Paper Citation Record · LEDGER

FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models

As of 15 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 5 inbound Pith citation observations for arXiv:2507.14823.

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

pith.paper-citation-record.v1
2507.14823 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:52:14.972039Z

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T04:22:10.208458Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-03T09:57:56.182463Z

Reference resolution

22 of 22 outbound references displayed

verified exact0
verified fuzzy1
unresolved21
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 17ea94b3-4839-480e-a5d9-68222bb2a518 · outbound

This paper cites GPT-4o System Card.

FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models GPT-4o System Card

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T15:52:14.248070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2181e933-b798-4bb5-957a-695d7eefdb49 · outbound

This paper cites Multimodal ArXiv: A Dataset for Improving Scientific Comprehension of Large Vision-Language Models.

FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models Multimodal ArXiv: A Dataset for Improving Scientific Comprehension of Large Vision-Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T15:52:14.564955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 851cc8ac-244a-484a-ad70-ebee9f147aef · outbound

This paper cites SciGraphQA: A Large-Scale Synthetic Multi-Turn Question-Answering Dataset for Scientific Graphs.

FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models SciGraphQA: A Large-Scale Synthetic Multi-Turn Question-Answering Dataset for Scientific Graphs

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T15:52:14.657843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9ee576f-484b-4630-98fd-5b8e4f290bdf · outbound

This paper cites MMC: Advancing Multimodal Chart Understanding with Large-scale Instruction Tuning.

FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models MMC: Advancing Multimodal Chart Understanding with Large-scale Instruction Tuning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T15:52:14.763257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1d497e0-f26b-43d4-bfe4-388c8d5fabec · outbound

This paper cites MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts.

FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T15:52:14.860078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15bd4875-039f-4e2c-8dc2-22a262c96fd7 · outbound

This paper cites UniChart: A Universal Vision-language Pretrained Model for Chart Comprehension and Reasoning.

FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models UniChart: A Universal Vision-language Pretrained Model for Chart Comprehension and Reasoning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T15:52:14.925483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a97ac7aa-fa69-45be-bf39-baaa48718e21 · outbound

This paper cites ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning.

FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T15:52:14.930352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf93d14c-7510-4192-8aae-4fa6096d8356 · outbound

This paper cites ChartAssisstant: A Universal Chart Multimodal Language Model via Chart-to-Table Pre-training and Multitask Instruction Tuning.

FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models ChartAssisstant: A Universal Chart Multimodal Language Model via Chart-to-Table Pre-training and Multitask Instruction Tuning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T15:52:14.935003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 518bfe41-c7f8-4f38-b6a0-2b260c647c23 · outbound

This paper cites https://platform.openai.

FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models https://platform.openai

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:52:15.475060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 35122cff-c6b3-4100-93a6-90b18bc016f2 · outbound

This paper cites arXiv preprint arXiv:2501.01346.

FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models arXiv preprint arXiv:2501.01346

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T15:52:14.943984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa4c3338-7df4-44ce-a5e4-956947632472 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T15:52:14.948550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33480d9e-4cf3-4ba3-9111-28415144cf85 · outbound

This paper cites ChartInsights: Evaluating Multimodal Large Language Models for Low-Level Chart Question Answering.

FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models ChartInsights: Evaluating Multimodal Large Language Models for Low-Level Chart Question Answering

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T15:52:14.953969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e08be10-ea52-4a09-9763-bab8ded5a6de · outbound

This paper cites ChartX & ChartVLM: A Versatile Benchmark and Foundation Model for Complicated Chart Reasoning.

FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models ChartX & ChartVLM: A Versatile Benchmark and Foundation Model for Complicated Chart Reasoning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T15:52:14.958562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 640655af-b76b-428e-a42f-11521db46978 · outbound

This paper cites ChartBench: A Benchmark for Complex Visual Reasoning in Charts.

FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models ChartBench: A Benchmark for Complex Visual Reasoning in Charts

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T15:52:14.963309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0980ce6d-691a-4e29-ba97-c736a7cd9863 · outbound

This paper cites Benchmarking Multi-Image Understanding in Vision and Language Models: Perception, Knowledge, Reasoning, and Multi-Hop Reasoning.

FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models Benchmarking Multi-Image Understanding in Vision and Language Models: Perception, Knowledge, Reasoning, and Multi-Hop Reasoning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T15:52:14.967780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf592d21-75d7-4245-8ccb-5ae8a2d3b2c7 · outbound

This paper cites MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models.

FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T15:52:14.972039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8bc4f12-a50a-42fd-b7e6-b6161022557d · outbound

This paper cites FigureQA: An Annotated Figure Dataset for Visual Reasoning.

FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models FigureQA: An Annotated Figure Dataset for Visual Reasoning

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-06T15:52:14.346730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74c3a167-ef18-4b29-a95f-dcdd0dc50a09 · outbound

This paper cites SciCap: Generating Captions for Scientific Figures.

FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models SciCap: Generating Captions for Scientific Figures

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-06T15:52:14.172681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90f3a980-6a74-4870-a8e9-b0c0444ae5c0 · outbound

This paper cites Chart-to-Text: A Large-Scale Benchmark for Chart Summarization.

FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models Chart-to-Text: A Large-Scale Benchmark for Chart Summarization

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-06T15:52:14.468185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75a2a14a-20d0-4cec-8f9b-d66774768de4 · outbound

This paper cites ChartLlama: A Multimodal LLM for Chart Understanding and Generation.

FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models ChartLlama: A Multimodal LLM for Chart Understanding and Generation

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-06T15:52:14.067065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 435ec429-fc44-4e7d-8e94-087bee7a3f41 · outbound

This paper cites arXiv preprint arXiv:2404.07214.

FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models arXiv preprint arXiv:2404.07214

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T15:52:14.008489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 625d4acb-ed06-43a2-8e98-f7d6514e63e9 · outbound

This paper cites Qwen2.5-VL Technical Report.

FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models Qwen2.5-VL Technical Report

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-06T15:52:13.934875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation b17559bf-76bb-4b35-891d-bfcf1d0fae21 · inbound

PyFi: Toward Pyramid-like Financial Image Understanding for VLMs via Adversarial Agents cites this paper.

PyFi: Toward Pyramid-like Financial Image Understanding for VLMs via Adversarial Agents FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-16T23:38:41.427880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation be98f25e-fdbb-4dfc-af83-32b4cf7db58b · inbound

IPO-Mine: A Toolkit and Dataset for Section-Structured Analysis of Long, Multimodal IPO Documents cites this paper.

IPO-Mine: A Toolkit and Dataset for Section-Structured Analysis of Long, Multimodal IPO Documents FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models

Reference 57

Resolution: verified exact; arxiv_id, observed 2026-06-29T12:33:24.481854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 1fa068b3-0cd7-49f5-810a-a5b46a46b4cb · inbound

MoCA-Agent: A Market-of-Claims Code Agent for Financial and Numerical Reasoning cites this paper.

MoCA-Agent: A Market-of-Claims Code Agent for Financial and Numerical Reasoning FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models

Reference 55

Resolution: verified exact; arxiv_id, observed 2026-07-03T09:57:56.184037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 05c3080d-4df2-48ef-b0cc-a401ab18abf6 · inbound

AI Trading: Evaluating Large Language Models for Technical Market Analysis cites this paper.

AI Trading: Evaluating Large Language Models for Technical Market Analysis FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-01T23:29:51.919419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbf7ff78-0e2f-4d46-9c46-a7ddb8934568 · inbound

Confidence Estimation for Financial Vision-Language Models in Chart and Document Understanding cites this paper.

Confidence Estimation for Financial Vision-Language Models in Chart and Document Understanding FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-10T04:22:10.208458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.