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Paper Citation Record · LEDGER

InvestAlign: Overcoming Data Scarcity in Aligning Large Language Models with Investor Decision-Making Processes under Herd Behavior

As of 7 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 0 inbound Pith citation observations for arXiv:2507.06528.

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

pith.paper-citation-record.v1
2507.06528 v1

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:11:34.783666Z

measured 14 of 14 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 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

14 of 14 outbound references displayed

  • verified exact0
  • verified fuzzy5
  • unresolved6
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fd97482e-0794-4294-be21-44fe6c702e6f · outbound

This paper cites FedSyn: Synthetic Data Generation using Federated Learning.

InvestAlign: Overcoming Data Scarcity in Aligning Large Language Models with Investor Decision-Making Processes under Herd Behavior FedSyn: Synthetic Data Generation using Federated Learning

Reference 2

Resolution
metadata mismatch
local_arxiv, observed 2026-08-06T19:11:35.313492Z

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.

source=pdf_text observed=2026-08-06T19:11:33.542321Z digest=sha256:af8004abd11334510dcd3fdab813962c6c750a9dc5f19f6e39f026eacd83f5f7

Observation 60bc4021-6272-4a67-9f3a-f325403cbba8 · outbound

This paper cites A probability p of receiving $20, and a probability 1 - p of receiving nothing.

InvestAlign: Overcoming Data Scarcity in Aligning Large Language Models with Investor Decision-Making Processes under Herd Behavior A probability p of receiving $20, and a probability 1 - p of receiving nothing

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:11:36.337284Z

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.

source=pdf_text observed=2026-08-06T19:11:34.202779Z digest=sha256:c3a2f9c8e46caf20b568cdf8ea411a1ed238f064a2fcfe9e02f6a3b26cd6008d

Observation 8b082f81-b643-404a-8c7b-439c4bfa8169 · outbound

This paper cites an unresolved cited work.

InvestAlign: Overcoming Data Scarcity in Aligning Large Language Models with Investor Decision-Making Processes under Herd Behavior Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:11:36.479294Z

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.

source=pdf_text observed=2026-08-06T19:11:34.108089Z digest=sha256:fd9b595bb49fea31ebf932b3e9124255a6fe3b489ca16c6a2dc761c3f5ce6832

Observation 146b402c-b260-4db1-a8ed-3bd83572e70e · outbound

This paper cites You will establish a dedicated account to manage this retirement fund.

InvestAlign: Overcoming Data Scarcity in Aligning Large Language Models with Investor Decision-Making Processes under Herd Behavior You will establish a dedicated account to manage this retirement fund

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:11:36.630778Z

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.

source=pdf_text observed=2026-08-06T19:11:34.302653Z digest=sha256:a4ca06fd630ca18f9c308dc9da400e57cd76808984720a6dac09d2e87ce3750b

Observation 4a06a4e8-2128-47d9-9690-510509b397bf · outbound

This paper cites an unresolved cited work.

InvestAlign: Overcoming Data Scarcity in Aligning Large Language Models with Investor Decision-Making Processes under Herd Behavior Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:11:36.192019Z

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.

source=pdf_text observed=2026-08-06T19:11:34.396260Z digest=sha256:095fd2b0d72db6d3c7760d1b123317a41f85f7b4eb69893966b67118f410615b

Observation cd015705-7c64-4304-b82a-cb7ce1a1153f · outbound

This paper cites A probability p of receiving $20, and a probability 1 - p of receiving nothing.

InvestAlign: Overcoming Data Scarcity in Aligning Large Language Models with Investor Decision-Making Processes under Herd Behavior A probability p of receiving $20, and a probability 1 - p of receiving nothing

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:11:36.038916Z

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.

source=pdf_text observed=2026-08-06T19:11:34.487422Z digest=sha256:8991906e2b7dc4e4b449f7f68d76fe6130ca2d8ad1d8ca7815a4aa8e69f8048c

Observation c75a1ef6-83ff-4ae1-b530-aacbaec06c01 · outbound

This paper cites You will establish a dedicated account to manage this retirement fund.

InvestAlign: Overcoming Data Scarcity in Aligning Large Language Models with Investor Decision-Making Processes under Herd Behavior You will establish a dedicated account to manage this retirement fund

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:11:35.881271Z

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.

source=pdf_text observed=2026-08-06T19:11:34.570981Z digest=sha256:0079ecec39f46becda1f03ee999d708e43101e7ebb9c2be4a512be8e5c7c14a4

Observation 3e5ff36f-dc75-4a96-b036-d2ae41da545f · outbound

This paper cites A probability p1 of receiving $20, and a probability 1 - p1 of receiving nothing.

InvestAlign: Overcoming Data Scarcity in Aligning Large Language Models with Investor Decision-Making Processes under Herd Behavior A probability p1 of receiving $20, and a probability 1 - p1 of receiving nothing

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:11:35.677056Z

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.

source=pdf_text observed=2026-08-06T19:11:34.683221Z digest=sha256:a2ef151aa30f620d8fe8b0106b6a79d98e2bd3789becdaeb7784574dcb28fffc

Observation 9e09e61e-9aab-4d7d-9a48-da122681195f · outbound

This paper cites an unresolved cited work.

InvestAlign: Overcoming Data Scarcity in Aligning Large Language Models with Investor Decision-Making Processes under Herd Behavior Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:11:35.475008Z

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.

source=pdf_text observed=2026-08-06T19:11:34.783666Z digest=sha256:642a71584f14ba4095ae17bc861b0fbb564b8aad25e847b9f64b1c55da26f572

Observation d6fb0ba0-287d-4205-98a0-4e03e21d8786 · outbound

This paper cites Next-Generation Simulation Illuminates Scientific Problems of Organised Complexity.

InvestAlign: Overcoming Data Scarcity in Aligning Large Language Models with Investor Decision-Making Processes under Herd Behavior Next-Generation Simulation Illuminates Scientific Problems of Organised Complexity

Reference 1007

Resolution
malformed identifier
local_arxiv, observed 2026-08-06T19:11:34.963466Z

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.

source=pdf_text observed=2026-08-06T19:11:33.894126Z digest=sha256:1fd20751eeec5782d674af9061221416779b0ca3e2e78b39d799dbc0d8fdf668

Observation 671ed6fd-83be-4d47-af2e-5a068f8d23ad · outbound

This paper cites Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.

InvestAlign: Overcoming Data Scarcity in Aligning Large Language Models with Investor Decision-Making Processes under Herd Behavior Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-06T19:11:33.497804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:11:33.497804Z digest=sha256:af7427b43bcd8c4fde2e3e702e3faf11957341f760fee55c90aaad7992449361

Observation b42a405d-e1ba-4e35-8981-73ffd63bea36 · outbound

This paper cites Emergent autonomous scientific research capabilities of large language models.

InvestAlign: Overcoming Data Scarcity in Aligning Large Language Models with Investor Decision-Making Processes under Herd Behavior Emergent autonomous scientific research capabilities of large language models

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-06T19:11:33.620422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:11:33.620422Z digest=sha256:97802fee5294eeb355d96053f04fe28ccd2a609b12b70b2e0b0c541f0622bdeb

Observation 530a156c-5233-4972-866c-4456462c63ab · outbound

This paper cites Synthetic Data Applications in Finance.

InvestAlign: Overcoming Data Scarcity in Aligning Large Language Models with Investor Decision-Making Processes under Herd Behavior Synthetic Data Applications in Finance

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-06T19:11:33.793681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:11:33.793681Z digest=sha256:bf5cb39d81bb4d24346a602d8e7ce497363a78591bcd98a9c093ec8e21bfb76c

Observation 38cdcf3f-7f1f-4e32-9fe1-615b0118d437 · outbound

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

InvestAlign: Overcoming Data Scarcity in Aligning Large Language Models with Investor Decision-Making Processes under Herd Behavior Multimodal Gen-AI for Fundamental Investment Research

Reference 2025

Resolution
metadata mismatch
local_arxiv, observed 2026-08-06T19:11:35.135099Z

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.

source=pdf_text observed=2026-08-06T19:11:33.724155Z digest=sha256:8247ab50af09b562e48483dbb231591a8fbe04a329395f71e016d49370ef2577

Pith citing papers

No inbound Pith citation observations are available.