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Problem setup in machine learning
Zero-shot learning (ZSL) is a problem setup in machine learning where, at test time, a learner observes samples from classes which were not observed during
Zero-shot_learning
Type of large language model
compared to GPT-2. It marked a significant advancement in few-shot and zero-shot learning abilities. With few examples, it could perform various tasks
Generative pre-trained transformer
Generative_pre-trained_transformer
Structuring text as input to generative artificial intelligence
examples for a model to learn from in context, an approach called few-shot learning. For example, the prompt may ask the model to complete "maison → house
Prompt_engineering
Research institute
Retrieved 25 August 2025. Horton, Michelle (2 October 2024). "AI Uses Zero-Shot Learning to Find Existing Drugs for Treating Rare Diseases". NVIDIA Technical
Kempner Institute for the Study of Natural and Artificial Intelligence
Kempner_Institute_for_the_Study_of_Natural_and_Artificial_Intelligence
Machine learning technique
playing Multi-task learning Multitask optimization Transfer of learning in educational psychology Zero-shot learning Feature learning external validity
Transfer_learning
Genus of extinct cephalopods
discovered using "digital fossil-mining" techniques that incorporated a zero-shot learning AI model, representing the first application of this technology in
Uluciala
Object categorization problem
One-shot learning is an object categorization problem, found mostly in computer vision. Whereas most machine learning-based object categorization algorithms
One-shot learning (computer vision)
One-shot_learning_(computer_vision)
Deep learning generative model to encode data representation
Zhang, Zhao; Shao, Ling (2020). "Zero-VAE-GAN: Generating Unseen Features for Generalized and Transductive Zero-Shot Learning". IEEE Transactions on Image
Variational_autoencoder
Speech synthesis software
speech synthesizers Deep learning speech synthesis Natural language generation Speechify Voice phishing Zero-shot learning Official website Dominguez
VALL-E
because it was designed for zero-shot learning during the early days of pretraining paradigm, back when zero-shot capability was uncommon. Alg514: 514
Language_model_benchmark
Professor of Computer Science at University of Pennsylvania
and to machine learning and inference approaches to natural language understanding. He has written the first paper on zero-shot learning in natural language
Dan_Roth
cephalopod from the Cretaceous discovered by Digital fossil-mining with zero-shot learning AI". Communications Biology. 9 301. doi:10.1038/s42003-026-09519-9
2026_in_paleomalacology
Bangalore, and Khalil Sima'an[citation needed]. One-shot learning in computer vision Zero-shot learning "Special issue on explanation in case-based reasoning"
Explanation-based_learning
American health data analytics company
Truveta Mapper: A Zero-shot Ontology Alignment Framework presented a methodology for aligning biomedical ontologies using zero-shot learning, as a tool that
Truveta
Geologic formation in North America
cephalopod from the Cretaceous discovered by Digital fossil-mining with zero-shot learning AI". Communications Biology. 9 (1): 301. doi:10.1038/s42003-026-09519-9
Pierre_Shale
Branch of machine learning
In machine learning, deep learning (DL) focuses on utilizing multilayered neural networks to perform tasks such as classification, regression, and representation
Deep_learning
Machine learning technique
D.; Cho, K.; Oh, A. (eds.). Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning (PDF). Advances in Neural Information
Fine-tuning_(deep_learning)
Type of electronic noise
expression for noise can be written as well. It interpolates between shot noise (zero temperature) and Nyquist-Johnson noise (high temperature). Tunnel junction
Shot_noise
Algorithm for modelling sequential data
Voss, Chelsea; Radford, Alec; Chen, Mark; Sutskever, Ilya (2021-02-26), Zero-Shot Text-to-Image Generation, arXiv:2102.12092 Yu, Jiahui; Xu, Yuanzhong;
Transformer_(deep_learning)
Second season of anime television series
Re:Zero − Starting Life in Another World is an anime television series based on the light novel series Re:Zero − Starting Life in Another World written
Re:Zero_season_2
2012 American film by Kathryn Bigelow
Zero Dark Thirty is a 2012 American political action thriller film directed by Kathryn Bigelow and written by Mark Boal. Produced by Boal, Bigelow, and
Zero_Dark_Thirty
2020 text-generating language model
window size of 2,048 tokens, and has demonstrated strong "zero-shot" and "few-shot" learning abilities on many tasks. On September 22, 2020, Microsoft
GPT-3
Machine learning methods using multiple input modalities
Multimodal learning is a type of deep learning that integrates and processes multiple types of data, referred to as modalities, such as text, audio, images
Multimodal_learning
Japanese fighter aircraft
The Akutan Zero, also known as Koga's Zero (古賀のゼロ) and the Aleutian Zero, was a Mitsubishi A6M2 Model 21 Zero Japanese fighter aircraft piloted by Petty
Akutan_Zero
2002 found footage drama film by Ben Coccio
Zero Day is a 2002 American found footage drama film written and directed by Ben Coccio and starring Andre Keuck and Cal Robertson, revolving around a
Zero_Day_(film)
Brand of energy drinks
Red Bull released Red Bull Total Zero, a variant with zero calories. In 2018, the company released Red Bull Zero, a different sugar-free formulation
Red_Bull
Situation where total gains match total losses
Zero-sum game is a mathematical representation in game theory and economic theory of a situation that involves two competing entities, where the result
Zero-sum_game
Machine learning paradigm
Self-supervised learning (SSL) is a paradigm in machine learning where a model is trained on a task using the data itself to generate supervisory signals
Self-supervised_learning
Artificial intelligence that plays Go
AlphaGo Zero, which was completely self-taught without learning from human games. AlphaGo Zero was then generalized into a program known as AlphaZero, which
AlphaGo
Fourth season of anime television series
Re:Zero − Starting Life in Another World is an anime television series based on the light novel series Re:Zero − Starting Life in Another World written
Re:Zero_season_4
Method of speech synthesis that uses deep neural networks
the aid of self-supervised loss, the need for paired data decreases. Zero-shot speaker adaptation is promising because a single model can generate speech
Deep learning speech synthesis
Deep_learning_speech_synthesis
1993 video game
With a single well-placed shot, the mothership is obliterated, saving the town and Earth from the Reticulan army. Ground Zero Texas was a "second-generation"
Ground_Zero:_Texas
2014 video game
sold over 5 million copies by January 2020. A spin-off, Subnautica: Below Zero, which was originally meant to be downloadable content for the base game
Subnautica
Deep learning method
A generative adversarial network (GAN) is a class of machine learning frameworks and a prominent framework for approaching generative artificial intelligence
Generative adversarial network
Generative_adversarial_network
1989 video game
Zero Wing is a 1989 horizontally scrolling shooter video game developed by Toaplan and published by Namco for Japanese arcades; in North America, it was
Zero_Wing
Kamen Rider Zero-One (仮面ライダーゼロワン, Kamen Raidā Zerowan) is a Japanese tokusatsu series that serves as the 30th installment in the Kamen Rider franchise
List of Kamen Rider Zero-One characters
List_of_Kamen_Rider_Zero-One_characters
AI research laboratory
play against itself using reinforcement learning. DeepMind has since trained models for game-playing (MuZero, AlphaStar), for mathematics (AlphaGeometry
Google_DeepMind
Internal representation of world by AI
on video understanding and physical reasoning at the time. It supports zero-shot robot control in unfamiliar environments. Introduced in March 2026, LeWorldModel
World model (artificial intelligence)
World_model_(artificial_intelligence)
Fictional character
Ultraman Zero (ウルトラマンゼロ, Urutoraman Zero) is a fictional character from the Ultra Series. He first appeared in Mega Monster Battle: Ultra Galaxy before
Ultraman_Zero
Type of activation function
argument set to zero is the multivariable generalization of the logistic function. Both LogSumExp and softmax are used in machine learning. Exponential linear
Rectified_linear_unit
2026 film by Jane Schoenbrun
film in the markets of Greece (Weirdwave), the Czech Republic and Slovakia (Zero Gravity), Poland (Velvet Spoon), Taiwan (Hooray Films), Scandinavia (Nonstop
Teenage Sex and Death at Camp Miasma
Teenage_Sex_and_Death_at_Camp_Miasma
2003 video game
Nintendo Switch 2. Known in Japan as Zero ~Akai Chō~ (零 〜紅い蝶〜; lit. "Zero ~Crimson Butterfly~") and in Europe as Project Zero II: Crimson Butterfly Treated as
Fatal Frame II: Crimson Butterfly
Fatal_Frame_II:_Crimson_Butterfly
Language models designed for reasoning tasks
demonstrated that the simple instruction "Let's think step by step" can elicit zero-shot reasoning. Follow-up work introduced self-consistency decoding, which
Reasoning_model
Canadian researcher
involved in the AlphaGo and AlphaZero projects mastering the games of Go, Chess and Shogi. His research focuses on machine learning and statistics for optimal
Timothy_Lillicrap
Mathematical models of strategic interactions
science and computer science. Initially, game theory addressed two-person zero-sum games, in which a participant's gains or losses are exactly balanced
Game_theory
Video game series
screens in a live reaction feed from the console's internal camera. Star Fox Zero was developed by Nintendo and PlatinumGames for the Wii U and released in
Star_Fox
Deep learning artificial intelligence research team
enabling translations between multiple languages. Furthermore, it allows for Zero-Shot Translations, which are translations between two languages that the system
Google_Brain
2000 novel by Ken Follett
Code to Zero is a novel by the British author Ken Follett, published by Pan Macmillan. The story follows Luke, an amnesic who spends the duration of the
Code_to_Zero
Go Server Leela Zero Anki — spaced-repetition flashcard program Edu-sharing — open educational resource sharing platform EXeLearning — tool for creating
List of free educational software
List_of_free_educational_software
French-Belgian television crime drama series
Année Zéro (French for 'Year Zero'), alternatively titled Start Over in English-speaking countries, is a French-Belgian TV crime drama and science fiction
Année_Zéro
AI whose outputs can be understood by humans
Learning. PMLR: 1885–1894. arXiv:1703.04730. Schmaltz, Allen (23 December 2021). "Detecting Local Insights from Global Labels: Supervised & Zero-Shot
Explainable artificial intelligence
Explainable_artificial_intelligence
Computational model used in machine learning
In machine learning, a neural network (NN) or neural net, is a computational model inspired by the structure and functions of biological neural networks
Neural network (machine learning)
Neural_network_(machine_learning)
2011 film by Lynne Ramsay
State University (May 15, 1970) Olean High School (Dec 30, 1974) Computer Learning Center (Feb 19, 1976) California State University, Fullerton (Jul 12, 1976)
We Need to Talk About Kevin (film)
We_Need_to_Talk_About_Kevin_(film)
Series of 1950s American nuclear tests
Air Force officers and a motion picture photographer stand under ground zero of the blast, which took place at between 18,500 and 20,000 feet (5,600 and
Operation_Plumbbob
Theory of learning and behaviour
Social learning theory is a psychological theory of social behavior that explains how people acquire new behaviors, attitudes, and emotional reactions
Social_learning_theory
Machine translation using artificial neural networks
called one-shot or few-shot learning, respectively. For example, the following prompts were used by Hendy et al. (2023) for zero-shot and one-shot translation:
Neural_machine_translation
2026 American body horror television series
by a previous victim in which she repeatedly says "Don't do it" before learning an assistant editor for Vogue combusted in New York. During their last
The_Beauty_(TV_series)
2026 shooting by US Border Patrol agents
intensive care nurse for the United States Department of Veterans Affairs, was shot multiple times and killed by two United States Customs and Border Protection
Killing_of_Alex_Pretti
Type of machine learning model
et al. (6 December 2022). "Flamingo: a Visual Language Model for Few-Shot Learning". Advances in Neural Information Processing Systems. 35 (12): 23716–23736
Large_language_model
System developed by Google to increase fluency and accuracy in Google Translate
improvement over the former Google Translate in that it will be able to handle "zero-shot translation", that is it directly translates one language into another
Google Neural Machine Translation
Google_Neural_Machine_Translation
Series of large language models developed by Google AI
and further trained to perform tasks based only on task instruction (zero-shot). Different entries in the series uses different finetuning data. ByT5
T5_(language_model)
Marvel Comics storyline
"Operation: Zero Tolerance" was a crossover storyline that ran through Marvel Comics' X-Men related titles during 1997. The story followed from the "Onslaught
Operation:_Zero_Tolerance
2003 film by Andrew Davis
Pendanski mocks Zero, whose real name is Hector Zeroni, but Zero injures him and flees. After some deliberation, Stanley searches for Zero. The two have
Holes_(film)
Voice conversion software
Processing Systems. 33: 17022–17033. arXiv:2010.05646. Liu, Songting (2024). "Zero-shot Voice Conversion with Diffusion Transformers". arXiv:2411.09943 [cs.SD]
Retrieval-based Voice Conversion
Retrieval-based_Voice_Conversion
Season of the American television series
youngest son, Satchel, is exchanged for Don Donatello Fadda's youngest son, Zero. Patrick, who is now nicknamed "Rabbi," empathetically promises Loy that
Fargo_season_4
2026 British television series
Sherlock Holmes (1985) The Great Mouse Detective (1986) Without a Clue (1988) Zero Effect (1998) A Samba for Sherlock (2001) Case Closed: The Phantom of Baker
Young Sherlock (British TV series)
Young_Sherlock_(British_TV_series)
2013 film by Marc Forster
emphasis. When asked about his involvement with the film, Brooks stated he had "zero control", but favored a role for Pitt, and expressed approval for Straczynski
World_War_Z_(film)
1992 siege and shootout in Idaho, US
mounted. In the standoff, FBI sniper Lon Horiuchi shot Weaver, then shot Harris, but the second shot also hit and killed Weaver's wife Vicki blindly through
Ruby_Ridge_standoff
2012 85th 2 5 Silver Linings Playbook 2012 85th 1 8 Amour 2012 85th 1 5 Zero Dark Thirty 2012 85th 1 5 Anna Karenina 2012 85th 1 4 Brave 2012 85th 1 1
List of Academy Award–nominated films
List_of_Academy_Award–nominated_films
Document search algorithm
(2023-07-18). "SPRINT: A Unified Toolkit for Evaluating and Demystifying Zero-shot Neural Sparse Retrieval". Proceedings of the 46th International ACM SIGIR
Learned_sparse_retrieval
American writer (born 1972)
for young adults including Prisoner B-3087, Code of Honor, Grenade, Ground Zero, Refugee, and Two Degrees and Projekt 1065 Alan Gratz was born in Knoxville
Alan_Gratz
Branch of computer science
throw off reverse engineering efforts. Additionally, AIARE's weakness in zero-shot prompting makes gathering accurate data without reference data in the
AI-assisted reverse engineering
AI-assisted_reverse_engineering
Concept in international law
Against Humanity? – an online video Genocide & Crimes Against Humanity – a learning resource, highlighting the cases of Myanmar, Bosnia, the DRC, and Darfur
Crimes_against_humanity
Lait (January 18, 1989). "Rifleman Slays Five At School; 29 Pupils, Teacher Shot in California; Assailant Kills Self". The Washington Post (Washington, D
List of school shootings in the United States by death toll
List_of_school_shootings_in_the_United_States_by_death_toll
Chess software
to fully coordinate his queenside pieces, finally falling for a tactical shot from Chess Tiger on move 34. White: Chess Tiger Black: Oscar Panno 1.e4 c5
Chess_Tiger
U.S. operation to kill Admiral Yamamoto, 18 April 1943
Holmes and Hine were attacked by Zeros, with Barber's P-38 receiving 104 hits. Holmes and Barber each claimed a Zero shot down during this melee, although
Operation_Vengeance
First season of Jujutsu Kaisen
follows Mahito, a curse born from human hatred, and asks him for help in learning how to control cursed energy. Mahito begins indoctrinating Junpei with
Jujutsu_Kaisen_season_1
A shot from the street work of the 'No Exam With Hunger' campaign
Students'_Union_(Turkey)
AI that generates content
adh4451. Ramesh, Aditya (2021). "Zero-shot text-to-image generation". International Conference on Machine Learning. Metz, Cade (April 4, 2023). "Instant
Generative_AI
American webcomic
conceived in 2007.[citation needed] According to the comic's website, Night Zero was shot in 82 days on location over the course of five years, and involved nearly
Night_Zero
Political party in the United Kingdom
broader platform, pledging to reduce taxation, limit immigration, oppose net-zero emissions policies and substantially reduce public spending. In March 2024
Reform_UK
Andrew M.; Le, Quoc V. (10 February 2022). Finetuned Language Models are Zero-Shot Learners (Preprint). arXiv:2109.01652. google-research/FLAN, Google Research
List of datasets for machine-learning research
List_of_datasets_for_machine-learning_research
Comics character
convince Dent to free the twins and turn himself in. After the events of Zero Hour: Crisis in Time, Gilda's entire history has been revised. She has a
Gilda_Dent
American reality television series (2012–2016)
them free wine and appetizers, but retracts her offer after indirectly learning they are not interested in her. She even throws water in Flavio's face
Mystery_Diners
U.S. government efficiency initiative
registration of contracts, grants, and loans. On April 9, executive order 14270, "Zero-Based Regulatory Budgeting To Unleash American Energy", directed environment
Department of Government Efficiency
Department_of_Government_Efficiency
invisible. Victini is the only known Pokémon that can learn both the Searing Shot and V-create moves. Snivy Tsutāja (ツタージャ) (0495) Grass —N/a Servine (#496)
List_of_generation_V_Pokémon
2024 Indian film by Shankar
officer. Chitra reports this to the ACVC, leading to Varadharajan's arrest. Learning that Chitra is responsible for Varadharajan's arrest, Chitra's mother sends
Indian_2
2014 video game
Known in Japan as Zero: Nuregarasu no Miko (零(ゼロ) 〜濡鴉ノ巫女〜; lit. Zero: Black-Haired Shrine Maiden) and in PAL regions as Project Zero: Maiden of Black Water
Fatal Frame: Maiden of Black Water
Fatal_Frame:_Maiden_of_Black_Water
Low-cost, low-power SoC microcontrollers with Bluetooth and Wi-Fi
ESP32 die shot. Most of the chip area is covered by a power distribution network on the top metal layers.
ESP32
American actor (born 1970)
friend, for two seasons on the TV Land sitcom The Jim Gaffigan Show. He shot the pilot during a week off from production on Fargo. In 2017, Goldberg joined
Adam_Goldberg
Japanese manga series by Joumyaku and Mizuki Yoda
believe he must remain single, dooming the family line. However, after learning his friend, the Bug Master, has found love, and upon hearing his grandmother
Marriagetoxin
Card game
Jakob. ""Other-Play" for Zero-Shot Coordination" (PDF). International Conference on Machine Learning, 2020. hanabi_learning_environment is a research
Hanabi_(card_game)
American mixed martial artist (born 1987)
cocktail waitress to support herself and her dog. When Rousey started learning judo, her mother took her to judo clubs run by her old teammates. Rousey
Ronda_Rousey
American social networking service
steady decrease in terrorist groups trying to use the platform owing to its "zero-tolerance policy enforcement". According to Vijaya Gadde, Legal, Policy and
X_(social_network)
School in Madrid, Pozuelo de Alarcón, Spain
center. Lower School Building Learning Commons Gymnasium Early Childhood Center Play Landscape Middle School Building Zero-energy building with modern science
American_School_of_Madrid
1971 film by Henry Hathaway
former crime partner, Sam Foley, who shot Lomax in the back as they ran from the bank and left him to be arrested. Learning of his release, Foley hires a trio
Shoot_Out
2025 film by Prabhu Solomon
later where Bhoomi returns home after completing his college studies. Learning about an elephant roaming in the forest, he with renewed hope sets out
Kumki_2
Ongoing armed conflict in West Asia
avoid risks.[not verified in body] Soon afterwards traffic dropped to about zero. On 27 March, the IRGC announced that the strait was closed to any vessel
2026_Iran_war
Fifth season of JoJo's Bizarre Adventure anime
In the factory room, Jolyne and Weather find themselves in a zero-gravity vacuum being shot at by Rangler's metal projectiles and in danger of suffocating
JoJo's Bizarre Adventure: Stone Ocean
JoJo's_Bizarre_Adventure:_Stone_Ocean
Instead, they must instead be retrieved manually. dry break A break shot in pool on which zero object balls are potted. duck 1. (noun): Derived from "sitting
Glossary_of_cue_sports_terms
ZERO SHOT-LEARNING
ZERO SHOT-LEARNING
Surname or Lastname
English
English : topographic name for someone who lived by a projecting piece of land, from Old English scēat, or a steep slope, from an unattested Old English scēot.
Male
Finnish
Finnish form of German Erich, EERO means "ever-ruler."Â
Surname or Lastname
English
English : unexplained.Jewish (Ashkenazic) : variant of Schoen.Korean : variant of Son.
Surname or Lastname
English
English : from Middle English shoe ‘shoe’ (Old English scÅh), applied as a metonymic occupational name for a shoemaker or possibly a topographic name for someone who lived on a shoe-shaped piece of land.Translation of Schuh.
Boy/Male
Biblical
Kings; tyrants.
Male
Italian
 Short form of Italian Raniero, NERO means "wise warrior." Compare with another form of Nero.
Boy/Male
Biblical
Root, that straitens or binds, that keeps tight.
Male
Spanish
Spanish name derived from Latin juniperus, JUNÃPERO means "juniper tree."
Boy/Male
Arabic
Empty.
Surname or Lastname
English
English : nickname from Middle English schort ‘short’.Scottish and northern Irish : reduced Anglicized form of Gaelic Mac an Gheairr, Mac an Ghirr ‘son of the short man’ (see McGirr).
Female
Greek
(ἩÏá½¼) Greek name derived form the word hÄ“rÅs, HERO means "hero." In mythology, this is the name of the lover of Leandros (Latin Leander).
Male
Japanese
(ç¿”) Japanese name SHO means "to fly, to soar" or "wind instrument."
Boy/Male
Arabic, Australian, German, Greek, Kurdish
Empty; Void
Male
English
Variant spelling of English Scott, SCOT means "Scotsman."
Male
Hebrew
Variant spelling of Hebrew Sheth, SHET means "buttocks."
Girl/Female
Latin
Mother of Asopus.
Male
Finnish
Short form of Finnish Antero, TERO means "man; warrior."
Girl/Female
Latin Greek Shakespearean
Daughter of Priam.
Surname or Lastname
English (Lancashire)
English (Lancashire) : unexplained.Perhaps an Americanized spelling of Schau.
Male
Japanese
(ç¿”) Variant spelling of Japanese Sho, SHOU means "to fly, to soar."
ZERO SHOT-LEARNING
ZERO SHOT-LEARNING
Boy/Male
Tamil
Life
Boy/Male
Tamil
Neelambuj | நீலாமà¯à®ªà¯à®œ
Blue lotus
Boy/Male
Tamil
King of all
Girl/Female
Indian
Name of a Raga
Boy/Male
Arabic
Father of a Kitten
Girl/Female
Anglo Saxon
Wealthy.
Boy/Male
British, English
From the Well-hill
Boy/Male
Gujarati, Hindu, Indian, Kannada, Malayalam, Marathi, Tamil, Telugu
King of Seasons i.e Vasant
Surname or Lastname
English (Midlands)
English (Midlands) : Normanized form of Flyford, a habitational name from Flyford, Worcestershire, named from Old English (ge)fyrðe ‘woodland’, with an obscure first element.
Boy/Male
Swedish Scandinavian Greek Danish
Chief.
ZERO SHOT-LEARNING
ZERO SHOT-LEARNING
ZERO SHOT-LEARNING
ZERO SHOT-LEARNING
ZERO SHOT-LEARNING
a.
Impenetrable by shot.
imp. & p. p.
of Shoot
a.
Not to be injured by shot; shot-proof.
a.
Woven in such a way as to produce an effect of variegation, of changeable tints, or of being figured; as, shot silks. See Shoot, v. t., 8.
a.
Hot-short; brittle when red-hot; -- said of certain kinds of iron.
n.
A marksman; one who practices shooting; as, an exellent shot.
n.
Small globular masses of lead, of various sizes, -- used chiefly for killing game; as, bird shot; buckshot.
v. t.
A share or proportion; a reckoning; a scot.
pl.
of Zero
pl.
of Shot
n.
Fig.: The lowest point; the point of exhaustion; as, his patience had nearly reached zero.
n.
The act of shooting; the discharge of a missile; a shot; as, the shoot of a shuttle.
v. t.
To load with shot, as a gun.
a.
More or less brittle when heated; as, hot-short iron.
v. t.
To shut with violence; to slam; as, to slot a door.
n.
A building in which mechanics or artisans work; as, a shoe shop; a car shop.
pl.
of Shot