SentenceTransformer based on sentence-transformers/all-mpnet-base-v2

Model Details

Model Description

• Model Type: Sentence Transformer
• Base model: sentence-transformers/all-mpnet-base-v2
• Maximum Sequence Length: 384 tokens
• Output Dimensionality: 768 dimensions
• Similarity Function: Cosine Similarity

Model Sources

• Documentation: Sentence Transformers Documentation
• Repository: Sentence Transformers on GitHub
• Hugging Face: Sentence Transformers on Hugging Face

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 384, 'do_lower_case': False}) with Transformer model: MPNetModel 
  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
  (2): Normalize()
)

Usage

Direct Usage (Sentence Transformers)

Training Details

Training Dataset

Unnamed Dataset

• Size: 6,551 training samples
• Columns: sentence_0, sentence_1, and sentence_2
• Approximate statistics based on the first 1000 samples:

  	sentence_0	sentence_1	sentence_2
  type	string	string	string
  details	min: 58 tokens mean: 303.77 tokens max: 384 tokens	min: 52 tokens mean: 298.42 tokens max: 384 tokens	min: 58 tokens mean: 298.18 tokens max: 384 tokens

• Samples:

  sentence_0	sentence_1	sentence_2
  food presentation art of modifying, processing, arranging, or decorating food to enhance its aesthetic appeal Food presentation is the art of modifying, processing, arranging, or decorating food to enhance its aesthetic appeal. The visual presentation of foods is often considered by chefs at many different stages of food preparation, from the manner of tying or sewing meats, to the type of cut used in chopping and slicing meats or vegetables, to the style of mold used in a poured dish. The food itself may be decorated as in elaborately iced cakes, topped with ornamental sometimes sculptural consumables, drizzled with sauces, sprinkled with seeds, powders, or other toppings, or it may be accompanied by edible or inedible garnishes. Historically, the presentation of food has been used as a show of wealth and power. Such displays often emphasize the complexity of a dish's composition as opposed to its flavors. For instance, ancient sources recall the hosts of Roman banquets adding preciou...	golf course designer occupation; landscape architect specialized in designing golf courses A golf course is the grounds on which the sport of golf is played. It consists of a series of holes, each consisting of a tee box, a fairway, the rough and other hazards, and a green with a cylindrical hole in the ground, known as a "cup". The cup holds a flagstick, known as a "pin". A standard round of golf consists of 18 holes, and as such most courses contain 18 distinct holes; however, there are many 9-hole courses and some that have holes with shared fairways or greens. There are also courses with a non-standard number of holes, such as 12 or 14. The vast majority of golf courses have holes of varying length and difficulties that are assigned a standard score, known as par, that a proficient player should be able to achieve; this is usually three, four or five strokes. Par-3 courses consist of holes all of which have a par of three. Short courses have gained in popularity; these consist of m...	windmill machine that converts the energy of wind into rotational energy A windmill is a machine operated by the force of wind acting on vanes or sails to mill grain (gristmills). Windmills were used throughout the high medieval and early modern periods; the horizontal or panemone windmill first appeared in Persia during the 9th century, and the vertical windmill first appeared in northwestern Europe in the 12th century. Regarded as an icon of Dutch culture, there are approximately 1,000 windmills in the Netherlands today. {'aliases': ['wind mill']} {'instance of': 'geographic location', 'on focus list of Wikimedia project': 'Wikipedia:Vital articles/Level/4', 'occupant': 'World Trade Center'}
  brick block or a single unit of a ceramic material used in masonry construction A brick is a type of construction material used to build walls, pavements and other elements in masonry construction. Properly, the term brick denotes a unit primarily composed of clay, but is now also used informally to denote units made of other materials or other chemically cured construction blocks. Bricks can be joined using mortar, adhesives or by interlocking. Bricks are usually produced at brickworks in numerous classes, types, materials, and sizes which vary with region, and are produced in bulk quantities. Block is a similar term referring to a rectangular building unit composed of clay or concrete, but is usually larger than a brick. Lightweight bricks (also called lightweight blocks) are made from expanded clay aggregate. Fired bricks are one of the longest-lasting and strongest building materials, sometimes referred to as artificial stone, and have been used since c. 4000 BC. Air-dried bricks, ...	boomtown community that experiences sudden and rapid population and economic growth A boomtown is a community that undergoes sudden and rapid population and economic growth, or that is started from scratch. The growth is normally attributed to the nearby discovery of a precious resource such as gold, silver, or oil, although the term can also be applied to communities growing very rapidly for different reasons, such as a proximity to a major metropolitan area, large infrastructure projects, or an attractive climate. {'note': 'infobox not present in Wikipedia'} {'subclass of': 'city', 'part of': 'metropolitan area', 'country': 'Germany', 'instance of': 'concept'}	Crispy Crunch Canadian chocolate bar Crispy Crunch is a hard chocolate bar with a crispy peanut butter flake inside that is made by Cadbury in Canada. Harold Oswin, an employee of William Neilson, developed "Crispy Crunch" in 1930. {'name': 'Crispy Crunch', 'logo': 'Crispycrunch logo.png', 'logo_size': '200', 'producttype': 'Chocolate bar', 'currentowner': 'Cadbury', 'country': 'Canada', 'introduced': '{{start date and age
  Comics of the United Kingdom comic originating in the United Kingdom A British comic is a periodical published in the United Kingdom that contains comic strips. It is generally referred to as a comic or a comic magazine, and historically as a comic paper. As of 2014, the three longest-running comics of all time were all British. British comics are usually comics anthologies which are typically aimed at children, and are published weekly, although some are also published on a fortnightly or monthly schedule. The two most popular British comics, The Beano and The Dandy, were released by DC Thomson in the 1930s. By 1950 the weekly circulation of both reached two million. Explaining the enormous popularity of comics in British popular culture during this period, Anita O’Brien, director curator at London's Cartoon Museum, states: "When comics like The Beano and Dandy were invented back in the 1930s – and through really to the 1950s and 60s – these comics were almost the only entertainment a...	Romanesque architecture architectural style of Medieval Europe Romanesque architecture is an architectural style of medieval Europe that was predominant in the 11th and 12th centuries. The style eventually developed into the Gothic style with the shape of the arches providing a simple distinction: the Romanesque is characterized by semicircular arches, while the Gothic is marked by the pointed arches. The Romanesque emerged nearly simultaneously in multiple countries of Western Europe; its examples can be found across the continent, making it the first pan-European architectural style since Imperial Roman architecture. Similarly to Gothic, the name of the style was transferred onto the contemporary Romanesque art. Combining features of ancient Roman and Byzantine buildings and other local traditions, Romanesque architecture is known by its massive quality, thick walls, round arches, sturdy pillars, barrel vaults, large towers and decorative arcading. Each building has clearly defined f...	Castillo de Suel castle Sohail Castle (Spanish: Castillo Sohail) is a castle in Fuengirola, Spain. It is a historic fortress located in the coastal town of Fuengirola, situated along the Costa del Sol in the province of Málaga, Andalusia, Spain. The castle sits atop a hill overlooking the Mediterranean Sea, providing a strategic vantage point for controlling the surrounding area. Throughout its history, the castle has played a significant role in various historical events, and today it is a popular tourist attraction and cultural venue in the region. {'name': 'Sohail Castle', 'native_name': 'Castillo Sohail', 'caption': 'The Sohail Castle', 'location': 'Fuengirola, Spain', 'coordinates': '{{coord

• Loss: TripletLoss with these parameters:
  json

  1{ 2 "distance_metric": "TripletDistanceMetric.EUCLIDEAN", 3 "triplet_margin": 0.5 4}

Training Hyperparameters

Non-Default Hyperparameters

• num_train_epochs: 1
• fp16: True
• multi_dataset_batch_sampler: round_robin

All Hyperparameters

Training Logs

Framework Versions

• Python: 3.11.12
• Sentence Transformers: 3.4.1
• Transformers: 4.51.3
• PyTorch: 2.6.0+cu124
• Accelerate: 1.6.0
• Datasets: 3.5.1
• Tokenizers: 0.21.1

Citation

BibTeX

Sentence Transformers

TripletLoss