Cover Image

TopoBench: Benchmarking LLMs on Hard Topological Reasoning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Maniparambil, Mayug, Hoehing, Nils, Kapuriya, Janak, Karuvally, Arjun, Rushe, Ellen, Ventresque, Anthony, O'Connor, Noel, Reid, Fergal
Format:	Preprint
Published:	2026
Subjects:	Artificial Intelligence Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Understanding Space Is Rocket Science -- Only Top Reasoning Models Can Solve Spatial Understanding Tasks
by: Hoehing, Nils, et al.
Published: (2025)

TopoBench: A Framework for Benchmarking Topological Deep Learning
by: Telyatnikov, Lev, et al.
Published: (2024)

Metamorphic Testing for Pose Estimation Systems
by: Duran, Matias, et al.
Published: (2025)

Hold-One-Shot-Out (HOSO) for Validation-Free Few-Shot CLIP Adapters
by: Vorster, Chris, et al.
Published: (2026)

Underrepresented in Foundation Model Pretraining Data? A One-Shot Probe
by: Vorster, Chris, et al.
Published: (2026)

Are Natural-Domain Foundation Models Effective for Accelerated Cardiac MRI Reconstruction?
by: Hashmi, Anam, et al.
Published: (2026)

Ensemble Learning with Sparse Hypercolumns
by: Dietlmeier, Julia, et al.
Published: (2026)

Pinpoint Counterfactuals: Reducing social bias in foundation models via localized counterfactual generation
by: Sirotkin, Kirill, et al.
Published: (2024)

Harnessing Frozen Unimodal Encoders for Flexible Multimodal Alignment
by: Maniparambil, Mayug, et al.
Published: (2024)

A Progressive Evaluation Framework for Multicultural Analysis of Story Visualization
by: Kapuriya, Janak, et al.
Published: (2025)

Do Vision and Language Encoders Represent the World Similarly?
by: Maniparambil, Mayug, et al.
Published: (2024)

Test-Time Adaptation with SaLIP: A Cascade of SAM and CLIP for Zero shot Medical Image Segmentation
by: Aleem, Sidra, et al.
Published: (2024)

Spiritual-LLM : Gita Inspired Mental Health Therapy In the Era of LLMs
by: Kapuriya, Janak, et al.
Published: (2025)

Tiny Recursive Reasoning with Mamba-2 Attention Hybrid
by: Wang, Wenlong, et al.
Published: (2026)

Exploring the Role of Diversity in Example Selection for In-Context Learning
by: Kapuriya, Janak, et al.
Published: (2025)

Hidden Traveling Waves bind Working Memory Variables in Recurrent Neural Networks
by: Karuvally, Arjun, et al.
Published: (2024)

Semantic Frame Aggregation-based Transformer for Live Video Comment Generation
by: Fatima, Anam, et al.
Published: (2025)

DW-Bench: Benchmarking LLMs on Data Warehouse Graph Topology Reasoning
by: Ahmed, Ahmed G. A. H, et al.
Published: (2026)

Exponential Dynamic Energy Network for High Capacity Sequence Memory
by: Karuvally, Arjun, et al.
Published: (2025)

Metformin and exercise prescription: Time for evidence‐based guidance
by: Kellie Hoehing, et al.
Published: (2024)

TopoPrune: Robust Data Pruning via Unified Latent Space Topology
by: Roy, Arjun, et al.
Published: (2026)

DNR Bench: Benchmarking Over-Reasoning in Reasoning LLMs
by: Hashemi, Masoud, et al.
Published: (2025)

ChaosBench-Logic: A Benchmark for Logical and Symbolic Reasoning on Chaotic Dynamical Systems
by: Thomas, Noel
Published: (2026)

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning
by: Yang, Yiming, et al.
Published: (2025)

HardSecBench: Benchmarking the Security Awareness of LLMs for Hardware Code Generation
by: Chen, Qirui, et al.
Published: (2026)

Transient Dynamics in Lattices of Differentiating Ring Oscillators
by: DelMastro, Peter, et al.
Published: (2025)

CriticBench: Benchmarking LLMs for Critique-Correct Reasoning
by: Lin, Zicheng, et al.
Published: (2024)

DPrivBench: Benchmarking LLMs' Reasoning for Differential Privacy
by: Wang, Erchi, et al.
Published: (2026)

Coordinates from Context: Using LLMs to Ground Complex Location References
by: Masis, Tessa, et al.
Published: (2025)

TopoStreamer: Temporal Lane Segment Topology Reasoning in Autonomous Driving
by: Yang, Yiming, et al.
Published: (2025)

TopoLogic: An Interpretable Pipeline for Lane Topology Reasoning on Driving Scenes
by: Fu, Yanping, et al.
Published: (2024)

RiddleBench: A New Generative Reasoning Benchmark for LLMs
by: Halder, Deepon, et al.
Published: (2025)

FeynmanBench: Benchmarking Multimodal LLMs on Diagrammatic Physics Reasoning
by: Wang, Zeyu, et al.
Published: (2026)

HiBench: Benchmarking LLMs Capability on Hierarchical Structure Reasoning
by: Jiang, Zhuohang, et al.
Published: (2025)

FinTradeBench: A Financial Reasoning Benchmark for LLMs
by: Agrawal, Yogesh, et al.
Published: (2026)

DeonticBench: A Benchmark for Reasoning over Rules
by: Dou, Guangyao, et al.
Published: (2026)

TopoPoint: Enhance Topology Reasoning via Endpoint Detection in Autonomous Driving
by: Fu, Yanping, et al.
Published: (2025)

RelTopo: Multi-Level Relational Modeling for Driving Scene Topology Reasoning
by: Luo, Yueru, et al.
Published: (2025)

MM-PhyQA: Multimodal Physics Question-Answering With Multi-Image CoT Prompting
by: Anand, Avinash, et al.
Published: (2024)

GeoGramBench: Benchmarking the Geometric Program Reasoning in Modern LLMs
by: Luo, Shixian, et al.
Published: (2025)