Cover Image

Stress-Testing Multimodal Foundation Models for Crystallographic Reasoning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Polat, Can, Kurban, Hasan, Serpedin, Erchin, Kurban, Mustafa
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Materials Science Computation and Language Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

QuantumCanvas: A Multimodal Benchmark for Visual Learning of Atomic Interactions
by: Polat, Can, et al.
Published: (2025)

SCALAR: Quantifying Structural Hallucination, Consistency, and Reasoning Gaps in Materials Foundation Models
by: Polat, Can, et al.
Published: (2026)

Beyond Atomic Geometry Representations in Materials Science: A Human-in-the-Loop Multimodal Framework
by: Polat, Can, et al.
Published: (2025)

Understanding the Capabilities of Molecular Graph Neural Networks in Materials Science Through Multimodal Learning and Physical Context Encoding
by: Polat, Can, et al.
Published: (2025)

How Far Can You Grow? Characterizing the Extrapolation Frontier of Graph Generative Models for Materials Science
by: Polat, Can, et al.
Published: (2026)

C2NP: A Benchmark for Learning Scale-Dependent Geometric Invariances in 3D Materials Generation
by: Polat, Can, et al.
Published: (2026)

IRIS: A Real-World Benchmark for Inverse Recovery and Identification of Physical Dynamic Systems from Monocular Video
by: Khanbayov, Rasul, et al.
Published: (2026)

Knowing When Not to Answer: Abstention-Aware Scientific Reasoning
by: Abdaljalil, Samir, et al.
Published: (2026)

xChemAgents: Agentic AI for Explainable Quantum Chemistry
by: Polat, Can, et al.
Published: (2025)

HalluVerse25: Fine-grained Multilingual Benchmark Dataset for LLM Hallucinations
by: Abdaljalil, Samir, et al.
Published: (2025)

Audit-of-Understanding: Posterior-Constrained Inference for Mathematical Reasoning in Language Models
by: Abdaljalil, Samir, et al.
Published: (2025)

Theorem-of-Thought: A Multi-Agent Framework for Abductive, Deductive, and Inductive Reasoning in Language Models
by: Abdaljalil, Samir, et al.
Published: (2025)

Evaluating Multilingual and Code-Switched Alignment in LLMs via Synthetic Natural Language Inference
by: Abdaljalil, Samir, et al.
Published: (2025)

Halluverse-M^3: A multitask multilingual benchmark for hallucination in LLMs
by: Abdaljalil, Samir, et al.
Published: (2026)

4D Synchronized Fields: Motion-Language Gaussian Splatting for Temporal Scene Understanding
by: Barhdadi, Mohamed Rayan, et al.
Published: (2026)

LGQ: Learning Discretization Geometry for Scalable and Stable Image Tokenization
by: Altun, Idil Bilge, et al.
Published: (2026)

SINdex: Semantic INconsistency Index for Hallucination Detection in LLMs
by: Abdaljalil, Samir, et al.
Published: (2025)

MORSE-500: A Programmatically Controllable Video Benchmark to Stress-Test Multimodal Reasoning
by: Cai, Zikui, et al.
Published: (2025)

Implicit Multimodal Alignment: On the Generalization of Frozen LLMs to Multimodal Inputs
by: Shukor, Mustafa, et al.
Published: (2024)

Intern-S1: A Scientific Multimodal Foundation Model
by: Bai, Lei, et al.
Published: (2025)

Test-Time Matching: Unlocking Compositional Reasoning in Multimodal Models
by: Zhu, Yinglun, et al.
Published: (2025)

SAFE: A Sparse Autoencoder-Based Framework for Robust Query Enrichment and Hallucination Mitigation in LLMs
by: Abdaljalil, Samir, et al.
Published: (2025)

Intern-S1-Pro: Scientific Multimodal Foundation Model at Trillion Scale
by: Zou, Yicheng, et al.
Published: (2026)

InSight-o3: Empowering Multimodal Foundation Models with Generalized Visual Search
by: Li, Kaican, et al.
Published: (2025)

Zero-Shot Refinement of Buildings' Segmentation Models using SAM
by: Mayladan, Ali, et al.
Published: (2023)

A Survey of Reasoning with Foundation Models
by: Sun, Jiankai, et al.
Published: (2023)

ImageChain: Advancing Sequential Image-to-Text Reasoning in Multimodal Large Language Models
by: Villegas, Danae Sánchez, et al.
Published: (2025)

C2-Evo: Co-Evolving Multimodal Data and Model for Self-Improving Reasoning
by: Chen, Xiuwei, et al.
Published: (2025)

HEMM: Holistic Evaluation of Multimodal Foundation Models
by: Liang, Paul Pu, et al.
Published: (2024)

Imagine while Reasoning in Space: Multimodal Visualization-of-Thought
by: Li, Chengzu, et al.
Published: (2025)

Bridging the Gap Between Multimodal Foundation Models and World Models
by: He, Xuehai
Published: (2025)

Many-Shot In-Context Learning in Multimodal Foundation Models
by: Jiang, Yixing, et al.
Published: (2024)

MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification
by: Sun, Linzhuang, et al.
Published: (2025)

Cephalo: Multi-Modal Vision-Language Models for Bio-Inspired Materials Analysis and Design
by: Buehler, Markus J.
Published: (2024)

Multilingual OCR-Aware Fine-Tuning and Prompt-Guided Chain-of-Thought Reasoning for Multimodal Large Language Models
by: Xu, Qinwu, et al.
Published: (2026)

SceneAlign: Aligning Multimodal Reasoning to Scene Graphs in Complex Visual Scenes
by: Wang, Chuhan, et al.
Published: (2026)

A Concept-Based Explainability Framework for Large Multimodal Models
by: Parekh, Jayneel, et al.
Published: (2024)

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis
by: Li, Chengzu, et al.
Published: (2025)

GSR-BENCH: A Benchmark for Grounded Spatial Reasoning Evaluation via Multimodal LLMs
by: Rajabi, Navid, et al.
Published: (2024)

MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts
by: Lu, Pan, et al.
Published: (2023)