Paper Citation Record · LEDGER

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use

As of 6 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 2 inbound Pith citation observations for arXiv:2603.08262.

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

pith.paper-citation-record.v1
2603.08262 v2

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T05:54:53.457765Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-19T19:18:04.072730Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-19T19:22:44.995647Z

Reference resolution

37 of 37 outbound references displayed

verified exact0
verified fuzzy0
unresolved36
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 859acbed-2509-451b-9be9-ba93822d6691 · outbound

This paper cites $\tau^2$-Bench: Evaluating Conversational Agents in a Dual-Control Environment.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use $\tau^2$-Bench: Evaluating Conversational Agents in a Dual-Control Environment

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.343959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9884bc28-e204-49d0-b0b1-909bc64e538c · outbound

This paper cites Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks.

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 dbe4cad3-e58e-4a74-b236-6f7128ee629f · outbound

This paper cites M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.352174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8206850-8f48-43a1-9c3a-86563a56fe36 · outbound

This paper cites an unresolved cited work.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.355821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af2f8aec-c579-4279-8b47-8c2b267aace7 · outbound

This paper cites WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks?.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks?

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.358907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1eb031f6-8c43-4f97-930a-37cab0e25cd6 · outbound

This paper cites an unresolved cited work.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.362401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6f47a16-ab18-4ab7-886b-0a3393d8ec0a · outbound

This paper cites FLAME: Financial Large-Language Model Assessment and Metrics Evaluation.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use FLAME: Financial Large-Language Model Assessment and Metrics Evaluation

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.365656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30c32a3c-b80a-4623-a5c4-3d103cefc236 · outbound

This paper cites an unresolved cited work.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.369024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4aed8ea9-6fbe-410c-a594-fb98dc41faad · outbound

This paper cites StableToolBench: Towards Stable Large-Scale Benchmarking on Tool Learning of Large Language Models.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use StableToolBench: Towards Stable Large-Scale Benchmarking on Tool Learning of Large Language Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.374955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ab99314-945a-4689-9156-cb28308ad84c · outbound

This paper cites an unresolved cited work.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.378132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86941933-c336-44a5-aad9-781cd78b340b · outbound

This paper cites an unresolved cited work.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.381167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d67e698-2939-4f02-98ed-82e77881dd1e · outbound

This paper cites FinanceBench: A New Benchmark for Financial Question Answering.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use FinanceBench: A New Benchmark for Financial Question Answering

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.384134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf4bf12f-6b8a-497d-a4f6-27539ddc38f7 · outbound

This paper cites an unresolved cited work.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.387329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f50ff977-8629-4a1f-a475-43247594d8a6 · outbound

This paper cites API-Bank: A Comprehensive Benchmark for Tool-Augmented LLMs.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use API-Bank: A Comprehensive Benchmark for Tool-Augmented LLMs

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.390032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e57bcd3d-7d72-4209-8845-8d402f9e99e5 · outbound

This paper cites AgentBench: Evaluating LLMs as Agents.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use AgentBench: Evaluating LLMs as Agents

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.393046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a278a5f3-041b-4b89-b9cb-f96aa7f0eeab · outbound

This paper cites G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.396131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 806f1462-b4bc-4bd4-95fd-087e9bae6439 · outbound

This paper cites an unresolved cited work.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.399233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96cb0f78-76d6-4eb7-9ef9-dfbd5e2e7634 · outbound

This paper cites GAIA: a benchmark for General AI Assistants.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use GAIA: a benchmark for General AI Assistants

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.401977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation febe7703-8991-459b-a502-7145a43176d8 · outbound

This paper cites an unresolved cited work.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.405316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7468b0a-0595-47bd-971c-021bd864e354 · outbound

This paper cites an unresolved cited work.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.408131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e057fd1-19a5-4747-af36-ac67b61988b9 · outbound

This paper cites an unresolved cited work.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.411111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25a74c1b-360c-44b6-a910-301a0d1c813c · outbound

This paper cites ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.413919Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e2e1e30-4536-4616-b3c5-1c56e6ee202a · outbound

This paper cites an unresolved cited work.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.417127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c2131e6-bb1d-46e1-bc57-b5da995e2d0e · outbound

This paper cites SafeArena: Evaluating the Safety of Autonomous Web Agents.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use SafeArena: Evaluating the Safety of Autonomous Web Agents

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.420052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 679b38e7-7ec5-4721-9c9e-c9e159f555ad · outbound

This paper cites an unresolved cited work.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.423254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26540f43-af16-4e7e-bb42-cb33189006f4 · outbound

This paper cites SafeToolBench: Pioneering a Prospective Benchmark to Evaluating Tool Utilization Safety in LLMs.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use SafeToolBench: Pioneering a Prospective Benchmark to Evaluating Tool Utilization Safety in LLMs

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.426020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89d8f2f1-fe35-4ee6-a158-25e4d1a90e27 · outbound

This paper cites an unresolved cited work.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.429305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0eda073c-d7bf-42d9-8df5-a4b478312926 · outbound

This paper cites $\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use $\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.432087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8990477-510d-46f1-b607-dc9afe71188a · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use ReAct: Synergizing Reasoning and Acting in Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.435298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45e29297-f2e1-43a1-ad3d-50051d70b1c3 · outbound

This paper cites Crowd Comparative Reasoning: Unlocking Comprehensive Evaluations for LLM-as-a-Judge.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use Crowd Comparative Reasoning: Unlocking Comprehensive Evaluations for LLM-as-a-Judge

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.438494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5064c39e-4149-440d-ae01-72fc7c1b281c · outbound

This paper cites Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.441547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2b15ff7-1928-449a-9eab-c290f54dd613 · outbound

This paper cites WebArena: A Realistic Web Environment for Building Autonomous Agents.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use WebArena: A Realistic Web Environment for Building Autonomous Agents

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.444622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07adea44-7498-45da-8c33-5ec3a94e62df · outbound

This paper cites TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.447880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70815969-94d0-4203-ad84-0bfc277bf569 · outbound

This paper cites an unresolved cited work.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.451591Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df0b3f31-db4b-495f-949e-b10f63b28453 · outbound

This paper cites <RAPIDAPI_KEY>.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use <RAPIDAPI_KEY>

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.454737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 453808de-f19d-417d-86d8-b0bbd7710918 · outbound

This paper cites Performance is not measured through operating margin.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use Performance is not measured through operating margin

Reference 37

Resolution: malformed identifier; no resolver link, observed 2026-08-04T05:54:53.457765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d33d8473-7a38-4cb4-8acf-d62e6fcdeeeb · outbound

This paper cites an unresolved cited work.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use Unresolved cited work

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.372052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 4a191611-72ef-4637-b4c6-2490531d987d · inbound

FinTrace: Holistic Trajectory-Level Evaluation of LLM Tool Calling for Long-Horizon Financial Tasks cites this paper.

FinTrace: Holistic Trajectory-Level Evaluation of LLM Tool Calling for Long-Horizon Financial Tasks FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-08-04T02:24:30.509855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6d07b74d-89ed-4c4c-87a8-c44d5875b606 · inbound

The Alpha Illusion: Reported Alpha from LLM Trading Agents Should Not Be Treated as Deployment Evidence cites this paper.

The Alpha Illusion: Reported Alpha from LLM Trading Agents Should Not Be Treated as Deployment Evidence FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-08-04T02:24:30.509855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.