Omni-LLMs show systematic failures at cross-modal coreference; a new dataset and both training-free and training-based fixes produce substantial gains on 13 models.
Ola- 7B in our table), indicating that data/recipe matters as much as parameter count
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CL 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Cross-Modal Coreference Alignment: Enabling Reliable Information Transfer in Omni-LLMs
Omni-LLMs show systematic failures at cross-modal coreference; a new dataset and both training-free and training-based fixes produce substantial gains on 13 models.