GRAIL uses context-subtractive query steering at the embedding level to break semantic anchoring in iterative retrieval, achieving a 40.3% macro-averaged gain on MultimodalQA via a hybrid routing framework.
##; … ; #$ Transformer [QA] TOKEN B Image Text contrastive penalty from negative anchor pull to anchor TOKEN A TOKEN C [CLS] [CLS] [CLS] [CLS]
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.IR 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Subtraction Gets You More: Gap-Aware Retrieval for Multimodal Multi-Hop QA
GRAIL uses context-subtractive query steering at the embedding level to break semantic anchoring in iterative retrieval, achieving a 40.3% macro-averaged gain on MultimodalQA via a hybrid routing framework.