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most citedFew-Shot Domain Adaptation for Named-Entity Recognition via Joint Constrained k-Means and Subspace Selection

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cs.CL2025

Kad: A Framework for Proxy-based Test-time Alignment with Knapsack Approximation Deferral

Ayoub Hammal, Pierre Zweigenbaum, Caio Corro

Several previous works concluded that the largest part of generation capabilities of large language models (LLM) are learned (early) during pre-training. However, LLMs still requir…

cs.CL2025

DocPolarBERT: A Pre-trained Model for Document Understanding with Relative Polar Coordinate Encoding of Layout Structures

Benno Uthayasooriyar, Antoine Ly, Franck Vermet +1

We introduce DocPolarBERT, a layout-aware BERT model for document understanding that eliminates the need for absolute 2D positional embeddings. We extend self-attention to take int…