Paper Citation Record · LEDGER

Evaluating Investment Logic in Large Language Models: A Real-World Benchmark Towards Personalzied Financial Agents

As of 8 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2608.06108.

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

pith.paper-citation-record.v1
2608.06108 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:47:23.808718Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

21 of 21 outbound references displayed

verified exact0
verified fuzzy11
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5fd324a1-3969-4cd8-9eaf-d8cbf2db01f1 · outbound

This paper cites arXiv preprint arXiv:2408.06361 , year=.

Evaluating Investment Logic in Large Language Models: A Real-World Benchmark Towards Personalzied Financial Agents arXiv preprint arXiv:2408.06361 , year=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T14:47:21.792306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c4de4b1-5dc1-4ec0-a7aa-a2c1142c3410 · outbound

This paper cites an unresolved cited work.

Evaluating Investment Logic in Large Language Models: A Real-World Benchmark Towards Personalzied Financial Agents Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:47:28.461928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 01beb9a3-7673-4ec7-b9dc-97bf71157eb3 · outbound

This paper cites 2021 , url=.

Evaluating Investment Logic in Large Language Models: A Real-World Benchmark Towards Personalzied Financial Agents 2021 , url=

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:28.237935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b950ab6a-a800-4fdc-9b88-2d3b4c960f34 · outbound

This paper cites an unresolved cited work.

Evaluating Investment Logic in Large Language Models: A Real-World Benchmark Towards Personalzied Financial Agents Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:47:27.953779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 17784aaa-0388-490d-b1c4-abb29bfe664c · outbound

This paper cites 2024 , url=.

Evaluating Investment Logic in Large Language Models: A Real-World Benchmark Towards Personalzied Financial Agents 2024 , url=

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:27.779086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d98af897-4d2b-4955-ac0a-78f373696c29 · outbound

This paper cites Advances in Neural Information Processing Systems 38 (NeurIPS 2024) , year=.

Evaluating Investment Logic in Large Language Models: A Real-World Benchmark Towards Personalzied Financial Agents Advances in Neural Information Processing Systems 38 (NeurIPS 2024) , year=

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:27.583125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fa9e73ee-3cd3-45a1-aa87-ac6710dee4b4 · outbound

This paper cites an unresolved cited work.

Evaluating Investment Logic in Large Language Models: A Real-World Benchmark Towards Personalzied Financial Agents Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:47:27.366842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9439788b-ae33-4833-b614-f133a70d5c1f · outbound

This paper cites 2025 , url=.

Evaluating Investment Logic in Large Language Models: A Real-World Benchmark Towards Personalzied Financial Agents 2025 , url=

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:27.164134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 86dae09e-693f-470e-88de-690e49340a70 · outbound

This paper cites 2023 , url=.

Evaluating Investment Logic in Large Language Models: A Real-World Benchmark Towards Personalzied Financial Agents 2023 , url=

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:26.960815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 109f2ad2-aa13-4b03-8a12-7738bb79a971 · outbound

This paper cites an unresolved cited work.

Evaluating Investment Logic in Large Language Models: A Real-World Benchmark Towards Personalzied Financial Agents Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:47:26.717003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b7ff2a43-4794-407f-8170-a784402ddafe · outbound

This paper cites 2025 , url=.

Evaluating Investment Logic in Large Language Models: A Real-World Benchmark Towards Personalzied Financial Agents 2025 , url=

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:26.505034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ed214844-8e09-43a8-8fd9-9d750becf330 · outbound

This paper cites an unresolved cited work.

Evaluating Investment Logic in Large Language Models: A Real-World Benchmark Towards Personalzied Financial Agents Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:47:26.194948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b66c6dd7-d72a-4b3d-a6ae-4aaa0144bace · outbound

This paper cites Distilling Analysis from Generative Models for Investment Decisions.

Evaluating Investment Logic in Large Language Models: A Real-World Benchmark Towards Personalzied Financial Agents Distilling Analysis from Generative Models for Investment Decisions

Reference 13

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T14:47:24.069491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7338015f-545c-4a9c-9658-d3085ae643fd · outbound

This paper cites an unresolved cited work.

Evaluating Investment Logic in Large Language Models: A Real-World Benchmark Towards Personalzied Financial Agents Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:47:26.030716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3bc0dc81-c33f-43fa-9512-ad2d61e87b62 · outbound

This paper cites and Cui, Zhenyu and Liu, Rong and Xu, Zhaozhuo and Subbalakshmi, Koduvayur and Xiong, Guojun and He, Yueru and Huang, Jimin and Li, Dong and Xie, Qianqian , booktitle=.

Evaluating Investment Logic in Large Language Models: A Real-World Benchmark Towards Personalzied Financial Agents and Cui, Zhenyu and Liu, Rong and Xu, Zhaozhuo and Subbalakshmi, Koduvayur and Xiong, Guojun and He, Yueru and Huang, Jimin and Li, Dong and Xie, Qianqian , booktitle=

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:25.796956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 633d272c-e8d8-4776-baa4-6fa3ee45130c · outbound

This paper cites Generative.

Evaluating Investment Logic in Large Language Models: A Real-World Benchmark Towards Personalzied Financial Agents Generative

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:25.555337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 44fa2f0a-2398-48a5-9c1a-e96d2fc19bcf · outbound

This paper cites an unresolved cited work.

Evaluating Investment Logic in Large Language Models: A Real-World Benchmark Towards Personalzied Financial Agents Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:47:25.255234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cc608d30-82ef-4527-8e6d-424930dfe53b · outbound

This paper cites 2025 , url=.

Evaluating Investment Logic in Large Language Models: A Real-World Benchmark Towards Personalzied Financial Agents 2025 , url=

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:24.987976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 90e0d353-1381-44ad-9c11-475d812a5abb · outbound

This paper cites Extracting Structured Insights from Financial News: An Augmented.

Evaluating Investment Logic in Large Language Models: A Real-World Benchmark Towards Personalzied Financial Agents Extracting Structured Insights from Financial News: An Augmented

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:24.737988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2b354b12-0ddf-4c34-9d0f-b3fd43e1c8ff · outbound

This paper cites 2025 , url=.

Evaluating Investment Logic in Large Language Models: A Real-World Benchmark Towards Personalzied Financial Agents 2025 , url=

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:24.445459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 51bfb6f9-f5e3-495d-b435-df969473e9a7 · outbound

This paper cites Large Language Models Empowered Agent-based Modeling and Simulation: A Survey and Perspectives.

Evaluating Investment Logic in Large Language Models: A Real-World Benchmark Towards Personalzied Financial Agents Large Language Models Empowered Agent-based Modeling and Simulation: A Survey and Perspectives

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T14:47:23.808718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.