Paper Citation Record · LEDGER

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning

As of 8 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2607.16131.

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

pith.paper-citation-record.v1
2607.16131 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T21:19:23.054533Z

measured 41 of 41 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 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

41 of 41 outbound references displayed

verified exact2
verified fuzzy0
unresolved36
parse uncertain0
malformed identifier3
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 28db36b4-da43-427e-9016-113e65204c71 · outbound

This paper cites Zero-shot scientific claim verification using LLMs and citation text.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning Zero-shot scientific claim verification using LLMs and citation text

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:19.056286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63743b41-d21a-4480-94b4-088508c34922 · outbound

This paper cites TabFact: A large-scale dataset for table-based fact verification.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning TabFact: A large-scale dataset for table-based fact verification

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:19.105637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7f3c4f5-7731-4d49-8c19-14cbcdfd1efe · outbound

This paper cites Gemma 4: Byte for byte, the most capable open models, April 2026.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning Gemma 4: Byte for byte, the most capable open models, April 2026

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:19.175593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 221abf52-2a51-47bc-a757-f4bd3b3c2283 · outbound

This paper cites Refocus: Visual editing as a chain of thought for structured image understanding.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning Refocus: Visual editing as a chain of thought for structured image understanding

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:19.217576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 109124e0-0e46-406d-ac1e-6ab04fa9ab5e · outbound

This paper cites Visual programming: Compositional visual reasoning without training.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning Visual programming: Compositional visual reasoning without training

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:19.293957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 353b6c1a-1944-499a-8269-af9ba701eae2 · outbound

This paper cites Format matters: The robustness of multimodal LLMs in reviewing evidence from tables and charts.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning Format matters: The robustness of multimodal LLMs in reviewing evidence from tables and charts

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:19.358651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a2c9918-77be-4a83-bb77-4343d08888bf · outbound

This paper cites SciClaimEval: Cross-modal claim verification in scientific papers.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning SciClaimEval: Cross-modal claim verification in scientific papers

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:19.413523Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fdcec58-fd41-4382-987d-aa59e6d33e83 · outbound

This paper cites Smith, and Ranjay Krishna.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning Smith, and Ranjay Krishna

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:19.502003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0c78c70-bbac-423d-8cf2-02201fdeb5f1 · outbound

This paper cites Verltool: Towards holistic agentic reinforcement learning with tool use.arXiv preprint arXiv:2509.01055, 2025.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning Verltool: Towards holistic agentic reinforcement learning with tool use.arXiv preprint arXiv:2509.01055, 2025

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:19.581813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a866bc33-542b-4de4-9fc0-2d3a1eb9646f · outbound

This paper cites DVQA: Un- derstanding data visualizations via question answering.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning DVQA: Un- derstanding data visualizations via question answering

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:19.638667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec772387-0f8c-4408-9976-7798393c51f3 · outbound

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

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning FigureQA: An Annotated Figure Dataset for Visual Reasoning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:19.747746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 982a8b2c-97ad-46b2-a4bb-f712ae528988 · outbound

This paper cites Multicheck: Strengthening web trust with unified multimodal fact verification.arXiv preprint arXiv:2508.05097, 2025.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning Multicheck: Strengthening web trust with unified multimodal fact verification.arXiv preprint arXiv:2508.05097, 2025

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-08-01T21:23:56.461196Z

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 074965f2-97f8-40f6-85a9-7d9082d808a5 · outbound

This paper cites MuSciClaims: Multimodal scientific claim ver- ification.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning MuSciClaims: Multimodal scientific claim ver- ification

Reference 13

Resolution: malformed identifier; no resolver link, observed 2026-08-01T21:19:19.887193Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 367d963a-966a-466e-b341-132aecb44470 · outbound

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

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning DePlot: One-shot visual language reasoning by plot-to-table translation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:19.967690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb1cf10d-57b8-4774-9edc-25968df943af · outbound

This paper cites MatCha: Enhancing visual language pretraining with math reasoning and chart derendering.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning MatCha: Enhancing visual language pretraining with math reasoning and chart derendering

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:20.035028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b59b992c-966f-4f30-9f9a-69d0dc454ff4 · outbound

This paper cites SCITAB: A challenging benchmark for compositional reasoning and claim verification on scientific tables.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning SCITAB: A challenging benchmark for compositional reasoning and claim verification on scientific tables

Reference 16

Resolution: malformed identifier; no resolver link, observed 2026-08-01T21:19:20.094417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38888588-d8ab-4067-8327-f82a139b1e80 · outbound

This paper cites ChartQA: A benchmark for question answering about charts with visual and logical reasoning.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning ChartQA: A benchmark for question answering about charts with visual and logical reasoning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:20.185787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3218db0-b45e-4eef-819d-a12eed29feb2 · outbound

This paper cites ToolRL: Reward is All Tool Learning Needs.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning ToolRL: Reward is All Tool Learning Needs

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:20.449651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b19cf544-bc94-4d9e-9d6c-2ef708ce6eec · outbound

This paper cites Qwen3.5: Towards native multimodal agents, February 2026.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning Qwen3.5: Towards native multimodal agents, February 2026

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:20.689050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c979251-8d36-4c5b-b4f0-6380c93a8187 · outbound

This paper cites Toolformer: Language models can teach themselves to use tools.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning Toolformer: Language models can teach themselves to use tools

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:20.765666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0967192b-06a6-4ffb-bd08-2bb3eaa1484d · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:20.849725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93f6f636-8782-437b-84c5-4e6a8fc5c57b · outbound

This paper cites OpenThinkIMG: Learning to Think with Images via Visual Tool Reinforcement Learning.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning OpenThinkIMG: Learning to Think with Images via Visual Tool Reinforcement Learning

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:20.956522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d85c9d4e-7d69-4277-a2c7-765771240e1b · outbound

This paper cites ViperGPT: Visual inference via python execution for reasoning.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning ViperGPT: Visual inference via python execution for reasoning

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:21.104346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8588f312-a318-4af1-a216-4eebded586c6 · outbound

This paper cites FEVER: A large-scale dataset for fact extraction and VERification.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning FEVER: A large-scale dataset for fact extraction and VERification

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:21.238451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee5a4f4b-d974-484c-a708-7b3df93e5135 · outbound

This paper cites Interleaving retrieval with chain-of-thought reasoning for knowledge-intensive multi-step questions.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning Interleaving retrieval with chain-of-thought reasoning for knowledge-intensive multi-step questions

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:21.485989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7b0fc1c-fe82-4fc6-bb18-10d5d6ce2eb7 · outbound

This paper cites Fact or fiction: Verifying scientific claims.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning Fact or fiction: Verifying scientific claims

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:21.628613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a519982e-32f7-4056-bac2-453e45b8355f · outbound

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

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning SciFact-open: Towards open-domain scientific claim verification

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:21.757930Z

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Unavailable: canonical work link unavailable.

Observation 204c7960-0fc2-484c-9a42-618947a63ee8 · outbound

This paper cites doi: 10.18653/v1/N18-1074.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning doi: 10.18653/v1/N18-1074

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:21.348852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b4a3089-68e6-4de0-a575-5bc510051d12 · outbound

This paper cites SciVer: Evaluating foundation models for multimodal scientific claim verification.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning SciVer: Evaluating foundation models for multimodal scientific claim verification

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:22.022989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49ab8111-3f5f-4533-9c53-af0b7beee867 · outbound

This paper cites Piecing it all together: Verifying multi-hop multimodal claims.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning Piecing it all together: Verifying multi-hop multimodal claims

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:22.129233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0d73c2e-1835-45b5-8b31-5de8c0bde113 · outbound

This paper cites Acting Less is Reasoning More! Teaching Model to Act Efficiently.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:22.261253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b70f933a-2a50-40ae-9916-8198ee71dbf3 · outbound

This paper cites MultiVerS: Improving scientific claim verification with weak supervision and full-document context.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning MultiVerS: Improving scientific claim verification with weak supervision and full-document context

Reference 32

Resolution: malformed identifier; no resolver link, observed 2026-08-01T21:19:21.889637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f0fb450-0b94-4085-802e-75d035194283 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning Chain-of-thought prompting elicits reasoning in large language models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:22.513257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23c61568-4888-447a-adb9-5f436b29d64b · outbound

This paper cites Vtool-r1: Vlms learn to think with images via reinforcement learning on multimodal tool use.arXiv preprint arXiv:2505.19255, 2025.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning Vtool-r1: Vlms learn to think with images via reinforcement learning on multimodal tool use.arXiv preprint arXiv:2505.19255, 2025

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:22.655365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f7c87d8-b077-41f0-966e-d26e484807d0 · outbound

This paper cites MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:22.798833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f187a4e2-a70d-4a2b-986f-c9a02dc2db5e · outbound

This paper cites InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:22.378865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b84ba5c-9780-46e8-b010-09aa269d6131 · outbound

This paper cites M 2-TabFact: Multi-document multi-modal fact verification with vi- sual and textual representations of tabular data.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning M 2-TabFact: Multi-document multi-modal fact verification with vi- sual and textual representations of tabular data

Reference 37

Resolution: verified exact; doi, observed 2026-08-01T21:23:55.986012Z

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 42e63323-a373-40b0-99eb-3170c865b014 · outbound

This paper cites React: Synergizing reasoning and acting in language models.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning React: Synergizing reasoning and acting in language models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:22.927678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 102b7b43-b303-4313-8453-172548c0e711 · outbound

This paper cites an unresolved cited work.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning Unresolved cited work

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:19.706384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08bf8448-c3ae-4ae0-9220-4de63740aa97 · outbound

This paper cites doi: 10.18653/v1/2022.findings-acl.177.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning doi: 10.18653/v1/2022.findings-acl.177

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:20.320086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cabba041-49c1-463e-8d75-d96d4633f520 · outbound

This paper cites ToolRL: Reward is All Tool Learning Needs.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning ToolRL: Reward is All Tool Learning Needs

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:20.568459Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.