Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T11:24:47.506774Z
Paper Citation Record · LEDGER
MASCA: LLM based-Multi Agents System for Credit Assessment
As of 8 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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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.