Paper Citation Record · LEDGER

FinEvo-Bench: A Longitudinal Benchmark for Self-Evolving Agents in Professional Financial Workflows

As of 8 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2608.06144.

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

pith.paper-citation-record.v1
2608.06144 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:10:36.497497Z

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 fuzzy5
unresolved12
parse uncertain0
malformed identifier2
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ff7caf4c-c73d-4eb2-b504-c81906794272 · outbound

This paper cites SECQUE: A Benchmark for Evaluating Real-World Financial Analysis Capabilities.

FinEvo-Bench: A Longitudinal Benchmark for Self-Evolving Agents in Professional Financial Workflows SECQUE: A Benchmark for Evaluating Real-World Financial Analysis Capabilities

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:10:38.686984Z

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 2f439409-0d85-45d2-819d-454c39144e61 · outbound

This paper cites Gross margin: 42.00% (2023), 40.02% (2022), and 40.00% (2021).

FinEvo-Bench: A Longitudinal Benchmark for Self-Evolving Agents in Professional Financial Workflows Gross margin: 42.00% (2023), 40.02% (2022), and 40.00% (2021)

Reference 3

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T14:10:37.712046Z

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 80538abf-7bd2-472d-ba6a-bfff062f4ccb · outbound

This paper cites Islam, P.; Kannappan, A.; Kiela, D.; Qian, R.; Scherrer, N.; and Vidgen, B.

FinEvo-Bench: A Longitudinal Benchmark for Self-Evolving Agents in Professional Financial Workflows Islam, P.; Kannappan, A.; Kiela, D.; Qian, R.; Scherrer, N.; and Vidgen, B

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T14:10:35.054294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d682684-3c3c-4b58-a0b8-0abb523871c0 · outbound

This paper cites BlueFin: Benchmarking LLM Agents on Financial Spreadsheets.

FinEvo-Bench: A Longitudinal Benchmark for Self-Evolving Agents in Professional Financial Workflows BlueFin: Benchmarking LLM Agents on Financial Spreadsheets

Reference 7

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T14:10:37.089413Z

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 526946ee-a69b-4561-9fd0-5e9fa80c2c11 · outbound

This paper cites GenericAgent: A Token-Efficient Self-Evolving LLM Agent via Contextual Information Density Maximization (V1.0).

FinEvo-Bench: A Longitudinal Benchmark for Self-Evolving Agents in Professional Financial Workflows GenericAgent: A Token-Efficient Self-Evolving LLM Agent via Contextual Information Density Maximization (V1.0)

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:10:35.411470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9eec46ed-8fa0-451f-8815-1849585de2c3 · outbound

This paper cites Voyager: An Open-Ended Embodied Agent with Large Language Models.

FinEvo-Bench: A Longitudinal Benchmark for Self-Evolving Agents in Professional Financial Workflows Voyager: An Open-Ended Embodied Agent with Large Language Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T14:10:35.505414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d899a84-214a-4056-ae79-d192a5006acc · outbound

This paper cites EvoMemBench: Benchmarking Agent Memory from a Self-Evolving Perspective.

FinEvo-Bench: A Longitudinal Benchmark for Self-Evolving Agents in Professional Financial Workflows EvoMemBench: Benchmarking Agent Memory from a Self-Evolving Perspective

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T14:10:35.605342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25a94bae-e9da-4abc-935d-f27a93af9992 · outbound

This paper cites RAGEN: Understanding Self-Evolution in LLM Agents via Multi-Turn Reinforcement Learning.

FinEvo-Bench: A Longitudinal Benchmark for Self-Evolving Agents in Professional Financial Workflows RAGEN: Understanding Self-Evolution in LLM Agents via Multi-Turn Reinforcement Learning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:10:35.703493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6d37d3e-eb18-4f5e-9e91-48048bf9e1c8 · outbound

This paper cites Evo-Memory: Benchmarking LLM Agent Test-time Learning with Self-Evolving Memory.

FinEvo-Bench: A Longitudinal Benchmark for Self-Evolving Agents in Professional Financial Workflows Evo-Memory: Benchmarking LLM Agent Test-time Learning with Self-Evolving Memory

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:10:35.784734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 743631f7-6fcf-42b0-9c6f-032eed43de52 · outbound

This paper cites InAdvances in Neural Information Processing Systems, Datasets and Benchmarks Track.

FinEvo-Bench: A Longitudinal Benchmark for Self-Evolving Agents in Professional Financial Workflows InAdvances in Neural Information Processing Systems, Datasets and Benchmarks Track

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:10:38.316804Z

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 1bddc9a4-69e8-4ff0-bb20-4f862ca1a258 · outbound

This paper cites SEAGym: An Evaluation Environment for Self-Evolving LLM Agents.

FinEvo-Bench: A Longitudinal Benchmark for Self-Evolving Agents in Professional Financial Workflows SEAGym: An Evaluation Environment for Self-Evolving LLM Agents

Reference 14

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T14:10:36.836868Z

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 29246f5b-6c86-4555-994b-062debd0b8bb · outbound

This paper cites LifelongAgentBench: Evaluating LLM Agents as Lifelong Learners.

FinEvo-Bench: A Longitudinal Benchmark for Self-Evolving Agents in Professional Financial Workflows LifelongAgentBench: Evaluating LLM Agents as Lifelong Learners

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T14:10:36.008325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81bff4e1-d206-4fa8-a9fb-95539e5a15fa · outbound

This paper cites InInternational Conference on Learning Representations.

FinEvo-Bench: A Longitudinal Benchmark for Self-Evolving Agents in Professional Financial Workflows InInternational Conference on Learning Representations

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:10:38.084119Z

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 43f8be9d-80f8-4317-a90d-b831055e4d29 · outbound

This paper cites an unresolved cited work.

FinEvo-Bench: A Longitudinal Benchmark for Self-Evolving Agents in Professional Financial Workflows Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T14:10:36.167565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e788f425-8c9a-4fcb-94a9-8815d48f57ad · outbound

This paper cites an unresolved cited work.

FinEvo-Bench: A Longitudinal Benchmark for Self-Evolving Agents in Professional Financial Workflows Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:10:37.858953Z

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 7838450e-af40-4fb7-aa0b-1eec910b3af1 · outbound

This paper cites The feedback identifies the problem and its evidence, but does not expose the complete rubric or a reference answer.

FinEvo-Bench: A Longitudinal Benchmark for Self-Evolving Agents in Professional Financial Workflows The feedback identifies the problem and its evidence, but does not expose the complete rubric or a reference answer

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:10:37.550603Z

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 aeae30ed-a036-4fa7-a84b-ab51ff71e8db · outbound

This paper cites Feedback target Evidence in the submitted report Required correction or extension Gross-margin arithmetic 2022 revenue was 115.05 and cost was 67.88, but the table reported 40.02%.

FinEvo-Bench: A Longitudinal Benchmark for Self-Evolving Agents in Professional Financial Workflows Feedback target Evidence in the submitted report Required correction or extension Gross-margin arithmetic 2022 revenue was 115.05 and cost was 67.88, but the table reported 40.02%

Reference 21

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T14:10:37.387200Z

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 85894dba-900c-4cce-8990-deb12d00d7ad · outbound

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

FinEvo-Bench: A Longitudinal Benchmark for Self-Evolving Agents in Professional Financial Workflows FinanceBench: A New Benchmark for Financial Question Answering

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-07T14:10:35.146629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b58903a-0d8c-4e1d-8f63-e682a412c055 · outbound

This paper cites Jin,S.;Li,S.;Zhang,S.;andYan,R.2026.

FinEvo-Bench: A Longitudinal Benchmark for Self-Evolving Agents in Professional Financial Workflows Jin,S.;Li,S.;Zhang,S.;andYan,R.2026

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:10:38.507976Z

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 dedac14f-73ee-4d02-9215-20738780a71a · outbound

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

FinEvo-Bench: A Longitudinal Benchmark for Self-Evolving Agents in Professional Financial Workflows Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-07T14:10:34.896207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85bb632e-317c-4011-ad3e-086d0287408e · outbound

This paper cites Frontier-Eng: Benchmarking Self-Evolving Agents on Real-World Engineering Tasks with Generative Optimization.

FinEvo-Bench: A Longitudinal Benchmark for Self-Evolving Agents in Professional Financial Workflows Frontier-Eng: Benchmarking Self-Evolving Agents on Real-World Engineering Tasks with Generative Optimization

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-07T14:10:34.959343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.