Paper Citation Record · LEDGER

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches

As of 17 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2508.21512.

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

pith.paper-citation-record.v1
2508.21512 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T14:21:49.154843Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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

40 of 40 outbound references displayed

verified exact5
verified fuzzy2
unresolved33
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a8b756ec-b6ad-40b5-8349-ae3a142897dd · outbound

This paper cites online" 'onlinestring :=.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:44.353363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc4fdeaf-e0b2-418f-9d0c-d2a5245b36b4 · outbound

This paper cites write newline.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:44.436930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a97d608-2260-423a-aa10-9ca95cc8f201 · outbound

This paper cites an unresolved cited work.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:21:54.098900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 30fa4937-a5bd-41f2-9520-5bd91f77ce01 · outbound

This paper cites an unresolved cited work.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:21:53.888334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 74fdd147-704d-4168-b5dd-a50f240c3a74 · outbound

This paper cites Many-Shot In-Context Learning.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Many-Shot In-Context Learning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:44.814743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ed8a828-554c-4148-a066-21045153c2ec · outbound

This paper cites an unresolved cited work.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Unresolved cited work

Reference 6

Resolution: verified exact; doi, observed 2026-08-05T14:21:49.776155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 88cbe539-6b39-4166-85bf-8a0d0af8d0e7 · outbound

This paper cites The Impact of Large Language Models on Scientific Discovery: a Preliminary Study using GPT-4.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches The Impact of Large Language Models on Scientific Discovery: a Preliminary Study using GPT-4

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:45.043756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98aeed90-80fc-4c37-8c8a-50f72c55490b · outbound

This paper cites an unresolved cited work.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:45.294759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b00bed98-18b0-453d-84be-feae0156aac7 · outbound

This paper cites Language Models are Realistic Tabular Data Generators.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Language Models are Realistic Tabular Data Generators

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:45.474882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffd005a2-b16b-4f48-a83d-ce889a24ce88 · outbound

This paper cites an unresolved cited work.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:45.629371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23881f71-ee58-4d19-852c-0654dc270d79 · outbound

This paper cites an unresolved cited work.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:21:53.658499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d3bd995d-3c48-4d03-bb40-6b366728dd2a · outbound

This paper cites an unresolved cited work.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:45.883960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb3372e1-16e7-454e-bd01-0283bb3bfc47 · outbound

This paper cites Empowering Many, Biasing a Few: Generalist Credit Scoring through Large Language Models.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Empowering Many, Biasing a Few: Generalist Credit Scoring through Large Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:46.014902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 776bb23c-b132-4c27-bf0e-3cfac00ce812 · outbound

This paper cites an unresolved cited work.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:46.136871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 478d3fb2-c85b-492a-bb56-91610848875a · outbound

This paper cites an unresolved cited work.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:46.304750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abd8126d-2f40-44e7-af29-9a9a24c57ad7 · outbound

This paper cites Bank Loan Prediction Using Machine Learning Techniques.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Bank Loan Prediction Using Machine Learning Techniques

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-05T14:21:51.151432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 9abdf411-03ff-4e9f-bcb9-70371342b1ba · outbound

This paper cites an unresolved cited work.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:46.614753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7081f856-fa6a-4a1f-aaa0-f7b58af15101 · outbound

This paper cites an unresolved cited work.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:21:53.387112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1d3364ce-f701-4117-be94-62773ca21822 · outbound

This paper cites TabPFN: A Transformer That Solves Small Tabular Classification Problems in a Second.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches TabPFN: A Transformer That Solves Small Tabular Classification Problems in a Second

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:46.795601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4ad04aa-a2bc-408f-a54d-b826853e392d · outbound

This paper cites Towards Better Serialization of Tabular Data for Few-shot Classification with Large Language Models.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Towards Better Serialization of Tabular Data for Few-shot Classification with Large Language Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:46.901690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2770700c-dc95-486b-aa44-1630c56637eb · outbound

This paper cites Loan approval prediction dataset.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Loan approval prediction dataset

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:21:53.187214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 87c3e3ac-0786-49c9-aca7-7edecbfe997d · outbound

This paper cites an unresolved cited work.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:21:53.044755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b435c42d-e1f6-4b3d-be99-7fc1296bf91e · outbound

This paper cites an unresolved cited work.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Unresolved cited work

Reference 23

Resolution: verified exact; doi, observed 2026-08-05T14:21:49.465069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 871338d7-f0db-495b-9b11-5da98b5fe558 · outbound

This paper cites Captum: A unified and generic model interpretability library for PyTorch.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Captum: A unified and generic model interpretability library for PyTorch

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:47.334755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f417a0e-46df-420e-a3b7-f3ba1a9aec92 · outbound

This paper cites an unresolved cited work.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:21:52.882264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b4c831c9-1d4d-4187-a476-e21e988145b2 · outbound

This paper cites an unresolved cited work.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:47.509375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e459662f-f8af-4769-ab15-dfabe1a17291 · outbound

This paper cites an unresolved cited work.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:21:52.692892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b4872929-50ea-43de-812a-b1a7adf3edd0 · outbound

This paper cites an unresolved cited work.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Unresolved cited work

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-08-05T14:21:50.819812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 24170715-ce20-4d94-89cd-8402b5e77ffd · outbound

This paper cites an unresolved cited work.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:21:52.534124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 08b7ded6-5537-4505-98e3-d4c4eb06cdd4 · outbound

This paper cites A Comprehensive Overview of Large Language Models.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches A Comprehensive Overview of Large Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:47.869027Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7c526df-2b27-4da9-b810-efd5bcf06b24 · outbound

This paper cites an unresolved cited work.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:21:52.397537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1d3fdd4b-097c-4f41-993a-04ec8f1f6822 · outbound

This paper cites an unresolved cited work.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:21:52.185309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation bae76b8f-ea0b-4283-a4e4-79b6996b628d · outbound

This paper cites Tabular Representation, Noisy Operators, and Impacts on Table Structure Understanding Tasks in LLMs.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Tabular Representation, Noisy Operators, and Impacts on Table Structure Understanding Tasks in LLMs

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:48.226509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69ec1224-a704-4843-bfff-138ee7ed82ba · outbound

This paper cites Statlog (german credit data).

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Statlog (german credit data)

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:21:51.875505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 105ce595-6460-4cc1-b885-ba21344eeb2f · outbound

This paper cites an unresolved cited work.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:48.584847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fdea4cee-ed55-431d-86fc-19b22b31cc21 · outbound

This paper cites Mitigating Gender Bias in Natural Language Processing: Literature Review.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Mitigating Gender Bias in Natural Language Processing: Literature Review

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:48.714769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 614a992c-3d6d-40f4-a5a1-11fc72ce4e97 · outbound

This paper cites Gemma: Open Models Based on Gemini Research and Technology.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Gemma: Open Models Based on Gemini Research and Technology

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:48.784987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f0bbf86-8b72-4521-bd32-9177e216c8a1 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:48.934748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d80aa64-9337-4403-b5d1-2868fd15aa45 · outbound

This paper cites PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:49.069345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 073502ab-1297-4d84-822e-867161dd9bca · outbound

This paper cites The Impact of Demonstrations on Multilingual In-Context Learning: A Multidimensional Analysis.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches The Impact of Demonstrations on Multilingual In-Context Learning: A Multidimensional Analysis

Reference 40

Resolution: verified exact; local_arxiv, observed 2026-08-05T14:21:50.054747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Pith citing papers

No inbound Pith citation observations are available.