sentence-transformers How to use tomaarsen/ModernBERT-base-uncased-prefix-space-msmarco-margin-mse with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("tomaarsen/ModernBERT-base-uncased-prefix-space-msmarco-margin-mse")
sentences = [
"driving distance miami to fort lauderdale",
"This Distance calculator provides both the by air, and by road distance between cities in both miles and kms, along with a map and driving directions â please scroll down to see it, and a little further for the city to city driving directions. This is the by air, as the crow flies distance between the two cities.",
"Driving distance from Fort Lauderdale, FL to Miami, FL. The total driving distance from Fort Lauderdale, FL to Miami, FL is 27 miles or 43 kilometers. Your trip begins in Fort Lauderdale, Florida. It ends in Miami, Florida. If you are planning a road trip, you might also want to calculate the total driving time from Fort Lauderdale, FL to Miami, FL so you can see when you'll arrive at your destination.",
"The total driving distance from Fort Lauderdale to Miami Beach, FL is 32 miles. It can take 1 hour to 1.5 hours depending on how bad the traffic is or in rush hour. Or 11.30 at night it may be 1 hour, but will be less 1 hour.",
"Distance Between Cordova Tennessee United States and Memphis International Airport (MEM) Tennessee United States, flight and driving distances and airport information. Distance calculator.",
"Distance Map Info. Optimal route map between New Smyrna Beach, FL and Melbourne, FL. This route will be about 75 Miles. The driving route information(distance, estimated time, directions), flight route, traffic information and print the map features are placed on the top right corner of the map.",
"Driving distance from Fort Lauderdale, FL to Miami, FL. The total driving distance from Fort Lauderdale, FL to Miami, FL is 27 miles or 43 kilometers.Your trip begins in Fort Lauderdale, Florida. It ends in Miami, Florida.ou can also calculate the cost of driving from Fort Lauderdale, FL to Miami, FL based on current local fuel prices and an estimate of your car's best gas mileage.",
"There are 25.15 miles from Miami to Fort Lauderdale in north direction and 29.11 miles (46.85 kilometers) by car, following the I-95 route. Miami and Fort Lauderdale are 31 minutes far apart, if you drive non-stop. This is the fastest route from Miami, FL to Fort Lauderdale, FL. The halfway point is Aventura, FL.",
"Need to know towns or cities within a specific radius of other places try this Towns within a Radius of Treasure Island tool. The distance between Treasure Island and St Augustine in a straight line is 172 miles or 276.75 Kilometers.",
"Distance calculator helps you to find the distance between cities and calculate the flying and driving distance in both kilometers and miles. Distance Calculator Distance calculator is a tool for calculating distance between cities or places on map."
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [10, 10] 
