SATIN: A Multi-Task Metadataset for Classifying Satellite Imagery using Vision-Language Models. - Jonathan Roberts 004; Kai Han 001; Samuel Albanie (CoRR, 2023)

GPT4GEO: How a Language Model Sees the World's Geography. - Jonathan Roberts 004; Timo Lüddecke; Sowmen Das; Kai Han 001; Samuel Albanie (CoRR, 2023)

Charting New Territories: Exploring the Geographic and Geospatial Capabilities of Multimodal LLMs. - Jonathan Roberts 004; Timo Lüddecke; Rehan Sheikh; Kai Han 001; Samuel Albanie (CVPR Workshops, 2024)

SciFIBench: Benchmarking Large Multimodal Models for Scientific Figure Interpretation. - Jonathan Roberts 004; Kai Han 001; Neil Houlsby; Samuel Albanie (NeurIPS, 2024)

GRAB: A Challenging GRaph Analysis Benchmark for Large Multimodal Models. - Jonathan Roberts 004; Kai Han 001; Samuel Albanie (CoRR, 2024)

Beyond Outcomes: Transparent Assessment of LLM Reasoning in Games. - Wenye Lin; Jonathan Roberts 004; Yunhan Yang; Samuel Albanie; Zongqing Lu 002; Kai Han 001 (CoRR, 2024)

GAMEBoT: Transparent Assessment of LLM Reasoning in Games. - Wenye Lin; Jonathan Roberts 004; Yunhan Yang; Samuel Albanie; Zongqing Lu 002; Kai Han 001 (ACL (1), 2025)

Needle Threading: Can LLMs Follow Threads Through Near-Million-Scale Haystacks? - Jonathan Roberts 004; Kai Han 001; Samuel Albanie (ICLR, 2025)

ZeroBench: An Impossible Visual Benchmark for Contemporary Large Multimodal Models. - Jonathan Roberts 004; Mohammad Reza Taesiri; Ansh Sharma; Akash Gupta; Samuel Roberts; Ioana Croitoru; Simion-Vlad Bogolin; Jialu Tang; Florian Langer; Vyas Raina; Vatsal Raina; Hanyi Xiong; et al. (CoRR, 2025)