Model: Alessio-Borgi/all-mpnet-base-v2-margin-based-triplet-loss-finetuned-culture-5-epochs-enhanced
Author: Alessio-Borgi
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, mpnet, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:6551, loss:TripletLoss, arxiv:1908.10084, arxiv:1703.07737, base_model:sentence-transformers/all-mpnet-base-v2, base_model:finetune:sentence-transformers/all-mpnet-base-v2, endpoints_compatible, region:us
Base models (finetune): id: sentence-transformers/all-mpnet-base-v2
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:6551, loss:TripletLoss
base_model: sentence-transformers/all-mpnet-base-v2
widget: source_sentence: Bachtel a summit in the canton of Zurich Bachtel is a mountain of the Zurich Oberland, located between Hinwil and Wald in the canton of Zurich. It lies approximately halfway between the Schnebelhorn (the highest point of the canton) and Lake Zurich. On the summit is the Bachtel Tower, a 60 metres (200 ft) tall radio tower. The Bachtel range (also Allmann or Allmen, Bachtel-Allmen-Kette) separates the Töss and Glatt basins. Extending to the north of Bachtel proper, towards Bauma, it includes Auenberg (1050 m), Allmen (1079 m) and Stüssel (1051 m). {'name': 'Bachtel', 'photo': 'HinwilBachtel.JPG', 'photo_caption': 'View from the summit', 'elevation_m': '1115', 'prominence_m': '358', 'parent_peak': 'Tweralpspitz', 'map': 'Switzerland', 'map_caption': 'Location in Switzerland', 'location': 'Zurich, Switzerland', 'range': 'Eastern Swiss Prealps', 'coordinates': '{{coord|47|17|41|N|8|53|11|E|type:mountain_region:CH_scale:100000|format|=|dms|display|=|inline,title}}', 'easiest_route': 'Road'} {'instance of': 'mountain', 'country': 'Switzerland', 'continent': 'Europe', 'located in the administrative territorial entity': 'Canton of the Grisons', 'subclass of': 'mountain', 'mountain range': 'Schwyzer Voralpen', 'described by source': 'Meyers Konversations-Lexikon, 4th edition (1885–1890)'}
sentences: trees of Pakistan tree species of the country Pakistan In Pakistan, more than 430 tree species are distributed over 82 families and 226 genera. Out of these, 22 species from 5 families and 11 genera belong to softwood trees of gymnosperms. For all plant families found in Pakistan, see Flora of Pakistan. The Deodar Tree is the official national tree of Pakistan. Its name is derived from 'Sanskrit' and means "Wood of the God". It is amongst the tallest trees in the country, reaching heights of around 40-50 meters, with trunks up to 3 meters in diameter. {'note': 'infobox not present in Wikipedia'} {'subclass of': 'tree'}, emblem book book collecting emblems (allegorical illustrations) with accompanying explanatory text An emblem book is a book collecting emblems (allegorical illustrations) with accompanying explanatory text, typically morals or poems. This category of books was popular in Europe during the 16th and 17th centuries. Emblem books are collections of sets of three elements: an icon or image, a motto, and text explaining the connection between the image and motto. The text ranged in length from a few lines of verse to pages of prose. Emblem books descended from medieval bestiaries that explained the importance of animals, proverbs, and fables. In fact, writers often drew inspiration from Greek and Roman sources such as Aesop's Fables and Plutarch's Lives. {'aliases': ['emblem books']} {'subclass of': 'book'}, moving walkway roughly horizontal conveyor for pedestrians A moving walkway, also known as an autowalk, moving pavement, moving sidewalk in US English, travolator, or travelator, is a slow-moving conveyor mechanism that transports people across a horizontal or inclined plane over a short to medium distance. Moving walkways can be used by standing or walking on them. They are often installed in pairs, one for each direction. {'aliases': ['moving sidewalk', 'autowalk', 'moving pavement', 'people-mover', 'travolator', 'travelator']} {'instance of': 'mode of transport', 'subclass of': 'mode of transport', 'described by source': 'Meyers Konversations-Lexikon, 4th edition (1885–1890)', 'on focus list of Wikimedia project': 'Wikipedia:Vital articles/Level/4', 'has use': 'transport'}, source_sentence: charity supergroup Group of famous musicians formed to raise funds or awareness A charity supergroup is a music group comprising famous musicians or other celebrities which is formed to raise funds or awareness for charities or causes. The supergroup is usually together only for a single album, performance, or single. The concept dates back to at least 1971 when George Harrison and Ravi Shankar organized The Concert for Bangladesh, and a subsequent album and film, to support UNICEF relief efforts in that country. In the 1980s forming a one-off supergroup to record a charity single became a popular way of promoting a current cause, following Band Aid's "Do They Know Its Christmas?" and USA for Africa's "We Are the World" which were recorded to support famine relief in Ethiopia in 1984 and 1985 respectively. {'note': 'infobox not present in Wikipedia'} {'subclass of': 'musical group', 'instance of': 'type of musical group'}
sentences: Jakob Felsing engraver (1802-1883) Georg Jakob Felsing (22 July 1802, Darmstadt - 9 June 1883, Darmstadt) was a German line-engraver. {'aliases': ['Georg Jakob Felsing', 'Jacob Felsing', 'Georg-Jakob Felsing', 'Georg Jacob Felsing']} {'instance of': 'human', 'occupation': 'artist', 'languages spoken, written or signed': 'German', 'country of citizenship': 'Germany', 'sex or gender': 'female', 'copyright status as a creator': 'works protected by copyrights', 'place of death': 'London'}, Jugo species of plant Juglans regia, known by various common names including the common walnut, English walnut, or Persian walnut amongst other names, is a species of walnut. It is native to Eurasia in at least southwest and central Asia and southeast Europe, but its exact natural area is obscure due to its long history of cultivation. The species has numerous cultivars which produce the edible walnut consumed around the world and produced predominately in China. It is widely cultivated across temperate regions throughout the world including those of Eurasia, Australia, and the Americas. {'image_caption': 'Mature walnut tree', 'status': 'LC', 'status_system': 'IUCN3.1', 'genus': 'Juglans', 'parent': 'Juglans sect. Juglans', 'species': 'regia', 'authority': 'L.', 'range_map': 'Juglans regia range.svg', 'range_map_caption': 'Distribution map', 'synonyms_ref': '{{citation needed|reason|=|Always supply a suitable, single citation for synonym lists|date|=|November 2018}}', 'synonyms': "''J. duclouxiana'' <small>Dode</small><br />''J. fallax'' <small>Dode</small><br />''J. kamaonica'' <small>(C. de Candolle) Dode</small><br />''J. orientis'' <small>Dode</small><br />''J. regia'' subsp. ''fallax'' <small>(Dode) Popov</small><br />''J. regia'' subsp. ''kamaonica'' <small>(C. de Candolle) Mansf.</small><br />''J. regia'' subsp. ''turcomanica'' <small>Popov</small><br />''J. regia'' var. ''orientis'' <small>(Dode) Kitam.</small><br />''J. regia'' var. ''sinensis'' <small>C. de Candolle</small><br />''J. sinensis'' <small>(C. de Candolle) Dode</small>", 'aliases': ['common walnut', 'Old World Walnut', 'Walnut', 'Persian Walnut', 'Juglans fallax']} {'subclass of': 'tree', 'instance of': 'taxon', 'taxon rank': 'genus', 'described by source': 'Encyclopædia Britannica 11th edition', 'on focus list of Wikimedia project': 'Wikipedia:Vital articles/Level/4'}, shuizhu Chinese dish Shuizhu (Chinese: 水煮; pinyin: shuǐzhǔ, [ʂwěɪ ʈʂù ɻôʊ pʰjɛ̂n]) is a Chinese dish which originated from the cuisine of Sichuan province; its name literally means "water boiled (meat)". The dish consists of meat, chili pepper, and much vegetable oil. The meat is prepared with water, starch, and a slight amount of salt. Boiled vegetables are placed at the bottom of the serving bowl or dish. The prepared raw meat is poached in water that is heated to boiling point for 20–30 seconds, just enough to remove rawness yet preserving the meat's tenderness. Then it is drained and put in the serving dish with vegetables. Minced dried chili, sichuan pepper, minced garlic, and other seasoning are spread over the meat. Vegetable oil is heated in a pan nearly to smoking point, then poured over the prepared meat and vegetable. This dish maintains tenderness of the meat by poaching it instead of stir frying. It offers a good combination of tender meat, freshness of vegetable, hot spicy flavor of chili pepper, and numbing sensation of Sichuan pepper. {'title': 'Shuizhu', 'label1': 'Chinese', 'data1': '水煮', 'label2': 'Cuisine', 'data2': 'Sichuan cuisine'} {'instance of': 'dish', 'subclass of': 'dish', 'course': 'main course', 'has part(s)': 'meat', 'country of origin': 'Mexico', 'made from material': 'garlic'}, source_sentence: jewelry creation of objects of personal adornment, which may fulfill both decorative and functional purposes Jewellery (or jewelry in American English) consists of decorative items worn for personal adornment such as brooches, rings, necklaces, earrings, pendants, bracelets, and cufflinks. Jewellery may be attached to the body or the clothes. From a western perspective, the term is restricted to durable ornaments, excluding flowers for example. For many centuries metal such as gold often combined with gemstones, has been the normal material for jewellery, but other materials such as glass, shells and other plant materials may be used. Jewellery is one of the oldest types of archaeological artefact – with 100,000-year-old beads made from Nassarius shells thought to be the oldest known jewellery. The basic forms of jewellery vary between cultures but are often extremely long-lived; in European cultures the most common forms of jewellery listed above have persisted since ancient times, while other forms such as adornments for the nose or ankle, important in other cultures, are much less common. Jewellery may be made from a wide range of materials. Gemstones and similar materials such as amber and coral, precious metals, beads, and shells have been widely used, and enamel has often been important. In most cultures jewellery can be understood as a status symbol, for its material properties, its patterns, or for meaningful symbols. Jewellery has been made to adorn nearly every body part, from hairpins to toe rings, and even genital jewellery. In modern European culture the amount worn by adult males is relatively low compared with other cultures and other periods in European culture. {'aliases': ['jewellery', 'jewelry art', 'jewellery making', 'jewelry making']} {'subclass of': 'visual arts', 'described by source': 'Small Brockhaus and Efron Encyclopedic Dictionary', 'instance of': 'type of arts', 'on focus list of Wikimedia project': 'Wikipedia:Vital articles/Level/4'}
sentences: atrocity any of the three legally defined international crimes of genocide, war crimes, and crimes against humanity An atrocity crime is a violation of international criminal law that falls under the historically three legally defined international crimes of genocide, war crimes, and crimes against humanity. Ethnic cleansing is widely regarded as a fourth mass atrocity crime by legal scholars and international non-governmental organizations (NGOs) working in the field, despite not yet being recognized as an independent crime under international law. Crimes of aggression are considered by some to be mass atrocity crimes and they are included in the jurisdiction of the International Criminal Court. However, most legal scholars do not consider them to be mass atrocity crimes. While it is certainly a grave violation of international law and frequently the context in which mass atrocity crimes are committed, the crime of aggression is distinguishable because it is an attack on the territory, sovereignty, or political independence of a state rather than on individuals. The primary international laws defining mass atrocity crimes are the 1948 Convention on the Prevention and Punishment of the Crime of Genocide, the 1949 Geneva Conventions and their 1977 Additional Protocols, and the 1998 Rome Statute of the International Criminal Court. The jurisprudence of the International Criminal Court, ad hoc international criminal tribunals, and the International Court of Justice further define and enforce these laws. {'aliases': ['mass atrocity crimes']} {'subclass of': 'law', 'instance of': 'area of law', 'described by source': 'Encyclopædia Britannica 11th edition', 'on focus list of Wikimedia project': 'WikiProject Human Rights'}, local government lowest tier of administration within a sovereign state Local government is a generic term for the lowest tiers of governance or public administration within a particular sovereign state. Local governments typically constitute a subdivision of a higher-level political or administrative unit, such as a nation or state. Local governments generally act within the powers and functions assigned to them by law or directives of a higher level of government. In federal states, local government generally comprises a third or fourth level of government, whereas in unitary states, local government usually occupies the second or third level of government. The institutions of local government vary greatly between countries, and even where similar arrangements exist, country-specific terminology often varies. Common designated names for different types of local government entities include counties, districts, cities, townships, towns, boroughs, parishes, municipalities, municipal corporations, shires, villages, and local government areas. The same term may be used in different countries to refer to local governance institutions with vastly different institutional features, powers, or functions. In addition to general-purpose local governments, some countries have special-purpose local governments (special districts), such as independent school districts, elected water boards, or local service districts. Although there is no single, commonly accepted definition of the term, the most precise definition of local governments is provided by the International Monetary Fund (IMF), which divides the general government sector into three sub-sectors (central, state, and local government) and defines local governments as "institutional units whose fiscal, legislative, and executive authority extends over the smallest geographical areas distinguished for administrative and political purposes." The IMF further notes that local governments "typically provide a wide range of services to local residents," while "the scope of their authority is generally much less than that of central government or state governments, and they may or may not be entitled to levy taxes." They are often heavily dependent on grants (transfers) from higher levels of government, and they may also act, to some extent, as agents of central or regional governments. They should also be able to appoint their own officers, independently of external administrative control. Even when local governments act as agents of central or state governments to some extent, they can be treated as a separate level of government, provided they are also able to raise and spend some funds on their own initiative and own responsibility." Other definitions for local governments are less prescriptive and emphasize the political or representative nature of local governments. For instance, OECD defines local governments as "decentralized entities whose governance bodies are elected through universal suffrage and which has general responsibilities and some autonomy with respect to budget, staff and assets." The Local Public Sector Alliance defines local government institutions as "a corporate body (or institutional unit) that performs one or more public sector functions within a [local] jurisdiction that has adequate political, administrative, and fiscal autonomy and authority to respond to the needs and priorities of its constituents". Questions regarding the empowerment of local government institutions, the structure and nature of local political leadership, and the extent of local self-governance and municipal autonomy are key questions of public administration and governance. Local elections are held in many countries. {'aliases': ['regional government', 'local municipality']} {'subclass of': 'government', 'instance of': 'form of government'}, Piz Ela mountain of the Albula Alps Piz Ela is a mountain in the Albula Alps, overlooking Bergün, in the Swiss canton of Graubünden. It is located in the center of the nature park Parc Ela. There is a lake called Lai Grond to the south of Piz Ela. {'name': 'Piz Ela', 'photo': 'Piz ela mit ela-pass und lai grond.jpg', 'photo_caption': 'Piz Ela from the west side', 'elevation_m': '3339', 'prominence_m': '515', 'isolation_km': '6.3', 'parent_peak': 'Piz Calderas', 'listing': 'Alpine mountains above 3000 m', 'location': 'Graubünden, Switzerland', 'map': 'Switzerland', 'map_caption': 'Location in Switzerland', 'range': 'Albula Range', 'coordinates': '{{coord|46|36|07|N|9|42|28|E|type:mountain_region:CH_scale:100000|format|=|dms|display|=|inline,title}}'} {'instance of': 'mountain', 'country': 'Switzerland', 'continent': 'Europe', 'located in the administrative territorial entity': 'Canton of the Grisons', 'subclass of': 'mountain', 'mountain range': 'Schwyzer Voralpen', 'described by source': 'Meyers Konversations-Lexikon, 4th edition (1885–1890)'}, source_sentence: Myrmecophyte plants that live in association with ants Myrmecophytes (; literally "ant-plant") are plants that live in a mutualistic association with a colony of ants. There are over 100 different genera of myrmecophytes. These plants possess structural adaptations in the form of domatia where ants can shelter, and food bodies and extrafloral nectaries that provide ants with food. In exchange for these resources, ants aid the myrmecophyte in pollination, seed dispersal, gathering of essential nutrients, and defense. Domatia adapted specifically to ants may be called myrmecodomatia. {'note': 'infobox not present in Wikipedia'} {'subclass of': 'plant', 'instance of': 'taxon', 'described by source': 'Great Soviet Encyclopedia (1926–1947)', 'taxon rank': 'species', 'maintained by WikiProject': 'WikiProject Invasion Biology', 'has use': 'medicinal plant'}
sentences: captain member of a sports team In team sport, captain is a title given to a member of the team. The title is frequently honorary, but in some cases the captain may have significant responsibility for strategy and teamwork while the game is in progress on the field. In either case, it is a position that indicates honor and respect from one's teammates – recognition as a leader by one's peers. In association football and cricket, a captain is also known as a skipper. Various sports have differing roles and responsibilities for team captains. Depending on the sport, team captains may be given the responsibility of interacting with game officials regarding application and interpretation of the rules. In many team sports, the captains represent their respective teams when the match official does the coin toss at the beginning of the game. The team captain, in some sports, is selected by the team coach, who may consider factors ranging from playing ability to leadership to serving as a good moral example to the team. Coaches may also choose to change team captains from time to time, or to have a rotation of team captains. Some of the greatest captains in history are the ones with the most subtle of traits that are required for success. From Sam Walker in his book The Captain Class he states that a captain is "the most important factor for a team's success". {'aliases': ['team captain']} {'instance of': 'position', 'subclass of': 'athlete'}, statesperson civil servant or politician in high government offices A statesman or stateswoman is a politician or a leader in an organization who has had a long and respected career at the national or international level, or in a given field. Statesman or statesmen may also refer to: {'aliases': ['stateswoman', 'statesman']} {'subclass of': 'politician', 'instance of': 'position', 'ISCO-88 occupation class': '1110', 'ISCO-08 occupation class': '1111', 'organization directed by the office or position': 'political party'}, Fanny Elssler Austrian ballerina (1810-1884) Fanny Elssler (born Franziska Elßler; 23 June 1810 – 27 November 1884) was an Austrian ballerina of the Romantic Period. {'name': 'Fanny Elssler', 'caption': 'Fanny Elssler', 'birth_name': 'Franziska Elßler', 'birth_date': '{{birth date|1810|6|23|df|=|yes}}', 'birth_place': 'Gumpendorf, Vienna, Austria', 'death_date': '{{death date and age|1884|11|27|1810|6|23|df|=|yes}}', 'death_place': 'Vienna, Austria', 'occupation': 'Dancer', 'children': '1', 'relatives': 'Therese Elssler (sister)', 'aliases': ['Franziska Elssler']} {'occupation': 'choreographer', 'instance of': 'human', 'sex or gender': 'male', 'described by source': 'Obálky knih', 'languages spoken, written or signed': 'French'}, source_sentence: music of Japan overview of musical traditions in Japan In Japan, music includes a wide array of distinct genres, both traditional and modern. The word for "music" in Japanese is 音楽 (ongaku), combining the kanji 音 on (sound) with the kanji 楽 gaku (music, comfort). Japan is the world's largest market for music on physical media and the second-largest overall music market, with a retail value of US$2.7 billion in 2017. {'aliases': ['music in Japan', 'Japanese music', 'Japan music']} {'instance of': 'music genre', 'country of origin': 'United States', 'described by source': 'Brockhaus and Efron Encyclopedic Dictionary', 'subclass of': 'music genre', 'on focus list of Wikimedia project': 'WikiProject African diaspora', 'inception': '{"time": "+1990-01-01T00:00:00Z", "timezone": 0, "before": 0, "after": 0, "precision": 9, "calendarmodel": "http://www.wikidata.org/entity/Q1985727"}'}
sentences: white label record type of vinyl record labeling A white label record is a vinyl record with white labels attached. There are several variations each with a different purpose. Variations include test pressings, white label promos, and plain white labels. {'note': 'infobox not present in Wikipedia'} {'instance of': 'type of record label', 'subclass of': 'record label', 'country': 'Germany'}, cento literary genre A cento is a poetical work wholly composed of verses or passages taken from other authors, especially the Greek poet Homer and the Roman poet Virgil, disposed in a new form or order. {'aliases': ['centos']} {}, CoMix Wave Films Japanese animation studio CoMix Wave Films, Inc. (Japanese: 株式会社コミックス・ウェーブ・フィルム, Hepburn: Kabushiki-gaisha Komikkusu Uēbu Firumu) is a Japanese animation film studio and distribution company based in Chiyoda, Tokyo, Japan. The studio is known for its anime feature films, short films, and television commercials, particularly those made by director Makoto Shinkai. It was founded in March 2007 when it split from CoMix Wave Inc., which was initially formed in 1998 from Itochu Corporation, ASATSU (now ADK), and other companies. On October 15, 2024, Toho announced that they'd acquired 45 shares or 6.09% of CoMix Wave Films. {'name': 'CoMix Wave Films, Inc.', 'native_name': '株式会社コミックス・ウェーブ・フィルム', 'native_name_lang': 'ja', 'romanized_name': 'Kabushiki-gaisha Komikkusu Uēbu Firumu', 'logo': 'CoMix Wave Films logo.svg', 'logo_size': '150px', 'image_caption': 'Headquarters in Suginami, Tokyo', 'type': 'Kabushiki kaisha', 'foundation': '{{start date and age|2007|03}}', 'location': 'Ogikubo', 'location_city': 'Suginami, Tokyo', 'location_country': 'Japan', 'key_people': 'Noritaka Kawaguchi (CEO)<br/>Kazuki Sunama (board member)<br/>Tomohiro Tokunaga (board member)', 'industry': 'Motion pictures (anime)<br>TV commercials', 'predecessor': 'CoMix Wave Inc.', 'assets': '¥95.1 million (2017)', 'owner': 'Toho (6.09%)', 'products': "Animated feature films (''anime''), short films, commercials", 'homepage': '{{URL|http://www.cwfilms.jp/}}', 'aliases': ['Comix Wave Films', 'CoMix Wave Films Inc.', 'CoMix Wave Films, Inc.', 'Kabushiki-gaisha Komikkusu Uēbu Firumu']} {'instance of': 'animation studio', 'industry': 'anime industry', 'country': 'Japan', 'product or material produced': 'anime', 'legal form': 'kabushiki gaisha', 'headquarters location': 'Suginami-ku'}
pipeline_tag: sentence-similarity
library_name: sentence-transformers
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Created: 2025-04-27 18:19:54