Paper Citation Record · LEDGER

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science

As of 9 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 3 inbound Pith citation observations for arXiv:2505.18319.

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

pith.paper-citation-record.v1
2505.18319 v1

Coverage vector

measured 54 of 54 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:37:31.568740Z

measured 57 of 57 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:27:40.625888Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T07:13:17.273001Z

Reference resolution

54 of 54 outbound references displayed

verified exact0
verified fuzzy34
unresolved20
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d7c751d3-82b1-4642-bc42-b7826e31220a · outbound

This paper cites Gemini 2.0 flash.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Gemini 2.0 flash

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:36.142566Z

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.

Observation c7d90f0e-7d05-4c69-8d3a-aa97268e176f · outbound

This paper cites Gemini 2.5: Our most intelligent ai model.https://blog.google/technology/ google-deepmind/gemini-model-thinking-updates-march-2025/ , Mar 2025.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Gemini 2.5: Our most intelligent ai model.https://blog.google/technology/ google-deepmind/gemini-model-thinking-updates-march-2025/ , Mar 2025

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:35.995412Z

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.

Observation ac2c94a4-aa8a-47e2-8596-bed457bd5ae2 · outbound

This paper cites Llama 3: Open foundation and instruction-tuned language models.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Llama 3: Open foundation and instruction-tuned language models

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:35.897670Z

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.

Observation 641e0e33-0a9b-4e1b-a226-f4408f6de827 · outbound

This paper cites Mistral small 3.1: The best model in its weight class.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Mistral small 3.1: The best model in its weight class

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:35.746221Z

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.

Observation 3f994386-dfbb-4d59-b580-5efa5883cce6 · outbound

This paper cites Macbench: A multimodal chemistry and materials science benchmark.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Macbench: A multimodal chemistry and materials science benchmark

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:35.664848Z

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.

Observation f95566bf-599d-4794-a27c-fa12fd4e32cc · outbound

This paper cites Claude 3.5 haiku: Our fastest model for daily tasks.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Claude 3.5 haiku: Our fastest model for daily tasks

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:35.547093Z

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.

Observation 3761e841-7ff2-40c1-8f80-dc27e0aebfc5 · outbound

This paper cites Claude 3.7 sonnet: Frontier reasoning made practical.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Claude 3.7 sonnet: Frontier reasoning made practical

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:35.433114Z

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.

Observation e5fc42b0-0c32-4ac9-942d-9ae3e324cc30 · outbound

This paper cites The sciqa scientific question answering benchmark for scholarly knowledge.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science The sciqa scientific question answering benchmark for scholarly knowledge

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:35.333753Z

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.

Observation 6f797387-1dd3-4d17-b096-8e4f0accec69 · outbound

This paper cites Testing and evaluation of health care applications of large language models: a systematic review.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Testing and evaluation of health care applications of large language models: a systematic review

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:35.248425Z

Source-reported events for the cited work

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Observation 2132cafa-11a9-42ee-b77b-6c75635a9ba1 · outbound

This paper cites Large language model assisted software engineering: prospects, challenges, and a case study.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Large language model assisted software engineering: prospects, challenges, and a case study

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:35.154901Z

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.

Observation 84b80401-ece1-43a0-8b7b-a162896ce705 · outbound

This paper cites Language models are few-shot learners.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Language models are few-shot learners

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:37:28.425497Z

Source-reported events for the cited work

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Observation f34aec46-0d30-463a-8c9a-85c5ec328b71 · outbound

This paper cites an unresolved cited work.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:37:35.007389Z

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.

Observation ea55b496-1462-4344-9429-0277bb753dc0 · outbound

This paper cites MicroVQA: A Multimodal Reasoning Benchmark for Microscopy-Based Scientific Research.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science MicroVQA: A Multimodal Reasoning Benchmark for Microscopy-Based Scientific Research

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T14:37:28.786181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92c3da44-2d64-4190-b906-a888cb901253 · outbound

This paper cites Physbench: Benchmarking and enhancing vision-language models for physical world understanding, 2025.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Physbench: Benchmarking and enhancing vision-language models for physical world understanding, 2025

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T14:37:28.944849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35d18a44-f0e9-4608-942d-7563f4dff2cd · outbound

This paper cites Pixtral-12b.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Pixtral-12b

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:34.860836Z

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.

Observation c98fd901-187b-4d6c-a376-4d87a6357c5d · outbound

This paper cites Crqbench: A benchmark of code reasoning questions, 2024.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Crqbench: A benchmark of code reasoning questions, 2024

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:34.743691Z

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.

Observation fbc9510b-ab2d-4229-b5bf-165ff9d0b7d3 · outbound

This paper cites an unresolved cited work.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T14:37:29.251692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbfafdb1-1525-4336-a9b4-fe3677afcc66 · outbound

This paper cites Chawla, Olaf Wiest, and Xiangliang Zhang.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Chawla, Olaf Wiest, and Xiangliang Zhang

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:34.582803Z

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.

Observation 5f1a9156-b12b-4e04-b277-c52ee4099d6b · outbound

This paper cites Can mllms reason in multimodality? emma: An enhanced multimodal reasoning benchmark, 2025.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Can mllms reason in multimodality? emma: An enhanced multimodal reasoning benchmark, 2025

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:34.469356Z

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.

Observation aa968392-d87f-4340-a6c2-98de0a00615a · outbound

This paper cites Accurate predictions on small data with a tabular foundation model.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Accurate predictions on small data with a tabular foundation model

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:34.358029Z

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.

Observation 70992795-0742-4325-8508-ed38e745d737 · outbound

This paper cites 14 examples of how llms can transform materials science and chemistry: a reflection on a large language model hackathon.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science 14 examples of how llms can transform materials science and chemistry: a reflection on a large language model hackathon

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:34.231828Z

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.

Observation db21a3d9-40be-4ddc-b733-5b274f9e3f11 · outbound

This paper cites LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T14:37:29.749186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd30ca1b-7695-4919-be07-b5ad9d084716 · outbound

This paper cites Llm based biological named entity recognition from scientific literature.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Llm based biological named entity recognition from scientific literature

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:34.118997Z

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.

Observation a2b9b61b-0b78-408e-987c-e2184fb36abb · outbound

This paper cites Physicsassistant: An llm-powered interactive learning robot for physics lab investigations.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Physicsassistant: An llm-powered interactive learning robot for physics lab investigations

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:33.991955Z

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.

Observation e859e63b-40c1-4330-a710-57b3de6eb1bd · outbound

This paper cites LAB-Bench: Measuring Capabilities of Language Models for Biology Research.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science LAB-Bench: Measuring Capabilities of Language Models for Biology Research

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T14:37:30.072144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 451c8672-784e-4d15-b39d-e1cb7520041d · outbound

This paper cites MMSci: A Dataset for Graduate-Level Multi-Discipline Multimodal Scientific Understanding.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science MMSci: A Dataset for Graduate-Level Multi-Discipline Multimodal Scientific Understanding

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T14:37:30.116405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb15f788-6e53-44a9-8197-84c88d93857b · outbound

This paper cites Micro-bench: A microscopy benchmark for vision-language under- standing.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Micro-bench: A microscopy benchmark for vision-language under- standing

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:33.876593Z

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.

Observation d3622575-f6ee-4858-aa5d-1385d97225ae · outbound

This paper cites Micro-bench: A microscopy benchmark for vision-language understanding.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Micro-bench: A microscopy benchmark for vision-language understanding

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:33.777254Z

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.

Observation 708d5cf2-cdfd-47b2-8a67-49f9699a65a9 · outbound

This paper cites Mathvista: Evaluating mathematical reasoning of foundation models in visual contexts, 2024.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Mathvista: Evaluating mathematical reasoning of foundation models in visual contexts, 2024

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T14:37:30.256204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e34cc524-12be-4fe9-9ac2-5ff46d2fc721 · outbound

This paper cites Learn to explain: Multimodal reasoning via thought chains for science question answering.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Learn to explain: Multimodal reasoning via thought chains for science question answering

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T14:37:30.303927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5416bac9-0491-4f9c-ac39-03140d769fa8 · outbound

This paper cites Biomedgpt: Open multimodal generative pre-trained transformer for biomedicine, 2023.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Biomedgpt: Open multimodal generative pre-trained transformer for biomedicine, 2023

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:33.575491Z

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.

Observation 2ac87514-d29f-4913-8188-41a29b7270e1 · outbound

This paper cites Bioinspiredllm: Conversational large language model for the mechanics of biological and bio-inspired materials.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Bioinspiredllm: Conversational large language model for the mechanics of biological and bio-inspired materials

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:33.463829Z

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.

Observation 2a7e0152-63e3-42c7-a425-836edad27553 · outbound

This paper cites Doan, Nam V.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Doan, Nam V

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:33.321751Z

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.

Observation 22b1e249-1851-49c9-938a-076dbbf8cdf2 · outbound

This paper cites Phi-4-multimodal-instruct.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Phi-4-multimodal-instruct

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:33.198023Z

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.

Observation b26e6f9a-2fc0-49fb-a8ba-1ae6a33983ff · outbound

This paper cites Using an llm to help with code understanding.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Using an llm to help with code understanding

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T14:37:30.548886Z

Source-reported events for the cited work

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Observation a0cd9816-c85c-4914-b826-8a08ad397619 · outbound

This paper cites Large language models in healthcare and medical domain: A review.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Large language models in healthcare and medical domain: A review

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:33.052953Z

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.

Observation 2212df79-8f48-42b2-8147-97951b1bb5ac · outbound

This paper cites Gpt-4o mini: Advancing cost-efficient intelligence, 2024.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Gpt-4o mini: Advancing cost-efficient intelligence, 2024

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:32.940031Z

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.

Observation 92df63d0-f197-41ff-be94-c4f0b36195ed · outbound

This paper cites GPT-4o System Card.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science GPT-4o System Card

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T14:37:30.708709Z

Source-reported events for the cited work

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Observation fec42848-87a7-4505-a9c4-9cd595b0b6bf · outbound

This paper cites A study of generative large language model for medical research and healthcare.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science A study of generative large language model for medical research and healthcare

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:32.818823Z

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.

Observation f653b38b-8d0d-46cc-bbb0-83f80696bb3f · outbound

This paper cites Qwen2.5-VL Technical Report.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Qwen2.5-VL Technical Report

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T14:37:30.807613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f15a4272-bf5a-4740-bcf2-f546336443b5 · outbound

This paper cites LLM4Mat-Bench: Benchmarking Large Language Models for Materials Property Prediction.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science LLM4Mat-Bench: Benchmarking Large Language Models for Materials Property Prediction

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T14:37:30.875077Z

Source-reported events for the cited work

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Observation 9fb76ad5-16be-484a-865c-860845309415 · outbound

This paper cites HoneyBee: Progressive Instruction Finetuning of Large Language Models for Materials Science.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science HoneyBee: Progressive Instruction Finetuning of Large Language Models for Materials Science

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T14:37:30.940777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3867d7c-f412-45c0-8c93-bbafa58a1b2b · outbound

This paper cites Multimodalqa: Complex question answering over text, tables and images, 2021.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Multimodalqa: Complex question answering over text, tables and images, 2021

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:32.671191Z

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.

Observation 03e99d67-dde6-41f2-8be8-41628a45f936 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context, 2024.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context, 2024

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:32.569747Z

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.

Observation 88e1ddc9-39df-4998-85a0-00aced3a962a · outbound

This paper cites Evaluating the Performance and Robustness of LLMs in Materials Science Q&A and Property Predictions.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Evaluating the Performance and Robustness of LLMs in Materials Science Q&A and Property Predictions

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T14:37:31.082625Z

Source-reported events for the cited work

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Observation ba7cdd1e-d66b-4bea-8c25-500ebba72495 · outbound

This paper cites Grok-2 beta release.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Grok-2 beta release

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:32.467257Z

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.

Observation 1301f6cc-0d56-4949-878e-e0c0e4f6819f · outbound

This paper cites Dearing, Jeffrey W.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Dearing, Jeffrey W

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:32.379796Z

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.

Observation 105ec70d-5db7-44a7-b69c-341314bc093b · outbound

This paper cites MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T14:37:31.232865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51af6c11-1a67-4ed3-80c1-ef5bc0101241 · outbound

This paper cites Mascqa: investigating materials science knowledge of large language models.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Mascqa: investigating materials science knowledge of large language models

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:32.281691Z

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.

Observation 150dd92c-c77a-49b6-ba9e-c34e8bece0a2 · outbound

This paper cites ChemLLM: A Chemical Large Language Model.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science ChemLLM: A Chemical Large Language Model

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T14:37:31.336529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de8ae1e0-fa17-410f-817a-0c2cfeff945a · outbound

This paper cites HoneyComb: A Flexible LLM-Based Agent System for Materials Science.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science HoneyComb: A Flexible LLM-Based Agent System for Materials Science

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T14:37:31.390393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64e0bd8d-2714-4e41-8485-a24995c40c8b · outbound

This paper cites Mathverse: Does your multi-modal llm truly see the diagrams in visual math problems? In European Conference on Computer Vision, pages 169–186.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science Mathverse: Does your multi-modal llm truly see the diagrams in visual math problems? In European Conference on Computer Vision, pages 169–186

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T14:37:31.458252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 337a535b-dda0-49a5-a77e-9fd53748ad23 · outbound

This paper cites The answer is (X) \.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science The answer is (X) \

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:32.159797Z

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.

Observation c563b09d-030b-48f7-bc5c-6f982145db88 · outbound

This paper cites peak shape.

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science peak shape

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:32.058024Z

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.

Pith citing papers

Observation 39e81633-0cfa-428b-bc6a-beda51a2d2d4 · inbound

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts cites this paper.

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:40.625888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cc40457-9300-49d1-a1d8-8cc7df978a9e · inbound

What to Ask Next? Probing the Imaginative Reasoning of LLMs with TurtleSoup Puzzles cites this paper.

What to Ask Next? Probing the Imaginative Reasoning of LLMs with TurtleSoup Puzzles Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-05T20:29:46.167368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb78a028-971f-4930-bbc2-63986891dcb5 · inbound

OmniMatBench: A Human-Calibrated Multimodal Reasoning Benchmark Across 19 Materials Science Subfields cites this paper.

OmniMatBench: A Human-Calibrated Multimodal Reasoning Benchmark Across 19 Materials Science Subfields Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-06-29T07:13:17.275215Z

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.