Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-09T23:59:07.541048Z
Paper Citation Record · LEDGER
Deep FinResearch Bench: Evaluating AI's Ability to Conduct Professional Financial Investment Research
As of 5 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2604.21006.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
28 of 28 outbound references displayed
- verified exact3
- verified fuzzy7
- unresolved16
- parse uncertain0
- malformed identifier2
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 9714973a-671c-4cde-bdaf-7077aa3910ad · outbound
This paper cites FinRobot: AI Agent for Equity Research and Valuation with Large Language Models.
Deep FinResearch Bench: Evaluating AI's Ability to Conduct Professional Financial Investment Research FinRobot: AI Agent for Equity Research and Valuation with Large Language Models
Reference 1
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T13:51:03.878890Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 7d8d6d94-9742-49f9-b24c-27de3df7d206 · outbound
This paper cites A Appendix A.1 Limitations Deep research agents are advancing at a fast pace.
Deep FinResearch Bench: Evaluating AI's Ability to Conduct Professional Financial Investment Research A Appendix A.1 Limitations Deep research agents are advancing at a fast pace
Reference 2
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T13:51:03.870122Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation eaa9ff8b-146b-41fd-9275-e6b35abc4a61 · outbound
This paper cites recent,” “now.
Deep FinResearch Bench: Evaluating AI's Ability to Conduct Professional Financial Investment Research recent,” “now
Reference 3
- Resolution
- malformed identifier
- raw_fallback, observed 2026-05-23T12:02:56.132753Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f790dff0-afa7-4129-a86a-5e55d8576c0e · outbound
This paper cites service growth will be high single-digit.
Deep FinResearch Bench: Evaluating AI's Ability to Conduct Professional Financial Investment Research service growth will be high single-digit
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T12:02:56.135960Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6379305d-a37d-4409-ba64-fdffc7bbbe4e · outbound
This paper cites Synopsys’s ac- quisition of Ansys at $35B.
Deep FinResearch Bench: Evaluating AI's Ability to Conduct Professional Financial Investment Research Synopsys’s ac- quisition of Ansys at $35B
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T12:02:56.129199Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 66176859-af9d-4bae-8928-4cc42df6910c · outbound
This paper cites Amazon had approximately 10.6 billion shares outstanding.
Deep FinResearch Bench: Evaluating AI's Ability to Conduct Professional Financial Investment Research Amazon had approximately 10.6 billion shares outstanding
Reference 6
- Resolution
- malformed identifier
- raw_fallback, observed 2026-05-23T12:02:56.092058Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 2c2260ae-6042-4792-9a2c-1f97fb38c583 · outbound
This paper cites In fiscal Q1 2025, Apple’s Services net sales were $26.34 billion.
Deep FinResearch Bench: Evaluating AI's Ability to Conduct Professional Financial Investment Research In fiscal Q1 2025, Apple’s Services net sales were $26.34 billion
Reference 7
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T13:51:03.886310Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3e95aaa7-d462-48b0-837a-4551419a46a2 · outbound
This paper cites an unresolved cited work.
Deep FinResearch Bench: Evaluating AI's Ability to Conduct Professional Financial Investment Research Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T12:02:56.075142Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e734154b-89c4-4ef5-98c6-31b4c2463e79 · outbound
This paper cites an unresolved cited work.
Deep FinResearch Bench: Evaluating AI's Ability to Conduct Professional Financial Investment Research Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T12:02:56.087111Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 35e0eb53-c35c-4229-b864-72a7abb8d95a · outbound
This paper cites an unresolved cited work.
Deep FinResearch Bench: Evaluating AI's Ability to Conduct Professional Financial Investment Research Unresolved cited work
Reference 10
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T12:02:56.083202Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 2a286599-9b62-442f-ab91-ce1431144734 · outbound
This paper cites an unresolved cited work.
Deep FinResearch Bench: Evaluating AI's Ability to Conduct Professional Financial Investment Research Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T12:02:56.053547Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3f008967-2da4-49e0-aa11-97388ea28ee0 · outbound
This paper cites an unresolved cited work.
Deep FinResearch Bench: Evaluating AI's Ability to Conduct Professional Financial Investment Research Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T12:02:56.106542Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 4993153c-5820-449f-b936-deabaa75e0f1 · outbound
This paper cites grade".
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T12:02:56.110167Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 1e30d323-e817-41b3-bd73-4e3e21e5cb93 · outbound
This paper cites an unresolved cited work.
Deep FinResearch Bench: Evaluating AI's Ability to Conduct Professional Financial Investment Research Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T12:02:56.113005Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 7aca5ea0-335a-406c-a9e9-444aefd48116 · outbound
This paper cites an unresolved cited work.
Deep FinResearch Bench: Evaluating AI's Ability to Conduct Professional Financial Investment Research Unresolved cited work
Reference 15
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T12:02:56.119481Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 697e8545-66c7-42fb-8db2-f424686d21cf · outbound
This paper cites Because X in Q1, therefore Y in margins.
Deep FinResearch Bench: Evaluating AI's Ability to Conduct Professional Financial Investment Research Because X in Q1, therefore Y in margins
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T12:02:56.099521Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation bd9a611c-e184-457f-a9f4-9b6fdfc2fbb0 · outbound
This paper cites an unresolved cited work.
Deep FinResearch Bench: Evaluating AI's Ability to Conduct Professional Financial Investment Research Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T12:02:56.103016Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 4d9973c6-02d9-4e60-a266-f39943f36cce · outbound
This paper cites 3.≥2 contradictions⇒Poor.
Deep FinResearch Bench: Evaluating AI's Ability to Conduct Professional Financial Investment Research 3.≥2 contradictions⇒Poor
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T12:02:56.056746Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6bd1f090-fa4e-4778-8500-20e20f81d469 · outbound
This paper cites an unresolved cited work.
Deep FinResearch Bench: Evaluating AI's Ability to Conduct Professional Financial Investment Research Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T12:02:56.050556Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9b28e4bb-2ca2-40ba-a47d-82eca39047a3 · outbound
This paper cites an unresolved cited work.
Deep FinResearch Bench: Evaluating AI's Ability to Conduct Professional Financial Investment Research Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T12:02:56.071617Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0e716744-451a-4856-8383-e86ec832da19 · outbound
This paper cites an unresolved cited work.
Deep FinResearch Bench: Evaluating AI's Ability to Conduct Professional Financial Investment Research Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T12:02:56.095916Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c2d91277-b7d5-45a3-a7ee-2627273ac22d · outbound
This paper cites an unresolved cited work.
Deep FinResearch Bench: Evaluating AI's Ability to Conduct Professional Financial Investment Research Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T12:02:56.116139Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 02046a91-92ca-4225-8f1a-e66000c651f9 · outbound
This paper cites an unresolved cited work.
Deep FinResearch Bench: Evaluating AI's Ability to Conduct Professional Financial Investment Research Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T12:02:56.125505Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 2278c8c6-08bd-43c8-ab81-3903adfdacf9 · outbound
This paper cites grade".
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T12:02:56.122731Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0e97484c-642d-4cd8-96fe-de9c25c34ad2 · outbound
This paper cites an unresolved cited work.
Deep FinResearch Bench: Evaluating AI's Ability to Conduct Professional Financial Investment Research Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T12:02:56.060281Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 671b84d4-9262-4355-b915-6ab8fec6a75f · outbound
This paper cites an unresolved cited work.
Deep FinResearch Bench: Evaluating AI's Ability to Conduct Professional Financial Investment Research Unresolved cited work
Reference 26
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T12:02:56.078615Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3a28e02f-d3b0-4f73-ab32-6c9c26bda6b5 · outbound
This paper cites an unresolved cited work.
Deep FinResearch Bench: Evaluating AI's Ability to Conduct Professional Financial Investment Research Unresolved cited work
Reference 27
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T12:02:56.063729Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3c501dd9-923b-4e37-b5f3-b3795829baf3 · outbound
This paper cites grade".
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T12:02:56.067216Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Pith citing papers
No inbound Pith citation observations are available.