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Paper Citation Record · LEDGER

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

As of 19 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 2026-08-19T06:32:44.657259+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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T14:10:34.800833Z digest=sha256:bc1a428b108c60c9d0e6b98fcb27020338ea3b2f0efae1e5a2c5b2a7775cef3d

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T14:10:36.322858Z digest=sha256:0797014124aad74e86879064526adddbbeec0b0899da94fbda9c0ed2408fefcc

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:10:35.054294Z digest=sha256:957a61871c04462adaf880bd885ef0f7d4653ff7f8662514d7834285154a25db

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T14:10:35.316716Z digest=sha256:a6eb6841382d2fa8ec6e08d1e17a37642b27b2987d6e894350b9170cf800d3f4

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.

source=pdf_text observed=2026-08-07T14:10:35.411470Z digest=sha256:9126ea1767cc434fddb26a19e5a1aba541456e37d4cad8f43425c18fba4a8007

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.

source=pdf_text observed=2026-08-07T14:10:35.505414Z digest=sha256:1bb8b01f0c6b567742393a6a9124c337bc6728bfcc8ee56a1a896d6263f8c649

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.

source=pdf_text observed=2026-08-07T14:10:35.605342Z digest=sha256:c8500a84ffb31d01bb900134f6df0077cff40514078fa6ad61df0303b5d43f62

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.

source=pdf_text observed=2026-08-07T14:10:35.703493Z digest=sha256:e18dfe8475409b62019812ac69a19db041d1d30b264dea7f7c505aea106e17eb

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.

source=pdf_text observed=2026-08-07T14:10:35.784734Z digest=sha256:963419942b5f60c99c6f354fa1628b598e378d52953d5d1051cf3b230c2343a8

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T14:10:35.864903Z digest=sha256:ef646ff4106061f21fc61fbea863649bd22c84fdc8ecc8931e8bd14362dc791f

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T14:10:35.945100Z digest=sha256:bb9da25ab68ea6f150e0435f297031ec1bae4f98d7a082dcada4a66fd1eed252

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.

source=pdf_text observed=2026-08-07T14:10:36.008325Z digest=sha256:4c98065177f0fd93a3e43f692e8bb9a98b8f7afafae5e5cdc420fcdbb79839bb

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T14:10:36.098740Z digest=sha256:0300c460fcebb65e68b7e988e0199a520a729d6f8c2c78f8a1b8a1fe01253c44

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:10:36.167565Z digest=sha256:a3adcaded379dfc48636f3c88e51c24f3ff3d2b99ca1c1387c8c424ca811e38b

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T14:10:36.240005Z digest=sha256:a01a337fb1142ff52300ad10227a7f8781b4de9743a0cc383f686fb9ce9f093b

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T14:10:36.408578Z digest=sha256:0363b17960ab81039708d4d355d22212a67aab9d65845449bd757ab3dbb03b29

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T14:10:36.497497Z digest=sha256:3834197bb2532f1a5398a9638ce349f71630055e74c6c7aaadbd05ba6facfbcf

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.

source=pdf_text observed=2026-08-07T14:10:35.146629Z digest=sha256:9ea5ce601d48b139ea0bf330e620d4dec566243babf309bd16128495a9e61eba

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T14:10:35.238148Z digest=sha256:48c5a00231432d08fe8893ebff60747c7507af5993a73983b0f898afa4be9932

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.

source=pdf_text observed=2026-08-07T14:10:34.896207Z digest=sha256:bc1e1dcdcff33bee961d1c3d046ecaa43d7b39d52d44b97568c613e136745487

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.

source=pdf_text observed=2026-08-07T14:10:34.959343Z digest=sha256:424d895382a3edc8adfaba3afab551a0c424f4903b20eea4958ded6fdac9b3cd

Pith citing papers

No inbound Pith citation observations are available.