04-4afd-a0ff-f76889320118 · outbound

This paper cites an unresolved cited work.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:53:14.061950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 81558cbf-535f-4ed8-a71f-894d98ad551c · outbound

This paper cites an unresolved cited work.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:53:13.902972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4232edf4-6e6e-4947-883c-bc3a7c63ae46 · outbound

This paper cites AlphaFin: Benchmarking Financial Analysis with Retrieval-Augmented Stock-Chain Framework.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey AlphaFin: Benchmarking Financial Analysis with Retrieval-Augmented Stock-Chain Framework

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T21:53:08.345026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e73de9f6-3e1a-461c-ac82-8177900164ff · outbound

This paper cites an unresolved cited work.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:53:13.687881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 87c28027-c42c-48ad-9050-72d50afef132 · outbound

This paper cites an unresolved cited work.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:53:13.514160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6619d21f-5b70-4af6-b6e3-db38052a6361 · outbound

This paper cites TradingAgents: Multi-Agents LLM Financial Trading Framework.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey TradingAgents: Multi-Agents LLM Financial Trading Framework

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T21:53:08.556335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 762c0490-a8b2-48b3-9343-1c5465ea9d24 · outbound

This paper cites an unresolved cited work.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:53:13.361881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 930f7eee-6240-43b7-b8fb-7f4ac6f164be · outbound

This paper cites A., Jordan, M.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey A., Jordan, M

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:53:13.147688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation dca5ee10-d17b-4c76-8cee-bc3d4a267432 · outbound

This paper cites FinArena: A Human-Agent Collaboration Framework for Financial Market Analysis and Forecasting.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey FinArena: A Human-Agent Collaboration Framework for Financial Market Analysis and Forecasting

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T21:53:08.913326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d10e6948-dae1-4a4a-9255-ee79956a2161 · outbound

This paper cites an unresolved cited work.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:53:12.947207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d32415d4-03bb-461a-aa07-ce13c67c9f3d · outbound

This paper cites an unresolved cited work.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:53:12.761744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 066bf99c-d881-4e6c-8129-d84281bc8a86 · outbound

This paper cites an unresolved cited work.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:53:12.583761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 122be2c1-0232-45ba-bbaf-2c59d7f2030a · outbound

This paper cites an unresolved cited work.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Unresolved cited work

Reference 38

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41ee18fa-4c90-4ecc-b657-a480e771bfd3 · outbound

This paper cites W., Hallacy, C., Ramesh, A., Goh, G., Agarwal, S., Sastry, G., et al.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey W., Hallacy, C., Ramesh, A., Goh, G., Agarwal, S., Sastry, G., et al

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:53:12.404605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3b067096-3abe-46c1-9e25-67672fed85a1 · outbound

This paper cites F., Leike, J., Brown, T., Martic, M., Legg , S., & Amodei, D.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey F., Leike, J., Brown, T., Martic, M., Legg , S., & Amodei, D

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:53:12.158978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e28de726-c8eb-4fdf-af26-9fd616456ff6 · outbound

This paper cites an unresolved cited work.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:53:11.968345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cf64ba6f-ae64-4b24-afac-8e5766c8011d · outbound

This paper cites an unresolved cited work.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:53:11.754569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7f4c31ef-93e1-4eaa-896e-27cbf980e92b · outbound

This paper cites V., & Zhou, D.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey V., & Zhou, D

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:53:11.576271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 01fa626e-1a8d-4db8-8f22-67291b5ac42a · outbound

This paper cites J., Shen, Y., Wallis, P., Allen-Zhu, Z., Li, Y., Wan g, S., Wang, L., & Chen, W.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey J., Shen, Y., Wallis, P., Allen-Zhu, Z., Li, Y., Wan g, S., Wang, L., & Chen, W

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:53:11.422588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c3150551-55b5-4ecc-99a0-371187384d70 · outbound

This paper cites an unresolved cited work.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:53:11.174027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a55bf294-03bd-4b3e-8a7f-572868b718ee · outbound

This paper cites M., Spoon, R., Han, J., & Camerer, C.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey M., Spoon, R., Han, J., & Camerer, C

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-06T21:53:09.880527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ccf413e4-5b1b-4c44-9344-640bf4cb08c9 · outbound

This paper cites Agent Trading Arena: A Study on Numerical Understanding in LLM-Based Agents.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Agent Trading Arena: A Study on Numerical Understanding in LLM-Based Agents

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-06T21:53:09.981387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8978110a-2aef-4a18-b9e8-3b6f62d53714 · outbound

This paper cites Quantifying Qualitative Insights: Leveraging LLMs to Market Predict.

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey Quantifying Qualitative Insights: Leveraging LLMs to Market Predict

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-06T21:53:10.087053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 1ca379da-360b-4e36-8b47-85c68ed2ef35 · inbound

AI Trading: Evaluating Large Language Models for Technical Market Analysis cites this paper.

AI Trading: Evaluating Large Language Models for Technical Market Analysis Integrating Large Language Models in Financial Investments and Market Analysis: A Survey

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T23:29:49.473665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b10e8d8e-bf10-4b08-9977-f30da1aa2fcf · inbound

Talking to Digital Twins: Selective Disclosure and Belief Measurement in Financial Social Media cites this paper.

Talking to Digital Twins: Selective Disclosure and Belief Measurement in Financial Social Media Integrating Large Language Models in Financial Investments and Market Analysis: A Survey

Reference 87

Resolution: verified exact; local_arxiv, observed 2026-08-06T00:32:12.624738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.