metadata
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:100000
- loss:MultipleNegativesRankingLoss
base_model: embaas/sentence-transformers-e5-large-v2
widget:
- source_sentence: >-
Query: The Gaumont Film Company was founded before a studio that was
established in Denmark by what Danish filmmaker?
Context:
1. It is the first and oldest film company in the world, founded before
other studios such as Pathé (founded in 1896), Titanus (1904), Nordisk
Film (1906), Universal and Paramount Pictures (both founded in 1912).
sentences:
- >-
Nordisk Film (or Nordisk Film Distribution, USA affiliate: Great
Northern Film Company), established in Denmark in 1906 by Danish
filmmaker Ole Olsen and also the oldest continuously active film studio
in the world. It is the third oldest studio in the world behind the
Gaumont Film Company and Pathé. Olsen started his company in the
Copenhagen suburb of Valby under the name "Ole Olsen's Film Factory" but
soon changed it to the Nordisk Film Kompagni. In 1908, Olsen opened an
affiliate branch in New York, the Great Northern Film Company, to handle
distribution of his films to the American market. As Nordisk Film, it
became a publicly traded company in 1911.
- >-
The West Lodge, also known as the West Gate Lodge, to Cardiff Castle is
a Grade II* listed building, currently used as a tea room, in the centre
of Cardiff, Wales. It is approximately 100 m west of the Castle, with
the Animal Wall running in-between.
- >-
Julmust (Swedish: "jul" "Yule" and "must " "not yet fermented juice of
fruit or berries", though there is no such juice in "julmust") is a soft
drink that is mainly consumed in Sweden around Christmas. During the
other part of the year it is usually quite difficult to find in stores,
but sometimes it is sold at other times of the year under the name
"must". At Easter the name is påskmust (from "påsk ", "Easter" /
"Paschal" ["q.v."]). The content is the same regardless of the
marketing name, although the length of time it is stored before bottling
differs; however, the beverage is more closely associated with
Christmas, somewhat less with Easter and traditionally not at all with
the summer. 45 million litres of "julmust" are consumed during
December, which is around 50% of the total soft drink volume in December
and 75% of the total yearly must sales.
- source_sentence: >-
Query: Finding Dory features the voice of an actress from "It's Always
Sunny in Philadelphia" who plays what character on that show?
Context:
1. William J. "Willem" Dafoe (born July 22, 1955) is an American actor. A
member of the experimental theatre company the Wooster Group, he was
nominated for the Academy Award for Best Supporting Actor for his roles as
Elias in Oliver Stone's "Platoon" (1986) and Max Schreck in the
comedy-horror film "Shadow of the Vampire" (2000). His other film
appearances include "The Last Temptation of Christ" (1988), "Mississippi
Burning" (1988),"The English Patient" (1996), "American Psycho" (2000),
the "Spider-Man" trilogy (2002–2007), "John Wick" (2014), "The Grand
Budapest Hotel" (2014), and "Justice League" (2017). He has also had
voice roles in "Finding Nemo" (2003) and its sequel "Finding Dory" (2016),
"Fantastic Mr. Fox" (2009), "John Carter" (2012) and the recent adaptation
of "Death Note" (2017).
2. Gregory Grene is an American musician based in New York City, who grew
up in Chicago and County Cavan, Ireland. He is the son of the classicist
David Grene. With his band The Prodigals, he writes and plays a style of
music that melds Irish traditional and rock influences, and he has also
recorded a solo album, FlipSides (2008), with musicians ranging from John
Doyle, former guitarist with Solas, to Tony Cedras, a
multi-instrumentalist who has played in Paul Simon's band since the
Graceland tour. Grene's music has received critical acclaim over the
years, was included in the Rough Guide to Irish Music compilation, and was
featured in the soundtrack for "Pride and Glory", a movie starring Ed
Norton, Colin Farrell, Jon Voight and Noah Emmerich, as well as on
television in the ABC show "Mercy" and the FX series "It's Always Sunny in
Philadelphia.
3. Albert Lawrence Brooks (born Albert Lawrence Einstein; July 22, 1947)
is an American actor, filmmaker, author, and comedian. He received an
Academy Award nomination for Best Supporting Actor for 1987's "Broadcast
News" and was widely praised for his performance in the 2011 film
"Drive". His voice acting credits include Marlin in "Finding Nemo" (2003)
and "Finding Dory" (2016), and recurring guest voices for "The Simpsons",
including Russ Cargill in "The Simpsons Movie" (2007). He has directed,
written, and starred in several comedy films, such as "Modern Romance"
(1981), "Lost in America" (1985), and "Defending Your Life" (1991). He is
also the author of "2030: The Real Story of What Happens to America"
(2011).
sentences:
- >-
Finding Dory is a 2016 American 3D computer-animated comedy adventure
film produced by Pixar Animation Studios and released by Walt Disney
Pictures. Directed by Andrew Stanton with co-direction by Angus
MacLane, the screenplay was written by Stanton and Victoria Strouse.
The film is a sequel/spinoff to 2003's "Finding Nemo" and features the
returning voices of Ellen DeGeneres and Albert Brooks, with Hayden
Rolence (replacing Alexander Gould), Ed O'Neill, Kaitlin Olson, Ty
Burrell, Diane Keaton and Eugene Levy joining the cast. The film
focuses on the amnesiac fish Dory, who journeys to be reunited with her
parents.
- >-
Mali Finn (March 8, 1938 – November 28, 2007), born Mary Alice Mann, was
an American casting director and former English and drama teacher. She
cast numerous actors in successful films, including Edward Furlong,
Leonardo DiCaprio, and Russell Crowe.
- >-
Dave Mader III (born June 30, 1955) is an American stock car racing
driver from Maylene, Alabama. Winner of the 1978 Snowball Derby, he is
a former competitor in all three of NASCAR's national touring series.
- source_sentence: "Query: Which American journalist born 1893 is known for having an affair with a United Tax Court Judge?\n\nContext:\n\n1. The United States Revenue Act of 1924 (43\_Stat. \_253 ) (June 2, 1924), also known as the Mellon tax bill cut federal tax rates and established the U.S. Board of Tax Appeals, which was later renamed the United States Tax Court in 1942. The bill was named after U.S. Secretary of the Treasury Andrew Mellon.\n2. The United States Tax Court is composed of 19 members appointed by the President and confirmed by the Senate. Reappointment, when requested by a Tax Court judge is generally \"pro forma\" regardless of the political party of the appointing President and the political party of the re-appointing (sitting) President. By statute, Congress has granted to the President the power to remove the judges of the U.S. Tax Court \"for inefficiency, neglect of duty, or malfeasance in office...\"\n3. In a ruling issued in June 2015, Tax Court Judge Vito Bianco ruled that the hospital would be required to pay property taxes on nearly all of its 40 acres campus.\n4. Marion Janet Harron (September 3, 1903 – September 26, 1972) was a United States Tax Court judge (c.1936), and best known for having an affair with Lorena Hickok."
sentences:
- >-
"PC Principal Final Justice" (also known as "PC Principal") is the tenth
and final episode of the nineteenth season and the 267th overall episode
of the animated television series "South Park", written and directed by
series co-creator Trey Parker. The episode premiered on Comedy Central
on December 9, 2015. It is the third and final part of a three-episode
story arc that began with the episode "Sponsored Content" and continued
in the episode "Truth and Advertising", which collectively serve as the
season finale. The episode parodies the abundance of online
advertising, as well as gun politics in the United States, as part of
its season-long lampoon of political correctness.
- >-
Lorena Alice Hickok (March 7, 1893 – May 1, 1968) was an American
journalist known for her close romantic relationship with First Lady
Eleanor Roosevelt.
- >-
The Tragedy of Julius Caesar is a tragedy by William Shakespeare,
believed to have been written in 1599. It is one of several plays
written by Shakespeare based on true events from Roman history, which
also include "Coriolanus" and "Antony and Cleopatra".
- source_sentence: >-
Query: What computer was developed first, the Matra or the Orao?
Context:
1. Alice is an open-source object-based educational programming language
with an integrated development environment (IDE). Alice uses a drag and
drop environment to create computer animations using 3D models. The
software was developed first at University of Virginia in 1994, then
Carnegie Mellon (from 1997), by a research group led by Randy Pausch.
2. Mécanique Aviation Traction or Matra ("M"écanique "A"viation
"TRA"ction) was a French company covering a wide range of activities
mainly related to automobiles, bicycles, aeronautics and weaponry.
sentences:
- >-
Yakov Naumovich Pokhis, better known as Yakov Smirnoff (born 24 January
1951), is a Soviet-born American comedian, actor and writer. After
emigrating to the United States in 1977, Smirnoff began performing as a
stand-up comic. He reached his biggest success in the mid-to-late
1980s, appearing in several films and the television sitcom vehicle
"What a Country! ". His comic persona was of a naive immigrant from the
Soviet Union who was perpetually confused and delighted by life in the
United States. His humor combined a mockery of life under Communism and
of consumerism in the United States, as well as word play caused by
misunderstanding of American phrases and culture, all punctuated by the
catchphrase, "And I thought, 'What a country!'
- >-
Guardians of Order was a Canadian company founded in 1996 by Mark C.
MacKinnon in Guelph, Ontario. The company's business output consisted
of role-playing games (RPGs). Their first game is the anime inspired
"Big Eyes, Small Mouth". In 2006 Guardians of Order ceased operations
due to overwhelming debt.
- >-
Orao (en. "Eagle") was an 8-bit computer developed by PEL Varaždin in
1984. Its marketing and distribution was done by "Velebit
Informatika". It was used as a standard primary school computer in
Croatia and Vojvodina from 1985 to 1991.
- source_sentence: >-
Query: Are Quarto and Strange Synergy both types of games?
Context:
1. An exotic star is a hypothetical compact star composed of something
other than electrons, protons, neutrons, or muons; and balanced against
gravitational collapse by degeneracy pressure or other quantum
properties. These include quark stars (composed of quarks) and perhaps
strange stars (based upon strange quark matter, a condensate of up, down
and strange quarks), as well as speculative preon stars (composed of
preons, which are hypothetical particles and "building blocks" of quarks,
if quarks prove to be decomposable into component sub-particles). Of the
various types of exotic star proposed, the most well evidenced and
understood is the quark star.
2. Philip Lavery (born August 17, 1990 in Dublin) is an Irish racing
cyclist who most recently rode for the Synergy Baku team. Lavery won the
2010 Tour of the North and won a bronze medal at the 2010 Commonwealth
Games in India, as part of the Northern Irish team pursuit squad. During
the summer of 2013, Lavery joined the Cofidis team as a "stagiaire", after
taking several victories in French domestic racing.
3. Quarto is a board game for two players invented by Swiss mathematician
Blaise Müller in 1991.
sentences:
- >-
The Lacy Dog or Blue Lacy Dog is a breed of working dog that originated
in Texas in the mid-19th century. The Lacy was first recognized in 2001
by the Texas Senate. In Senate Resolution No. 436, the 77th Legislature
honored the Lacy as "a true Texas breed". In June 2005, Governor Rick
Perry signed the legislation adopting the Blue Lacy as "the official
State Dog Breed of Texas". As expected, the vast majority of Lacy dogs
are found in Texas. However, as the breed becomes more well recognized,
there are breeding populations being established across the United
States, Canada, and most recently in Europe.
- >-
Holingol (a.k.a. Huolin Gol; Mongolian: ᠬᠣᠣᠯᠢᠠ ᠭᠣᠤᠯ ᠬᠣᠲᠠ (Хоолингол
хот); Chinese: 霍林郭勒 "Huolinguole") is a county-level city of Inner
Mongolia, China.
- >-
Strange Synergy is a card game published by Steve Jackson Games in which
players build a team of super heroes to battle an opponent's team.
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: SentenceTransformer based on embaas/sentence-transformers-e5-large-v2
results:
- task:
type: information-retrieval
name: Information Retrieval
dataset:
name: eval split
type: eval_split
metrics:
- type: cosine_accuracy@1
value: 0.923
name: Cosine Accuracy@1
- type: cosine_accuracy@3
value: 0.9865
name: Cosine Accuracy@3
- type: cosine_accuracy@5
value: 0.991
name: Cosine Accuracy@5
- type: cosine_accuracy@10
value: 0.9945
name: Cosine Accuracy@10
- type: cosine_precision@1
value: 0.923
name: Cosine Precision@1
- type: cosine_precision@3
value: 0.32883333333333326
name: Cosine Precision@3
- type: cosine_precision@5
value: 0.19820000000000004
name: Cosine Precision@5
- type: cosine_precision@10
value: 0.09945000000000001
name: Cosine Precision@10
- type: cosine_recall@1
value: 0.923
name: Cosine Recall@1
- type: cosine_recall@3
value: 0.9865
name: Cosine Recall@3
- type: cosine_recall@5
value: 0.991
name: Cosine Recall@5
- type: cosine_recall@10
value: 0.9945
name: Cosine Recall@10
- type: cosine_ndcg@10
value: 0.9651637010519428
name: Cosine Ndcg@10
- type: cosine_mrr@10
value: 0.9551150793650793
name: Cosine Mrr@10
- type: cosine_map@100
value: 0.9553006088171921
name: Cosine Map@100
SentenceTransformer based on embaas/sentence-transformers-e5-large-v2
This is a sentence-transformers model finetuned from embaas/sentence-transformers-e5-large-v2. It maps sentences & paragraphs to a 1024-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
Model Details
Model Description
- Model Type: Sentence Transformer
- Base model: embaas/sentence-transformers-e5-large-v2
- Maximum Sequence Length: 512 tokens
- Output Dimensionality: 1024 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': 512, 'do_lower_case': False}) with Transformer model: PeftModelForFeatureExtraction
(1): Pooling({'word_embedding_dimension': 1024, '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()
)