Model: DannyAI/embedding_fine_tuning_with_peft_bge_large_en_v1.5
Author: DannyAI
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:80184, loss:CachedMultipleNegativesRankingLoss, en, dataset:sentence-transformers/natural-questions, arxiv:1908.10084, arxiv:2101.06983, base_model:BAAI/bge-large-en-v1.5, base_model:finetune:BAAI/bge-large-en-v1.5, license:mit, model-index, endpoints_compatible, region:us
Base models (finetune): id: BAAI/bge-large-en-v1.5
Card metadata: language: en
license: mit
tags: sentence-transformers, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:80184, loss:CachedMultipleNegativesRankingLoss
base_model: BAAI/bge-large-en-v1.5
widget: source_sentence: who does lennie choose in the sky is everywhere
sentences: Bank of England £1 note The Bank of England Â£1 note was a banknote of the pound sterling. After the ten shilling note was withdrawn in 1970 it became the smallest denomination note issued by the Bank of England. The one pound note was issued by the Bank of England for the first time in 1797 and continued to be printed until 1984. The note was withdrawn in 1988 in favour of the one pound coin., The Sky Is Everywhere Lennie tries to make up with Joe by taking him some of Gram's roses, but doesn't succeed. Gram becomes furious with Lennie for cutting her roses and criticizes her for being selfish. Lennie realizes that she needs to change, apologizes to her grandmother, and tells her about the situation with Joe. Gram reassures Lennie that Joe is in love with her. Lennie writes Joe a letter expressing her feelings, and Joe ultimately forgives her and they reconcile. Toby and Lennie become good friends and visit Bailey's grave together to apologize to her. Lennie walks away from the grave with a smile, knowing that her sister would have forgiven her and that the only way to deal with grief is to accept that it is a part of you and to look ahead to the future., Senate of the Philippines The Senate of the Philippines (Filipino: Senado ng Pilipinas, also Mataas na Kapulungan ng Pilipinas or "upper chamber") is the upper house of the bicameral legislature of the Philippines, the Congress; the House of Representatives is the lower house. The Senate is composed of 24 senators who are elected at-large with the country as one district under plurality-at-large voting., source_sentence: who played charlie in charlie and the chocolate factory 2005
sentences: Charlie and the Chocolate Factory (film) Charlie and the Chocolate Factory is a 2005 musical fantasy comedy film directed by Tim Burton and written by John August, based on the 1964 British novel of the same name by Roald Dahl. The film stars Johnny Depp as Willy Wonka and Freddie Highmore as Charlie Bucket. The storyline follows Charlie, who wins a contest and is along with four other contest winners, subsequently led by Wonka on a tour of his chocolate factory, the most magnificent in the world., The Punisher (TV series) The Punisher is scheduled to be released on November 17, 2017., The Vampire Diaries (season 2) The Vampire Diaries, an American supernatural drama, was officially renewed by The CW for a full 22-episode season on February 16, 2010.[1] The first episode premiered on September 9, 2010, at 8 p.m. ET.[2] The season picks up immediately after the events of the season one finale. All the series regulars returned.[3] Season two focuses on the return of Elena Gilbert's (Nina Dobrev) doppelgänger, Katherine Pierce, the introduction of werewolves, the sun and moon curse, and the arrival of the original vampires. Tyler Lockwood's (Michael Trevino) uncle, Mason Lockwood (Taylor Kinney), arrives in town searching for the moonstone, a family heirloom. Tyler later learns of his family's werewolf curse. Meanwhile, Caroline Forbes (Candice Accola) is killed by Katherine while having Damon Salvatore's (Ian Somerhalder) blood in her system, turning her into a vampire. The arrival of the original vampires, Elijah (Daniel Gillies) and Klaus Mikaelson (Joseph Morgan), also bring about complications. Klaus is a vampire-werewolf hybrid, but his werewolf side had been forced into dormancy by witches, as nature would not stand for such an imbalance in power. Therefore, Klaus arrives in town with plans to break the curse and unleash his werewolf side by channelling the power of the full moon into the moonstone, sacrificing a vampire and a werewolf, and drinking the blood of the doppelgänger. The season is currently on air in Urdu on filmax channel in Pakistan. It became available on DVD and Blu-ray on August 30, 2011.[4], source_sentence: most of the really good agricultural land in mexico is owned by
sentences: State of the art The origin of the concept of "state of the art" took place in the beginning of the twentieth century.[3] The earliest use of the term "state of the art" documented by the Oxford English Dictionary dates back to 1910, from an engineering manual by Henry Harrison Suplee (1856-post 1943), an engineering graduate (University of Pennsylvania, 1876), titled Gas Turbine: progress in the design and construction of turbines operated by gases of combustion. The relevant passage reads: "In the present state of the art this is all that can be done". The term "art" refers to technics, rather than performing or fine arts.[4], London sewerage system Joseph Bazalgette, a civil engineer and Chief Engineer of the Metropolitan Board of Works, was given responsibility for the work. He designed an extensive underground sewerage system that diverted waste to the Thames Estuary, downstream of the main centre of population. Six main interceptor sewers, totalling almost 160 km (100 miles) in length, were constructed, some incorporating stretches of London's "lost" rivers. Three of these sewers were north of the river, the southernmost, low-level one being incorporated in the Thames Embankment. The Embankment also allowed new roads, new public gardens, and the Circle line of the London Underground. Victoria Embankment was finally officially opened on 13 July 1870.[3][4], Agriculture in Mexico During the early colonial period, the Spanish introduced more plants and the concept of domesticated animals, principally cattle, horses, donkeys, mules, goats and sheep, and barn yard animals such as chickens and pigs. Farming from the colonial period until the Mexican Revolution was focused on large private properties. After the Revolution these were broken up and the land redistributed. Since the latter 20th century NAFTA and economic policies have again favored large scale commercial agricultural holdings., source_sentence: who is the person who plays black panther
sentences: United States Capitol The United States Capitol, often called the Capitol Building, is the home of the United States Congress, and the seat of the legislative branch of the U.S. federal government. It is located on Capitol Hill at the eastern end of the National Mall in Washington, D.C. Though not at the geographic center of the Federal District, the Capitol forms the origin point for the District's street-numbering system and the District's four quadrants., Supreme Court of the United States The Supreme Court of the United States is the highest federal court of the United States. Established pursuant to Article Three of the United States Constitution in 1789, it has ultimate (and largely discretionary) appellate jurisdiction over all federal courts and state court cases involving issues of federal law plus original jurisdiction over a small range of cases. In the legal system of the United States, the Supreme Court is generally the final interpreter of federal law including the United States Constitution, but it may act only within the context of a case in which it has jurisdiction. The Court may decide cases having political overtones but does not have power to decide nonjusticiable political questions, and its enforcement arm is in the executive rather than judicial branch of government., Chadwick Boseman Chadwick Aaron Boseman[1] (born November 29, 1977)[2][3] is an American actor. He is known for portraying Jackie Robinson in 42 (2013), James Brown in Get on Up (2014), Black Panther in the Marvel Cinematic Universe (since 2016), and Thurgood Marshall in Marshall (2017). He also had roles in the television series Lincoln Heights (2008) and Persons Unknown (2010), and the films The Express (2008), Draft Day (2014), and Message from the King (2016)., source_sentence: can you find a pearl in a mussel
sentences: Freshwater pearl mussel Although the name "freshwater pearl mussel" is often used for this species, other freshwater mussel species can also create pearls and some can also be used as a source of mother of pearl. In fact, most cultured pearls today come from Hyriopsis species in Asia, or Amblema species in North America, both members of the related family Unionidae; pearls are also found within species in the genus Unio., Ellis Island Generally, those immigrants who were approved spent from two to five hours at Ellis Island. Arrivals were asked 29 questions including name, occupation, and the amount of money carried. It was important to the American government that the new arrivals could support themselves and have money to get started. The average the government wanted the immigrants to have was between 18 and 25 dollars ($600 in 2015 adjusted for inflation). Those with visible health problems or diseases were sent home or held in the island's hospital facilities for long periods of time. More than 3,000 would-be immigrants died on Ellis Island while being held in the hospital facilities. Some unskilled workers were rejected because they were considered "likely to become a public charge." About 2% were denied admission to the U.S. and sent back to their countries of origin for reasons such as having a chronic contagious disease, criminal background, or insanity.[43] Ellis Island was sometimes known as "The Island of Tears" or "Heartbreak Island"[44] because of those 2% who were not admitted after the long transatlantic voyage. The Kissing Post is a wooden column outside the Registry Room, where new arrivals were greeted by their relatives and friends, typically with tears, hugs, and kisses.[45][46], Glee (season 1) The first season of the musical comedy-drama television series Glee originally aired on Fox in the United States. The pilot episode was broadcast as an advanced preview of the series on May 19, 2009, with the remainder of the season airing between September 9, 2009 and June 8, 2010. The season consisted of 22 episodes; the first 13 aired on Wednesdays at 9 pm (ET) and the final 9 aired on Tuesdays at 9 pm (ET). The season was executive produced by Ryan Murphy, Brad Falchuk, and Dante Di Loreto; Murphy's production company helped co-produce the series alongside 20th Century Fox.
datasets: sentence-transformers/natural-questions
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics: cosine_accuracy@1, cosine_accuracy@3, cosine_accuracy@5, cosine_accuracy@10, cosine_precision@1, cosine_precision@3, cosine_precision@5, cosine_precision@10, cosine_recall@1, cosine_recall@3, cosine_recall@5, cosine_recall@10, cosine_ndcg@10, cosine_mrr@10, cosine_map@100
model-index: name: bge-large-en-v1.5
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: NanoQuoraRetrieval
type: NanoQuoraRetrieval
metrics: type: cosine_accuracy@1
value: 0.88
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.98
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.98
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 1
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.88
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.4133333333333333
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.25199999999999995
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.13999999999999999
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7673333333333332
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9520000000000001
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9553333333333334
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 1
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9435612217207588
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9295238095238095
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.919404761904762
name: Cosine Map@100
verified: no, type: cosine_accuracy@1
value: 0.88
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.98
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.98
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 1
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.88
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.4133333333333333
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.25199999999999995
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.13999999999999999
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7673333333333332
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9520000000000001
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9553333333333334
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 1
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9435612217207588
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9295238095238095
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.919404761904762
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 0
Created: 2025-09-24 22:09:20