From: Concept recognition as a machine translation problem
Algorithm
Hardware
Training memory (GBs)
Training time (h)
CRF
CPUs
2–13
1–4
BiLSTM*
GPUs/CPUs**
17
29
BiLSTM-CRF
7
15
Char-Embeddings
30
84
BiLSTM-ELMo*
GPUs
42
700–1000
BioBERT
5
20
UZH@CRAFT-ST BioBERT* [4]
GPUS
120***
200
OpenNMT*
620
515
ConceptMapper [20]
N/A