Paper Citation Record · LEDGER

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts

As of 7 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 1 inbound Pith citation observation for arXiv:2506.08700.

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

pith.paper-citation-record.v1
2506.08700 v2

Coverage vector

measured 54 of 54 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:09:14.523600Z

measured 55 of 55 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-16T15:03:13.421099Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-16T15:08:02.147441Z

Reference resolution

54 of 54 outbound references displayed

verified exact5
verified fuzzy2
unresolved46
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 74bd9730-2dfe-4c7f-8bf5-38f5d82522f1 · outbound

This paper cites online" 'onlinestring :=.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:09.349732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47453d34-d264-4120-a36d-5427cc141289 · outbound

This paper cites write newline.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:09.409855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 873c77cf-fa4d-417c-9f0b-3b7309ecca61 · outbound

This paper cites Reading and Reasoning over Chart Images for Evidence-based Automated Fact-Checking.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Reading and Reasoning over Chart Images for Evidence-based Automated Fact-Checking

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-08-07T05:09:15.802987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2214304f-3570-4ceb-bb8f-1da960d08a5b · outbound

This paper cites an unresolved cited work.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Unresolved cited work

Reference 4

Resolution: verified exact; doi, observed 2026-08-07T05:09:14.745430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 733ba315-8cba-4419-9420-8a0e323a2400 · outbound

This paper cites ChartCheck: Explainable Fact-Checking over Real-World Chart Images.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts ChartCheck: Explainable Fact-Checking over Real-World Chart Images

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:09.647868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c49e721b-d2ca-4303-bbb7-ff5f1d404026 · outbound

This paper cites FEVEROUS: Fact Extraction and VERification Over Unstructured and Structured information.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts FEVEROUS: Fact Extraction and VERification Over Unstructured and Structured information

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:09.741481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8acfb4fa-8650-4013-b5b5-9c72772334b5 · outbound

This paper cites Qwen2.5-VL Technical Report.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Qwen2.5-VL Technical Report

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:09.831287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29811026-a154-42db-bb44-ea0170203372 · outbound

This paper cites an unresolved cited work.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:09:20.635930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7a5c205a-3f94-4d14-8ac9-f802c7ec7f27 · outbound

This paper cites CodeKGC: Code Language Model for Generative Knowledge Graph Construction.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts CodeKGC: Code Language Model for Generative Knowledge Graph Construction

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:10.014531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a141f23-51ec-4478-8593-2c7f66acbb2f · outbound

This paper cites Language Models are Few-Shot Learners.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Language Models are Few-Shot Learners

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:10.072447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a10bed5f-d3df-4075-87ca-3ddf2a796e59 · outbound

This paper cites TabFact: A Large-scale Dataset for Table-based Fact Verification.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts TabFact: A Large-scale Dataset for Table-based Fact Verification

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:10.141057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5f062de-9096-45bd-80b5-c3470dc9b5e7 · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:10.207313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d3559a5-83d5-464d-976a-831b2cdb2f40 · outbound

This paper cites an unresolved cited work.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:09:20.395384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3965b2d9-deed-492b-aad7-7ba13f135766 · outbound

This paper cites CLIMATE-FEVER: A Dataset for Verification of Real-World Climate Claims.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts CLIMATE-FEVER: A Dataset for Verification of Real-World Climate Claims

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:10.379164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19b92df7-cbf2-4132-89fe-ec338401b098 · outbound

This paper cites Pipeline and Dataset Generation for Automated Fact-checking in Almost Any Language.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Pipeline and Dataset Generation for Automated Fact-checking in Almost Any Language

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-07T05:09:15.502218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 80526b93-e671-4a56-af19-bafa480777f2 · outbound

This paper cites an unresolved cited work.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:09:20.154638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 67df0794-8a4c-4226-bf02-f44246d60aee · outbound

This paper cites Galaxy Zoo: Morphological Classification and Citizen Science.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Galaxy Zoo: Morphological Classification and Citizen Science

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:10.654569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 948eee7b-dddb-47fc-b20c-355e9859bf71 · outbound

This paper cites e , James Thorne, Gisela Vallejo, Andreas Vlachos, and Iryna Gurevych.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts e , James Thorne, Gisela Vallejo, Andreas Vlachos, and Iryna Gurevych

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:10.755142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7889ebbb-df0a-4354-9f0c-c972241271d8 · outbound

This paper cites an unresolved cited work.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Unresolved cited work

Reference 19

Resolution: malformed identifier; no resolver link, observed 2026-08-07T05:09:10.857808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ca89854-6d42-4d79-92e1-37775bd86bba · outbound

This paper cites an unresolved cited work.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:10.941780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a398203e-a244-49af-b990-ebc68e0d6242 · outbound

This paper cites From Pixels to Insights: A Survey on Automatic Chart Understanding in the Era of Large Foundation Models.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts From Pixels to Insights: A Survey on Automatic Chart Understanding in the Era of Large Foundation Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:11.035880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cea622d-73fb-4584-b6a8-6ba6977e2b8c · outbound

This paper cites Richard Landis and Gary G.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Richard Landis and Gary G

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:09:19.868844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b5926629-73a0-467b-a86f-dcad72c8639f · outbound

This paper cites an unresolved cited work.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:09:19.581844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bf9e6525-61cb-48c4-8be0-5c31f92e8d5b · outbound

This paper cites Evaluating ChatGPT's Information Extraction Capabilities: An Assessment of Performance, Explainability, Calibration, and Faithfulness.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Evaluating ChatGPT's Information Extraction Capabilities: An Assessment of Performance, Explainability, Calibration, and Faithfulness

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:11.330863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8300b764-2591-42a9-b9a7-9c8ba779094d · outbound

This paper cites an unresolved cited work.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:09:19.196200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 68c1da39-e723-458e-b9c5-b10e4c78a2f9 · outbound

This paper cites an unresolved cited work.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:11.511652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6680d6ec-fa78-4d7e-aa21-7be153439c8c · outbound

This paper cites DePlot: One-shot visual language reasoning by plot-to-table translation.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts DePlot: One-shot visual language reasoning by plot-to-table translation

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:11.607511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcb2e3bc-39b2-4a73-9b22-43b96c8fb523 · outbound

This paper cites MatCha: Enhancing Visual Language Pretraining with Math Reasoning and Chart Derendering.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts MatCha: Enhancing Visual Language Pretraining with Math Reasoning and Chart Derendering

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:11.706970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e2d1672-b6ed-4769-8cb3-581d03525993 · outbound

This paper cites SCITAB: A Challenging Benchmark for Compositional Reasoning and Claim Verification on Scientific Tables.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts SCITAB: A Challenging Benchmark for Compositional Reasoning and Claim Verification on Scientific Tables

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:11.812947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7153d307-2988-4afc-b2ea-9cc758ac6acc · outbound

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

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:11.920375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 628f01e4-5a69-486c-8447-533ea7923e7e · outbound

This paper cites an unresolved cited work.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:09:18.907957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f1a237d1-dea8-4340-8cb1-103ad95f9e34 · outbound

This paper cites an unresolved cited work.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:09:18.615291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 880b10c9-80ff-4a7f-bad8-caef68f725fa · outbound

This paper cites PlotQA: Reasoning over Scientific Plots.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts PlotQA: Reasoning over Scientific Plots

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:12.237071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b71c378-d4c1-4bf0-b78e-2c14703c8f2a · outbound

This paper cites an unresolved cited work.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:09:18.338651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6dc8ea05-475f-4e43-a8a3-28db32ebd3c2 · outbound

This paper cites CoVERT: A Corpus of Fact-checked Biomedical COVID-19 Tweets.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts CoVERT: A Corpus of Fact-checked Biomedical COVID-19 Tweets

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:12.461601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19142e1c-0f49-484e-9902-f237c6282a98 · outbound

This paper cites an unresolved cited work.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:09:18.026477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0b01ac0b-5731-4889-b1e3-738f4b6aaa19 · outbound

This paper cites an unresolved cited work.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:09:17.695974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 02b55bb0-266f-4f7e-8bd0-e2d4e5375c64 · outbound

This paper cites an unresolved cited work.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:12.753368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a627412e-dea4-4376-b288-e70415c7e0b8 · outbound

This paper cites an unresolved cited work.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:09:17.427995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 68731255-2071-40bc-a085-bafd35f7067f · outbound

This paper cites Randolph.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Randolph

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:09:17.069018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4552cf4a-ffc2-4805-a935-ddd7a5777c98 · outbound

This paper cites COVID-Fact: Fact Extraction and Verification of Real-World Claims on COVID-19 Pandemic.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts COVID-Fact: Fact Extraction and Verification of Real-World Claims on COVID-19 Pandemic

Reference 41

Resolution: verified exact; local_arxiv, observed 2026-08-07T05:09:15.274857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5db59864-ba59-475a-b59b-b537d264a0b0 · outbound

This paper cites an unresolved cited work.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:13.191730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fcfbfdb-b148-4cd4-83cb-bca52469ae82 · outbound

This paper cites an unresolved cited work.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:09:16.771076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bfbfdd87-d49c-42c4-a354-5a7d00d62f25 · outbound

This paper cites Page, and David De Roure.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Page, and David De Roure

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:13.384447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74bfc8fd-e669-4f2a-8e82-aa6c3e786f5c · outbound

This paper cites Scientific Fact-Checking: A Survey of Resources and Approaches.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Scientific Fact-Checking: A Survey of Resources and Approaches

Reference 45

Resolution: verified exact; local_arxiv, observed 2026-08-07T05:09:14.977047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 37525691-4baf-4cb6-90a2-003a6e8ce914 · outbound

This paper cites Fact or Fiction: Verifying Scientific Claims.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Fact or Fiction: Verifying Scientific Claims

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:13.645343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8691882-a558-4b4f-80a8-42e4f44f2eec · outbound

This paper cites SciFact-Open: Towards open-domain scientific claim verification.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts SciFact-Open: Towards open-domain scientific claim verification

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:13.750312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47de4543-a1c5-4876-9d93-be876628ca41 · outbound

This paper cites Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:13.859398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e6df47e-21c9-4ec0-98cd-1f17cc248396 · outbound

This paper cites Exploring the Reasoning Abilities of Multimodal Large Language Models (MLLMs): A Comprehensive Survey on Emerging Trends in Multimodal Reasoning.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Exploring the Reasoning Abilities of Multimodal Large Language Models (MLLMs): A Comprehensive Survey on Emerging Trends in Multimodal Reasoning

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:13.997809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 960a9773-10db-42c2-a4de-93b8ed6bcbe6 · outbound

This paper cites an unresolved cited work.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:09:16.398060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation beb9c136-0a79-4fab-a14c-a513f344289f · outbound

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

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts ChartBench: A Benchmark for Complex Visual Reasoning in Charts

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:14.210954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14efb061-51d9-43d5-8dd7-32cd72fe2687 · outbound

This paper cites an unresolved cited work.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:09:16.139916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1babd12b-fb2a-4e3b-8b1f-acf088950d9d · outbound

This paper cites Extract, Define, Canonicalize: An LLM-based Framework for Knowledge Graph Construction.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts Extract, Define, Canonicalize: An LLM-based Framework for Knowledge Graph Construction

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:14.389177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0712579-1375-4389-b6e3-d0553ec7aff9 · outbound

This paper cites BERTScore: Evaluating Text Generation with BERT.

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts BERTScore: Evaluating Text Generation with BERT

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:14.523600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 1da26a80-b613-40d7-b409-751000411eae · inbound

VeriTaS: The First Dynamic Benchmark for Multimodal Automated Fact-Checking cites this paper.

VeriTaS: The First Dynamic Benchmark for Multimodal Automated Fact-Checking ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-16T15:08:02.149575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.