Paper Citation Record · LEDGER

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs

As of 17 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 1 inbound Pith citation observation for arXiv:2509.09727.

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

pith.paper-citation-record.v1
2509.09727 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:12:43.674688Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-28T14:26:50.444070Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T23:26:21.743700Z

Reference resolution

32 of 32 outbound references displayed

verified exact2
verified fuzzy7
unresolved23
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e10454ba-2ce0-4770-b461-fba6736b93f3 · outbound

This paper cites an unresolved cited work.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:43.580103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20188649-aebe-4294-96a9-d89db7c41ca1 · outbound

This paper cites FinTextQA: A Dataset for Long-form Financial Question Answering.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs FinTextQA: A Dataset for Long-form Financial Question Answering

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:43.584658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e0cb9bb-e618-4291-be61-110ec71dce87 · outbound

This paper cites Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:43.590952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27dd66ee-c6af-4c1f-80d5-0c4287c1f4df · outbound

This paper cites an unresolved cited work.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:43.594832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 458364e5-fde4-4a40-ba39-3ff95398789f · outbound

This paper cites ConvFinQA: Exploring the Chain of Numerical Reasoning in Conversational Finance Question Answering.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs ConvFinQA: Exploring the Chain of Numerical Reasoning in Conversational Finance Question Answering

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:43.601532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57f0a05c-751c-48dc-9d8f-7e1f80753c4a · outbound

This paper cites Exploring Automated Distractor Generation for Math Multiple-choice Questions via Large Language Models.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs Exploring Automated Distractor Generation for Math Multiple-choice Questions via Large Language Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:43.604837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 637c369c-c94f-465f-ad44-3742609175f7 · outbound

This paper cites 2014.Principles of corporate finance law.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs 2014.Principles of corporate finance law

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:12:44.000854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1d876c79-10e7-4e03-b8c9-62f536078efc · outbound

This paper cites Horngren, Walter T.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs Horngren, Walter T

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:12:43.991914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fc893509-e0ad-4c81-b28f-4c96690e6bc2 · outbound

This paper cites Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:43.613664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8365eaf-a4de-4f77-a050-b70698323884 · outbound

This paper cites an unresolved cited work.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:12:43.983063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2ce40cb2-c4c1-4496-8ca2-375a9f9a037a · outbound

This paper cites an unresolved cited work.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:43.619394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2028e483-476a-44d4-bd4b-9de2cc072c21 · outbound

This paper cites Exploring the Impact of Occupational Personas on Domain-Specific QA.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs Exploring the Impact of Occupational Personas on Domain-Specific QA

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-08-15T16:12:43.784659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c8f543c5-9b1a-4c55-945d-1e1c092db3c6 · outbound

This paper cites Persona is a Double-edged Sword: Mitigating the Negative Impact of Role-playing Prompts in Zero-shot Reasoning Tasks.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs Persona is a Double-edged Sword: Mitigating the Negative Impact of Role-playing Prompts in Zero-shot Reasoning Tasks

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:43.624867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47eccd25-afdc-463b-8fc1-35856b90d253 · outbound

This paper cites Better Zero-Shot Reasoning with Role-Play Prompting.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs Better Zero-Shot Reasoning with Role-Play Prompting

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:43.627722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6444b0ea-6445-4af6-a553-de6491a1d140 · outbound

This paper cites SEC-QA: A Systematic Evaluation Corpus for Financial QA.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs SEC-QA: A Systematic Evaluation Corpus for Financial QA

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:43.630956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc8270b2-e305-4bc8-8b08-33b0471579cb · outbound

This paper cites an unresolved cited work.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:43.633348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8061e377-ca71-4f98-bdfa-c505dd9092e6 · outbound

This paper cites Anchoring Bias in Large Language Models: An Experimental Study.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs Anchoring Bias in Large Language Models: An Experimental Study

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:43.638472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 378cfc7a-a03e-4cb3-b9b5-d647a7861823 · outbound

This paper cites an unresolved cited work.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:12:43.969250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 934f013a-4bcc-45d8-ab41-79acdc65a45a · outbound

This paper cites Palepu, Paul M.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs Palepu, Paul M

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:12:43.960748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 034a0cb5-eef7-4a32-9c99-10f9b67c7f92 · outbound

This paper cites 2002.Fixed Income Securities: Tools for Today’s Markets(2 ed.).

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs 2002.Fixed Income Securities: Tools for Today’s Markets(2 ed.)

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:12:43.952360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 30e143e8-5b74-4fd0-8905-8ba6420b4626 · outbound

This paper cites FinSage: A Multi-aspect RAG System for Financial Filings Question Answering.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs FinSage: A Multi-aspect RAG System for Financial Filings Question Answering

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:43.649649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cafe1899-18f1-41df-99e2-dbb9462af290 · outbound

This paper cites 1871.Investments.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs 1871.Investments

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:12:43.943363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5d0fe4b4-1c3b-4a37-b893-fe34043e272b · outbound

This paper cites an unresolved cited work.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:43.655370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 275cfcdf-2575-40de-ae89-2177f40ad25c · outbound

This paper cites an unresolved cited work.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:43.660751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d138b73f-d8e6-4f98-a7a7-885ea1737453 · outbound

This paper cites ExpertPrompting: Instructing Large Language Models to be Distinguished Experts.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs ExpertPrompting: Instructing Large Language Models to be Distinguished Experts

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:43.663528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b770ba5-6ca3-4a54-922c-79086a158b98 · outbound

This paper cites Chiral active matter in external potentials.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs Chiral active matter in external potentials

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-08-15T16:12:43.705999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 372468a2-95fd-41ea-bafd-4f8305baaf5a · outbound

This paper cites an unresolved cited work.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:43.669370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f735d4d3-1e54-4c14-9670-5f0713f62ac3 · outbound

This paper cites Is a helpful assistant.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs Is a helpful assistant

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:12:43.919808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation cd3e94cc-2077-4712-9d25-3f8e60084dbb · outbound

This paper cites When A Helpful Assistant.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs When A Helpful Assistant

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:12:43.911333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 244a0c6e-a999-4433-af42-06d96590a210 · outbound

This paper cites FinQA: A Dataset of Numerical Reasoning over Financial Data.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs FinQA: A Dataset of Numerical Reasoning over Financial Data

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:43.598066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ff1b294-2d01-41a0-a69c-28d12ce23647 · outbound

This paper cites BloombergGPT: A Large Language Model for Finance.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs BloombergGPT: A Large Language Model for Finance

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:43.658057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0b93ef0-cef3-4569-85c1-8b07e310733e · outbound

This paper cites PersonaFlow: Designing LLM-Simulated Expert Perspectives for Enhanced Research Ideation.

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs PersonaFlow: Designing LLM-Simulated Expert Perspectives for Enhanced Research Ideation

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:43.635950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation f17abcea-acce-4f62-9ed4-7a901ed9cfcb · inbound

Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions cites this paper.

Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs

Reference 56

Resolution: verified exact; arxiv_id, observed 2026-07-01T23:26:21.745665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.