Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T21:07:10.295452Z
Paper Citation Record · LEDGER
From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text
As of 17 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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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
21 of 21 outbound references displayed
- verified exact0
- verified fuzzy9
- unresolved12
- parse uncertain0
- malformed identifier0
- metadata mismatch0
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 2026-08-17T06:30:58.91139+00:00.
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 2026-08-17T06:30:58.91139+00:00.
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 2026-08-17T06:30:58.91139+00:00.
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.
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.
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 2026-08-17T06:30:58.91139+00:00.
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 2026-08-17T06:30:58.91139+00:00.
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 2026-08-17T06:30:58.91139+00:00.
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 2026-08-17T06:30:58.91139+00:00.
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 2026-08-17T06:30:58.91139+00:00.
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 2026-08-17T06:30:58.91139+00:00.
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 2026-08-17T06:30:58.91139+00:00.
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 2026-08-17T06:30:58.91139+00:00.
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 2026-08-17T06:30:58.91139+00:00.
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 2026-08-17T06:30:58.91139+00:00.
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 2026-08-17T06:30:58.91139+00:00.
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.
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 2026-08-17T06:30:58.91139+00:00.
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 2026-08-17T06:30:58.91139+00:00.
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.
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.
Pith citing papers
No inbound Pith citation observations are available.