Paper Citation Record · LEDGER

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models

As of 8 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 1 inbound Pith citation observation for arXiv:2507.20930.

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

pith.paper-citation-record.v1
2507.20930 v2

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:10:37.600647Z

measured 27 of 27 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-14T05:45:08.896651Z

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 exact2
verified fuzzy8
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 23023b82-4fac-4df6-a199-485313c3cf9b · outbound

This paper cites write newline.

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:35.461249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 654449e5-94d5-46c3-a416-d0f8f31ccfab · outbound

This paper cites Graphrag: Leveraging graph-based efficiency to minimize hallucinations in llm-driven rag for finance data.

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models Graphrag: Leveraging graph-based efficiency to minimize hallucinations in llm-driven rag for finance data

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:10:37.930429Z

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 7f99e505-0e4f-4a69-bf4b-40c96f38c9e6 · outbound

This paper cites Luna: An Evaluation Foundation Model to Catch Language Model Hallucinations with High Accuracy and Low Cost.

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models Luna: An Evaluation Foundation Model to Catch Language Model Hallucinations with High Accuracy and Low Cost

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-08-06T13:10:37.847232Z

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 fc686b83-735f-41a4-b694-1335b828e2e2 · outbound

This paper cites F., and Wang, W.

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models F., and Wang, W

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:10:37.920010Z

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 f1d82b9c-72bf-4100-a8b0-007f83f23fbb · outbound

This paper cites an unresolved cited work.

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:35.793076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6cf6967-5f6a-4c86-ac0b-dcd19ea235c4 · outbound

This paper cites PFME: A Modular Approach for Fine-grained Hallucination Detection and Editing of Large Language Models.

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models PFME: A Modular Approach for Fine-grained Hallucination Detection and Editing of Large Language Models

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-08-06T13:10:37.834831Z

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 ea83d7f6-7f4b-4b1f-9001-80938962595e · outbound

This paper cites GLIDER: Grading LLM Interactions and Decisions using Explainable Ranking.

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models GLIDER: Grading LLM Interactions and Decisions using Explainable Ranking

Reference 7

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T13:10:37.821750Z

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 d55673ce-19e1-4e56-b5ec-128a6d6d82de · outbound

This paper cites RAGBench: Explainable Benchmark for Retrieval-Augmented Generation Systems.

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models RAGBench: Explainable Benchmark for Retrieval-Augmented Generation Systems

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:36.127250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92ab4a7e-ed68-429f-8ed7-d26eef00924b · outbound

This paper cites Factscorelite.

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models Factscorelite

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:10:37.904127Z

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 a9d26657-f784-4e93-8dd6-1848d3e1e81b · outbound

This paper cites LayoutLMv3: Pre-training for Document AI with Unified Text and Image Masking.

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models LayoutLMv3: Pre-training for Document AI with Unified Text and Image Masking

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:36.384402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbef0cd0-ccb1-4528-8fac-0a136fb3fefe · outbound

This paper cites and Vongthongsri, K.

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models and Vongthongsri, K

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:10:37.894810Z

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 b100c1b8-63a3-4ba6-a5a7-22d589c7d557 · outbound

This paper cites Recent advances in the Self-Referencing Embedding Strings (SELFIES) library.

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models Recent advances in the Self-Referencing Embedding Strings (SELFIES) library

Reference 12

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T13:10:37.790044Z

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 f1a1c0d5-70ad-4be3-b68f-9c95e90c72a5 · outbound

This paper cites OCR-free Document Understanding Transformer.

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models OCR-free Document Understanding Transformer

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:36.844593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb34a9ef-3410-41e2-a407-078bf74ccb56 · outbound

This paper cites LettuceDetect: A Hallucination Detection Framework for RAG Applications.

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models LettuceDetect: A Hallucination Detection Framework for RAG Applications

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:37.009361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc8961eb-0a8c-4443-bfb4-1178bc21a03d · outbound

This paper cites GenAudit: Fixing Factual Errors in Language Model Outputs with Evidence.

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models GenAudit: Fixing Factual Errors in Language Model Outputs with Evidence

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:37.147541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e882617-238e-4b27-bcc6-1762aa35bbe9 · outbound

This paper cites REFIND at SemEval-2025 Task 3: Retrieval-Augmented Factuality Hallucination Detection in Large Language Models.

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models REFIND at SemEval-2025 Task 3: Retrieval-Augmented Factuality Hallucination Detection in Large Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:37.256261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 268b4114-b010-4e1f-aaf3-1b2aa80f0f42 · outbound

This paper cites Retrieval-augmented generation for knowledge-intensive nlp tasks.

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models Retrieval-augmented generation for knowledge-intensive nlp tasks

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:10:37.885585Z

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 75b47d3c-2888-49f5-a400-1a0125231f2f · outbound

This paper cites and Gales, M.

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models and Gales, M

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:10:37.875411Z

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 81a4b77e-0ec5-48e1-b722-fd19272a5450 · outbound

This paper cites Phi-4-mini-instruct.

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models Phi-4-mini-instruct

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:10:37.866288Z

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 f0997092-301b-499e-8ad0-e17109b2d196 · outbound

This paper cites Factscore: Fine-grained hallucination detection via pattern-based contrastive learning.

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models Factscore: Fine-grained hallucination detection via pattern-based contrastive learning

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:10:37.856634Z

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 8575216a-7e64-4504-9bca-492bfcc38a6e · outbound

This paper cites Fine-grained Hallucination Detection and Editing for Language Models.

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models Fine-grained Hallucination Detection and Editing for Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:37.585535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d07452f3-da53-4e2d-a7f3-413339f42681 · outbound

This paper cites Redeep: Detecting hallucination in retrieval-augmented generation via mechanistic interpretability.

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models Redeep: Detecting hallucination in retrieval-augmented generation via mechanistic interpretability

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:37.588773Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 463409cb-0f7e-4815-9a9f-b46481f60106 · outbound

This paper cites FinGPT: Instruction Tuning Benchmark for Open-Source Large Language Models in Financial Datasets.

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models FinGPT: Instruction Tuning Benchmark for Open-Source Large Language Models in Financial Datasets

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:37.591903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e89e3c1-1212-4d49-8798-db5b22474737 · outbound

This paper cites BloombergGPT: A Large Language Model for Finance.

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models BloombergGPT: A Large Language Model for Finance

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:37.594735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 006bd1f7-b888-4ac5-9ef7-37e02859a1c3 · outbound

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

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:37.597774Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46d1b1a1-a08c-47a4-83e8-6ad9194131d5 · outbound

This paper cites TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance.

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:37.600647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation cd21ded6-a67e-45bb-98b1-60b78e47976f · inbound

Confidently Wrong: Detecting Hallucinations in Financial Question Answering from LLM Internal States cites this paper.

Confidently Wrong: Detecting Hallucinations in Financial Question Answering from LLM Internal States FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-07-14T05:45:08.896651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.