Transformers How to use NAMAA-Space/KnowledgeGraphEval-2026-AdaptNER-MARBERTv2-Nested with Transformers:
# Use a pipeline as a high-level helper
from transformers import pipeline
pipe = pipeline("token-classification", model="NAMAA-Space/KnowledgeGraphEval-2026-AdaptNER-MARBERTv2-Nested") # pip install -U transformers accelerate
# Load model directly
from transformers import AutoTokenizer, AutoModelForTokenClassification
tokenizer = AutoTokenizer.from_pretrained("NAMAA-Space/KnowledgeGraphEval-2026-AdaptNER-MARBERTv2-Nested")
model = AutoModelForTokenClassification.from_pretrained("NAMAA-Space/KnowledgeGraphEval-2026-AdaptNER-MARBERTv2-Nested", device_map="auto") 
