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Paper Citation Record · LEDGER

From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text

As of 9 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2508.09450.

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

pith.paper-citation-record.v1
2508.09450 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T21:07:10.295452Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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 fuzzy9
  • unresolved12
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 00eab343-e195-4ec8-86ea-e1fa1e1a3fc9 · outbound

This paper cites Example: Charts showing an increase in GDP.

From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text Example: Charts showing an increase in GDP

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:07:12.345076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 2fd20000-4f2b-4f2f-bf14-5e96d07d8831 · outbound

This paper cites Example: Charts showing a decrease in GDP.

From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text Example: Charts showing a decrease in GDP

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:07:12.149940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 9db59f30-e970-4e01-ab9e-33d14db2d244 · outbound

This paper cites an unresolved cited work.

From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:11.986864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:07:09.065467Z digest=sha256:b58121cb590283a3fe04de39817fb14792fac71809f688be782f33607f1ae7be

Observation bd60ded2-be40-4761-a112-de5dc52ba27c · outbound

This paper cites GPT-4 Technical Report.

From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text GPT-4 Technical Report

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-05T21:07:08.814756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:07:08.814756Z digest=sha256:e7a8e4b01a630959b065c3af636f1005d1219dfeb4d0a1215d351dfb82c373b4

Observation bb167e9d-2a6b-49e2-895d-b161bad5719f · outbound

This paper cites From Data to Story: Towards Automatic Animated Data Video Creation with LLM-based Multi-Agent Systems.

From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text From Data to Story: Towards Automatic Animated Data Video Creation with LLM-based Multi-Agent Systems

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-05T21:07:08.877497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:07:08.877497Z digest=sha256:a3a893a7bc67b9b5f57cc4d7b4cc6f12c48c35579c342d4847ceb426abd511dc

Observation ac3568c1-c1b2-4c6f-bf0a-acb7c01f87c3 · outbound

This paper cites an unresolved cited work.

From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:12.513136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation bc12f5e1-c230-4c4f-9035-899071fd47f6 · outbound

This paper cites an unresolved cited work.

From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:11.810932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 7078e7b1-d519-459c-88a1-ba9ea4b2357b · outbound

This paper cites Mitigation Examine this chart, which depicts a particular statistical measure of country _ name.

From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text Mitigation Examine this chart, which depicts a particular statistical measure of country _ name

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:07:11.327181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation c90b04f2-29c7-4494-a4d1-0b2de77219f7 · outbound

This paper cites an unresolved cited work.

From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:11.592924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation b5233326-8b2a-4234-b4d6-cf7c631be4ef · outbound

This paper cites an unresolved cited work.

From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:11.432244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 835b8188-2c38-4436-88c4-a5287d8e4d34 · outbound

This paper cites Evaluation You are an expert Model Response Evaluator.

From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text Evaluation You are an expert Model Response Evaluator

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:07:11.244361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation ec14fbfc-8a3f-4a13-a211-4d0eddd9a027 · outbound

This paper cites dollars for a particular sector in Germany, which has been fluctuating over the years with an overall upward trend.

From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text dollars for a particular sector in Germany, which has been fluctuating over the years with an overall upward trend

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:07:11.145376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:07:09.716669Z digest=sha256:647d080f9aaf0f184d5e574852d42d428cb2db9f63347ee87e9ba6e3f63cd679

Observation 205bf3af-ebef-4e2b-87fb-c37c0a6a7820 · outbound

This paper cites an unresolved cited work.

From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:10.816506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 348b7d78-715c-478e-8098-af74d5e68572 · outbound

This paper cites an unresolved cited work.

From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:10.705477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:07:10.147798Z digest=sha256:87c1bb80d84aff7e039dccc17f224d9b0155fed2ef69db9b426e2c5a313b34f0

Observation f24d4ad9-6f75-467c-9d98-f92df301fc25 · outbound

This paper cites This indicates a modest decline in the healthcare infrastructure over the 15-year period.

From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text This indicates a modest decline in the healthcare infrastructure over the 15-year period

Reference 2015

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:07:10.921389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 686c7ec8-a20a-4c9e-8eef-4ca199065f01 · outbound

This paper cites This trend reflects a positive situation, as it indicates a marked improvement in the country's health and mortality rates.

From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text This trend reflects a positive situation, as it indicates a marked improvement in the country's health and mortality rates

Reference 2018

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:07:10.552227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:07:10.295452Z digest=sha256:2ed1b6d50e61f083a50a9bfdbb665358b29497d54dfc62b4f891b327d03e1a2c

Observation 3982c0d7-726b-4cc6-9d4a-c291676bd17b · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 2019

Resolution
unresolved
no resolver link, observed 2026-08-05T21:07:08.786428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:07:08.786428Z digest=sha256:cfe939f065430c6e4a901ecb48013eb988350c7fa22ba4204bacba9f3e667fb7

Observation 7dc2daa3-940d-41e2-b8d5-4dbf02458e68 · outbound

This paper cites More recently, racial and gender bias in CLIP model (Radford et al., 2021; Agarwal et al.,.

From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text More recently, racial and gender bias in CLIP model (Radford et al., 2021; Agarwal et al.,

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:07:12.671906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:07:08.918717Z digest=sha256:5af7544cce26557512aa630f1bcd486947f1233adf1fddad46022799a40f0b1c

Observation 7dbd57b4-8732-404a-821b-19a3b5a059a2 · outbound

This paper cites In Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, IJCAI-22, pages 5436–5443.

From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text In Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, IJCAI-22, pages 5436–5443

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:07:12.776548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:07:08.748551Z digest=sha256:a3b02ec26b203663a895d888ed77a0d182cda2168972c55bed3fa6331eebd7bd

Observation 8bb18e6c-0a36-4174-b164-8be67e122398 · outbound

This paper cites Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges.

From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-05T21:07:08.705961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:07:08.705961Z digest=sha256:6369ca078bcf6b6d5bb6c1badb8b33a6440f266f31f339b49b08bd5b747dcbf8

Observation 3b68e4f6-65ab-402c-b095-b7596b2a2bb0 · outbound

This paper cites A Multi-LLM Debiasing Framework.

From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text A Multi-LLM Debiasing Framework

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-05T21:07:08.850983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Pith citing papers

No inbound Pith citation observations are available.