Paper Citation Record · LEDGER

Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 30 inbound Pith citation observations for arXiv:2508.00828.

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

pith.paper-citation-record.v1
2508.00828 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 30 of 30 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 30 of 30 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T00:22:58.807578Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation e3fb759d-a9ee-40c1-b8d5-49ca76f4aaf5 · inbound

Finch: Benchmarking Finance & Accounting across Spreadsheet-Centric Enterprise Workflows cites this paper.

Finch: Benchmarking Finance & Accounting across Spreadsheet-Centric Enterprise Workflows Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-16T22:48:38.318919Z

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 9884bc28-e204-49d0-b0b1-909bc64e538c · inbound

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use cites this paper.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.348743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6284342d-4f24-46de-b654-f13aa26fe2ae · inbound

BankerToolBench: Evaluating AI Agents in End-to-End Investment Banking Workflows cites this paper.

BankerToolBench: Evaluating AI Agents in End-to-End Investment Banking Workflows Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-11T09:36:03.144299Z

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 e171615f-3b16-499a-baad-b554af3ff0d7 · inbound

BizCompass: Benchmarking the Reasoning Capabilities of LLMs in Business Knowledge and Applications cites this paper.

BizCompass: Benchmarking the Reasoning Capabilities of LLMs in Business Knowledge and Applications Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-10T05:56:11.236886Z

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 999dfa21-90aa-4b40-b381-cefcf3845150 · inbound

Complete Cyclic Subtask Graphs for Tool-Using LLM Agents: Flexibility, Cost, and Bottlenecks in Multi-Agent Workflows cites this paper.

Complete Cyclic Subtask Graphs for Tool-Using LLM Agents: Flexibility, Cost, and Bottlenecks in Multi-Agent Workflows Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 39

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T07:06:52.862114Z

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 b7e87a0c-cc3c-436e-987f-328675b5df4f · inbound

The Price of Agreement: Measuring LLM Sycophancy in Agentic Financial Applications cites this paper.

The Price of Agreement: Measuring LLM Sycophancy in Agentic Financial Applications Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-11T22:06:25.659426Z

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 96a8db9d-9314-4862-88a8-186b0d4afc79 · inbound

LATTICE: Evaluating Decision Support Utility of Crypto Agents cites this paper.

LATTICE: Evaluating Decision Support Utility of Crypto Agents Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-12T08:56:25.160988Z

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 66724bfa-d850-4f92-9cef-f5d02839c0d4 · inbound

TacoMAS: Test-Time Co-Evolution of Topology and Capability in LLM-based Multi-Agent Systems cites this paper.

TacoMAS: Test-Time Co-Evolution of Topology and Capability in LLM-based Multi-Agent Systems Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 41

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T05:51:24.466508Z

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 e65918f3-0ecb-430b-b823-d9ebea59eb22 · inbound

Herculean: An Agentic Benchmark for Financial Intelligence cites this paper.

Herculean: An Agentic Benchmark for Financial Intelligence Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-06-30T21:15:04.687390Z

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 6ceb1d54-aa04-4b95-b713-35fb9571c04a · inbound

AgensFlow: A Coordination-Policy Substrate for Multi-Agent Systems cites this paper.

AgensFlow: A Coordination-Policy Substrate for Multi-Agent Systems Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-07-01T16:15:49.116976Z

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 45097e83-8b06-49ae-82ef-ab6f1d3c7248 · inbound

FinCom: A Financial Multi-Agent Demo with Disagree-or-Commit Deliberation cites this paper.

FinCom: A Financial Multi-Agent Demo with Disagree-or-Commit Deliberation Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-07-01T21:36:15.568412Z

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 ff2b5e76-4b6d-4462-a8f4-53e185784f01 · inbound

Absorbing Complexity: An Interaction-Native Knowledge Harness for Financial LLM Agents cites this paper.

Absorbing Complexity: An Interaction-Native Knowledge Harness for Financial LLM Agents Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-07-01T22:56:19.783133Z

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 431cc5cb-40b3-4d56-bbb2-8c087d4fe592 · inbound

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

Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-07-01T23:26:21.796442Z

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 d787c9c0-45ef-42d1-887b-6eae9a6afb40 · inbound

BigFinanceBench: A Workflow-Grounded Benchmark for Financial-Research Agents cites this paper.

BigFinanceBench: A Workflow-Grounded Benchmark for Financial-Research Agents Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-07-02T03:56:34.697572Z

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 79b3bbbc-9048-441d-b92a-6d3c79891d38 · inbound

Continual Learning Bench: Evaluating Frontier AI Systems in Real-World Stateful Environments cites this paper.

Continual Learning Bench: Evaluating Frontier AI Systems in Real-World Stateful Environments Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-07-02T12:56:56.868237Z

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 83ed772e-a5ac-4a60-9eb7-446dda01e3ab · inbound

Flaws in the LLM Automation Narrative cites this paper.

Flaws in the LLM Automation Narrative Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-07-03T08:17:45.296220Z

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 27832513-4dfe-43ab-8c5e-5bcde2e0dead · inbound

Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application cites this paper.

Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 161

Resolution: verified exact; arxiv_id, observed 2026-06-27T09:50:48.360204Z

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 21d6a224-e484-4044-bf87-3486d8f51bb1 · inbound

AgentBeats: Agentifying Agent Assessment for Openness, Standardization, and Reproducibility cites this paper.

AgentBeats: Agentifying Agent Assessment for Openness, Standardization, and Reproducibility Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-07-03T15:08:33.127177Z

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 44df256c-fa33-45eb-9c09-2057f1d2f58c · inbound

Leakage-Aware Benchmarking of LLM Forecasting: Real-Time Nowcasts as the Decision-Time Input for Macro Factor Ranking cites this paper.

Leakage-Aware Benchmarking of LLM Forecasting: Real-Time Nowcasts as the Decision-Time Input for Macro Factor Ranking Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-07-04T09:59:45.685029Z

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 2d8e58db-f1c9-4ab0-9afc-aff113de5772 · inbound

IPO Finance Agent: Benchmark of LLM Financial Analysts Beyond Finance Agent v2, with Automated Rubric Generation, on the SpaceX (SPCX) IPO cites this paper.

IPO Finance Agent: Benchmark of LLM Financial Analysts Beyond Finance Agent v2, with Automated Rubric Generation, on the SpaceX (SPCX) IPO Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-07-04T10:29:44.669903Z

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 2ed051a4-e875-47b9-b186-5aafe2fc6ebf · inbound

IPO Finance Agent: Benchmark of LLM Financial Analysts Beyond Finance Agent v2, with Automated Rubric Generation, on the SpaceX (SPCX) IPO cites this paper.

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-07-01T08:55:35.925456Z

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 d041e6c9-afbe-4480-93b2-cd9adaf93e0c · inbound

How Do Tool-Augmented LLM Agents Perform on Real-World Energy Analytics Tasks? cites this paper.

How Do Tool-Augmented LLM Agents Perform on Real-World Energy Analytics Tasks? Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-07-04T15:29:56.712681Z

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 fdf62176-6edf-42ed-872f-5b928de1a3a2 · inbound

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

AI Trading: Evaluating Large Language Models for Technical Market Analysis Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-01T23:29:50.743589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61116e77-9e8f-44a3-84c3-56f372496f87 · inbound

FORCE-Bench: A Benchmark, Dataset, and Evaluation Harness for Agentic AI in Enterprise Finance cites this paper.

FORCE-Bench: A Benchmark, Dataset, and Evaluation Harness for Agentic AI in Enterprise Finance Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T07:28:28.105727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77ef7915-b7a4-4dfe-92d0-0931651c2cb0 · inbound

Frontier Financial Judgement: Can agents tell what might move a stock? cites this paper.

Frontier Financial Judgement: Can agents tell what might move a stock? Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T09:47:15.283030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b9074c3-e3ab-4c76-a185-367336ed36bb · inbound

Messier: A High-Resolution Corpus for Cross-Benchmark Agent Evaluation cites this paper.

Messier: A High-Resolution Corpus for Cross-Benchmark Agent Evaluation Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-01T01:16:42.610725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f449c170-048b-4f46-b548-ab29ec9b13d4 · inbound

AgentRadio: Passive Awareness for Long-Horizon Multi-Agent Collaboration cites this paper.

AgentRadio: Passive Awareness for Long-Horizon Multi-Agent Collaboration Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-07-31T07:38:10.220810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b3933cf-56e0-441f-b9ee-af1d8ca75f4c · inbound

Are the Financial Reasoning from LLMs Credible? A Real World Test over Long-Horizon Statements cites this paper.

Are the Financial Reasoning from LLMs Credible? A Real World Test over Long-Horizon Statements Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T00:48:02.213824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f015896-0a35-463c-a30a-23394db146bc · inbound

AgentStream: How Well Do Self-Evolving LLM Agents Perform Under Streaming Tasks? cites this paper.

AgentStream: How Well Do Self-Evolving LLM Agents Perform Under Streaming Tasks? Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-04T01:12:38.779498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19039dca-eb3f-4fa2-ae44-178c439954cd · inbound

FinDeepIndicator: Benchmarking Deep Research Agents in End-to-End Financial Indicator Construction cites this paper.

FinDeepIndicator: Benchmarking Deep Research Agents in End-to-End Financial Indicator Construction Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T00:22:58.807578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.