MapTab is a new multimodal benchmark with 328 images and nearly 200k queries that shows current MLLMs have substantial difficulty with multi-criteria route planning when visual and tabular information must be combined.
Mariana Romanyshyn, Oleksiy Syvokon, and Roman Kyslyi
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
citation-role summary
background 2
citation-polarity summary
years
2026 2roles
background 1polarities
background 1representative citing papers
Agentic RAG for Ukrainian improves answer accuracy via retries but is still limited by document and page retrieval quality.
citing papers explorer
-
MapTab: Are MLLMs Ready for Multi-Criteria Route Planning in Heterogeneous Graphs?
MapTab is a new multimodal benchmark with 328 images and nearly 200k queries that shows current MLLMs have substantial difficulty with multi-criteria route planning when visual and tabular information must be combined.
-
Toward Agentic RAG for Ukrainian
Agentic RAG for Ukrainian improves answer accuracy via retries but is still limited by document and page retrieval quality.