8 citations · 8 across the 3 of their papers we have counts for
3 papers · 1 filter
Adaptation Approaches for Nearest Neighbor Language Models
Rishabh Bhardwaj, George Polovets, Monica Sunkara
Semi-parametric Nearest Neighbor Language Models (NN-LMs) have produced impressive gains over purely parametric LMs, by leveraging large-scale neighborhood retrieval over extern…
Meta-Learning the Difference: Preparing Large Language Models for Efficient Adaptation
Zejiang Hou, Julian Salazar, George Polovets
Large pretrained language models (PLMs) are often domain- or task-adapted via fine-tuning or prompting. Finetuning requires modifying all of the parameters and having enough data t…
Long-span language modeling for speech recognition
Sarangarajan Parthasarathy, William Gale, Xie Chen +2
We explore neural language modeling for speech recognition where the context spans multiple sentences. Rather than encode history beyond the current sentence using a cache of words…