Paper Citation Record · LEDGER

MASCA: LLM based-Multi Agents System for Credit Assessment

As of 11 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2507.22758.

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

pith.paper-citation-record.v1
2507.22758 v2

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:24:47.506774Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

26 of 26 outbound references displayed

verified exact0
verified fuzzy18
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fc75b9ba-4eb7-406c-83fc-12d92d65145b · outbound

This paper cites an unresolved cited work.

MASCA: LLM based-Multi Agents System for Credit Assessment Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:24:48.476908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f3ff62dc-d1c6-4fa2-adb2-1d6958061bc4 · outbound

This paper cites ALYMPICS: LLM Agents Meet Game Theory -- Exploring Strategic Decision-Making with AI Agents.

MASCA: LLM based-Multi Agents System for Credit Assessment ALYMPICS: LLM Agents Meet Game Theory -- Exploring Strategic Decision-Making with AI Agents

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T11:24:47.269002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98f40191-adca-497a-b7d4-3d3ccdb3dc0c · outbound

This paper cites structured_data.

MASCA: LLM based-Multi Agents System for Credit Assessment structured_data

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:24:48.415380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 71a0b903-da61-4cb8-856e-431c960bf054 · outbound

This paper cites - For numerical attributes: Present the value with appropriate units.

MASCA: LLM based-Multi Agents System for Credit Assessment - For numerical attributes: Present the value with appropriate units

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:24:48.438327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0ec98d25-a422-4fa8-bf17-5f964dccae02 · outbound

This paper cites an unresolved cited work.

MASCA: LLM based-Multi Agents System for Credit Assessment Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:24:48.389076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1d2113f9-cf18-4c9b-8c3d-0aaa918e74ac · outbound

This paper cites - Include relevant aspects such as financial stability, spending habits, risk tolerance, and any contextual nuances derived from the input data.

MASCA: LLM based-Multi Agents System for Credit Assessment - Include relevant aspects such as financial stability, spending habits, risk tolerance, and any contextual nuances derived from the input data

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:24:48.340774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation df1d536b-83c6-4037-bd57-ffdd9ac30479 · outbound

This paper cites an unresolved cited work.

MASCA: LLM based-Multi Agents System for Credit Assessment Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:24:48.311336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fda67f21-8a18-4470-a13a-624d8440d41e · outbound

This paper cites output_requirements.

MASCA: LLM based-Multi Agents System for Credit Assessment output_requirements

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:24:48.286280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 58b65397-1119-4f91-8087-625fbd7d4f85 · outbound

This paper cites an unresolved cited work.

MASCA: LLM based-Multi Agents System for Credit Assessment Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:24:48.249790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d79362e2-7630-4449-b38c-1bc3896ad3de · outbound

This paper cites derived_features and their respective values.

MASCA: LLM based-Multi Agents System for Credit Assessment derived_features and their respective values

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:24:48.214789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 11732db0-71e0-4a6a-a744-7eb25551cf64 · outbound

This paper cites an unresolved cited work.

MASCA: LLM based-Multi Agents System for Credit Assessment Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:24:48.190707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3bc8ba6f-fdbd-4160-aa7d-6c79ec1a4891 · outbound

This paper cites - Risk Indicators: Highlight specific behaviors or events that could serve as red flags, including multiple late payments, high credit utilization, or frequent account closures.

MASCA: LLM based-Multi Agents System for Credit Assessment - Risk Indicators: Highlight specific behaviors or events that could serve as red flags, including multiple late payments, high credit utilization, or frequent account closures

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:24:48.163479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a8b22cdb-9d83-42b2-a73c-fd94a60bdffb · outbound

This paper cites pattern_analysis.

MASCA: LLM based-Multi Agents System for Credit Assessment pattern_analysis

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:24:48.138563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3ea75c47-61ac-4664-9851-0b589cff8b94 · outbound

This paper cites - Income Stability Metrics: Calculate metrics such as income growth rate, variance, and consis- tency to determine the reliability of the applicant’s earnings.

MASCA: LLM based-Multi Agents System for Credit Assessment - Income Stability Metrics: Calculate metrics such as income growth rate, variance, and consis- tency to determine the reliability of the applicant’s earnings

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:24:48.107367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8560ff8f-cc48-4564-8153-94c8ee5e6aa1 · outbound

This paper cites - Financial Statements Review: Inspect available financial statements, including bank statements and tax returns, to assess cash flow, savings, and debt obligations.

MASCA: LLM based-Multi Agents System for Credit Assessment - Financial Statements Review: Inspect available financial statements, including bank statements and tax returns, to assess cash flow, savings, and debt obligations

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:24:48.070684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 58c390e6-9a8c-4e4d-8b6a-ba1c012ece42 · outbound

This paper cites income_analysis.

MASCA: LLM based-Multi Agents System for Credit Assessment income_analysis

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:24:48.044494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9179bd61-b710-4bd1-ae82-7afad9e9f2f8 · outbound

This paper cites - Repayment Structure: Understand the proposed repayment plan, such as installment frequency and amortization schedules.

MASCA: LLM based-Multi Agents System for Credit Assessment - Repayment Structure: Understand the proposed repayment plan, such as installment frequency and amortization schedules

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:24:48.017519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bb707939-5f7a-4cc6-87da-38f00f3bc6f5 · outbound

This paper cites - Debt Metrics: Calculate key metrics such as the debt-to-income ratio, total outstanding debt, and average interest rates on existing debts.

MASCA: LLM based-Multi Agents System for Credit Assessment - Debt Metrics: Calculate key metrics such as the debt-to-income ratio, total outstanding debt, and average interest rates on existing debts

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:24:47.993067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d71e1035-946b-45c9-829b-5c54e83840a3 · outbound

This paper cites debt_analysis.

MASCA: LLM based-Multi Agents System for Credit Assessment debt_analysis

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:24:47.975723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b2aef882-6cab-4fc8-9cdb-d3a1c09ad197 · outbound

This paper cites - Interest Income Calculation: Estimate the interest income that could be generated from the loan over its term, considering the interest rate and repayment schedule.

MASCA: LLM based-Multi Agents System for Credit Assessment - Interest Income Calculation: Estimate the interest income that could be generated from the loan over its term, considering the interest rate and repayment schedule

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:24:47.943188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation acb22c52-fc74-405f-bfa8-8d362d395627 · outbound

This paper cites - Risk Mitigation Factors: Highlight any risk mitigation factors that could reduce the likelihood of default, such as collateral or guarantees.

MASCA: LLM based-Multi Agents System for Credit Assessment - Risk Mitigation Factors: Highlight any risk mitigation factors that could reduce the likelihood of default, such as collateral or guarantees

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:24:47.912127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8ec91eb5-1afe-4514-8259-48bba2a3390b · outbound

This paper cites profitability_assessment.

MASCA: LLM based-Multi Agents System for Credit Assessment profitability_assessment

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:24:47.880015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 98e98123-5eb2-4b45-905b-30f248d30317 · outbound

This paper cites an unresolved cited work.

MASCA: LLM based-Multi Agents System for Credit Assessment Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:24:47.844478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6f04e11d-5184-4616-bf1e-ef670275ba37 · outbound

This paper cites - Benefit Assessment: Quantify the potential reward by considering the applicant’s ability to repay, potential profitability, and positive risk mitigators.

MASCA: LLM based-Multi Agents System for Credit Assessment - Benefit Assessment: Quantify the potential reward by considering the applicant’s ability to repay, potential profitability, and positive risk mitigators

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:24:47.821164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 71b2c381-229c-4f2c-aabf-ed08ee236ab5 · outbound

This paper cites risk_reward_ratio.

MASCA: LLM based-Multi Agents System for Credit Assessment risk_reward_ratio

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:24:47.791307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d5d37242-d188-48fb-a64c-20186b13d621 · outbound

This paper cites Preprint, arXiv:2408.06361.

MASCA: LLM based-Multi Agents System for Credit Assessment Preprint, arXiv:2408.06361

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T11:24:47.261486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.