Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T14:37:31.568740Z
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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T14:27:40.625888Z
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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
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 2026-08-08T06:32:00.761636+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
Unavailable: canonical work link unavailable.
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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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
Unavailable: canonical work link unavailable.
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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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
Unavailable: canonical work link unavailable.
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 2026-08-08T06:32:00.761636+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
Unavailable: canonical work link unavailable.
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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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
Unavailable: canonical work link unavailable.
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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+00:00.