🚀 SentenceTransformer based on answerdotai/ModernBERT-base
This is a SentenceTransformer model fine - tuned on answerdotai/ModernBERT-base
, which can be used for sentence similarity tasks and feature extraction.
📚 Documentation
Model Information
Property |
Details |
Base Model |
answerdotai/ModernBERT-base |
Base Model Relation |
Finetune |
Datasets |
sentence-transformers/msmarco-co-condenser-margin-mse-sym-mnrl-mean-v1 |
Language |
en |
Library Name |
sentence-transformers |
Metrics |
cosine_accuracy |
Pipeline Tag |
sentence-similarity |
Tags |
sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:11662655, loss:CachedMultipleNegativesRankingLoss |
Widget Examples
The widget provides several source sentences and candidate sentences for testing sentence similarity:
- Source Sentence 1: what county is lyndhurst, ohio in
- Candidate Sentence 1: This article is about the song written by Kenneth Gamble, Leon Huff and Cary Gilbert. For the Tina Turner song, see Don't Leave Me This Way (Tina Turner song). Don't Leave Me This Way is a song written by Kenneth Gamble, Leon Huff and Cary Gilbert. First charting as a hit for Harold Melvin & the Blue Notes featuring Teddy Pendergrass, an act on Gamble & Huff's Philadelphia International label in 1975, Don't Leave Me This Way was later a huge disco hit for Motown artist Thelma Houston in 1977.
- Candidate Sentence 2: "Lyndhurst is a city in Cuyahoga County, Ohio, United States. The population was 14,001 at the 2010 census. Lyndhurst is located in northeastern Ohio, and is a suburb of Cleveland. A small part of Lyndhurst was originally part of Mayfield Township. It used to be called Euclidville before Lyndhurst was chosen. Lyndhurst is located at 41°31′17″N 81°29′25″W / 41.52139°N 81.49028°W / 41.52139; -81.49028 (41.521352, -81.490141)."
- Candidate Sentence 3: Welcome to Trumbull County... Trumbull County, the county seat, located in Warren, Ohio, consists of a combination of both urban and rural communities situated in the northeast corner of Ohio. It is situated roughly between the Youngstown, Cleveland and Akron corridors.
- Source Sentence 2: who founded the american graphophone company
- Candidate Sentence 1: In 1886, Graham Bell and Charles Sumner Tainter founded the American Graphophone Company to distribute and sell graphophones in the US and Canada under license from the Volta Graphophone Company. In 1890, the American Graphophone Company stopped production of new phonographs due to sagging orders.
- Candidate Sentence 2: ShelfGenie How much does a ShelfGenie franchise cost? ShelfGenie has a franchise fee of up to $45,000, with a total initial investment range of $70,100 to $107,750. Local ShelfGenie franchise opportunities. ShelfGenie is looking to grow in a number of cities around the country. To find out if there's a franchise opportunity in your city, unlock more information.
- Candidate Sentence 3: "A+E Networks. The technology that made the modern music business possible came into existence in the New Jersey laboratory where Thomas Alva Edison created the first device to both record sound and play it back. He was awarded U.S. Patent No. 200,521 for his invention—the phonograph—on this day in 1878."
- Source Sentence 3: is housekeeping camp flooded?
- Candidate Sentence 1: 'What is the importance of housekeeping at work? A: Workplace housekeeping promotes sanitation, safety, organization and productivity. It also boosts morale. Daily housekeeping maintenance keeps the workplac... Full Answer >'
- Candidate Sentence 2: The back patio area of a cabin is partially submerged in flood water at Housekeeping Camp on Monday, Jan. 9, 2017, in Yosemite National Park. The Merced River, swollen with storm runoff, crested at 12.7 feet at 4 a.m. SILVIA FLORES sflores@fresnobee.com.
- Candidate Sentence 3: "1 Bake for 8 minutes, then rotate the pan and check the underside of the bagels. 2 If they’re getting too dark, place another pan under the baking sheet. ( 3 Doubling the pan will insulate the first baking sheet.) Bake for another 8 to 12 minutes, until the bagels are a golden brown. 4 13."
- Source Sentence 4: causes for infection in the nerve of tooth
- Candidate Sentence 1: If a cavity is causing the toothache, your dentist will fill the cavity or possibly extract the tooth, if necessary. A root canal might be needed if the cause of the toothache is determined to be an infection of the tooth's nerve. Bacteria that have worked their way into the inner aspects of the tooth cause such an infection. An antibiotic may be prescribed if there is fever or swelling of the jaw.
- Candidate Sentence 2: "According to Article III, Section 1 of the Constitution, judges and justices of the Judicial Branch serve during good behavior.. This means they are appointed for life, unles … s they are impeached and removed from office. + 50 others found this useful.he term length for members of the House are two years and a staggering six years for members of the Senate."
- Candidate Sentence 3: Inflamed or infected pulp (pulpitis) most often causes a toothache. To relieve the pain and prevent further complications, the tooth may be extracted (surgically removed) or saved by root canal treatment.
- Source Sentence 5: what county is hayden in
- Candidate Sentence 1: Normally, the Lead Agency is the agency with general governmental powers such as a city or a county. Agencies with limited powers or districts that provide a public service/utility such as a recreation and park district will tend to be a Responsible Agency.
- Candidate Sentence 2: According to the United States Census Bureau, the city has a total area of 9.61 square miles (24.89 km2), of which 9.60 square miles (24.86 km2) is land and 0.01 square miles (0.03 km2) is water. It lies at the southwestern end of Hayden Lake, and the elevation of the city is 2,287 feet (697 m) above sea level. Hayden is located on U.S. Route 95 at the junction of Route 41. It is also four miles (6 km) north of Interstate 90 and Coeur d'Alene. The Coeur d'Alene airport is northwest of Hayden.
- Candidate Sentence 3: Hayden is a city in Kootenai County, Idaho, United States. Located in the northern portion of the state, just north of Coeur d'Alene, its population was 13,294 at the 2010 census.
Model Performance
The model has been evaluated on multiple datasets, and here are some of the results:
Dataset |
Task Type |
Metrics |
Value |
msmarco co condenser dev |
Triplet |
Cosine Accuracy |
0.984 |
MTEB AmazonCounterfactualClassification (en - ext) |
Classification |
Accuracy |
65.997 |
MTEB AmazonCounterfactualClassification (en - ext) |
Classification |
F1 |
53.595099999999995 |
MTEB AmazonCounterfactualClassification (en - ext) |
Classification |
F1 Weighted |
72.5304 |
MTEB AmazonCounterfactualClassification (en - ext) |
Classification |
AP |
16.3093 |
MTEB AmazonCounterfactualClassification (en - ext) |
Classification |
AP Weighted |
16.3093 |
MTEB AmazonCounterfactualClassification (en - ext) |
Classification |
Main Score |
65.997 |
... |
... |
... |
... |
(The full list of performance metrics is too long to display here. Please refer to the original README for complete information.)