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STOCHASTIC PARROT

  • Stochastic parrot
  • Term used in machine learning

    In machine learning, the term stochastic parrot is a metaphor that frames large language models as systems that statistically mimic text without real

    Stochastic parrot

    Stochastic_parrot

  • Emily M. Bender
  • American linguist

    [citation needed] In 2021, Bender presented a paper, "On the Dangers of Stochastic Parrots: Can Language Models Be Too Big? 🦜" co-authored with Google researcher

    Emily M. Bender

    Emily M. Bender

    Emily_M._Bender

  • Generative AI
  • AI that generates content

    Retrieval-augmented generation – Type of information retrieval using LLMs Stochastic parrot – Term used in machine learning Banh, Leonardo; Strobel, Gero (2023)

    Generative AI

    Generative AI

    Generative_AI

  • Stochastic
  • Randomly determined process

    problem itself may be stochastic as well, as in planning under uncertainty. Large language models have been described as stochastic parrots. The financial markets

    Stochastic

    Stochastic

    Stochastic

  • Large language model
  • Type of machine learning model

    remixing and recombining existing writing", a phenomenon known as stochastic parrot, or they point to the deficits existing LLMs continue to have in prediction

    Large language model

    Large_language_model

  • Stochastic process
  • Collection of random variables

    Stochastic cellular automaton Random field Randomness Stationary process Statistical model Stochastic calculus Stochastic control Stochastic parrot Stochastic

    Stochastic process

    Stochastic process

    Stochastic_process

  • Neural network (machine learning)
  • Computational model used in machine learning

    Quantum neural network Support vector machine Spiking neural network Stochastic parrot Tensor product network Topological deep learning Hardesty L (14 April

    Neural network (machine learning)

    Neural network (machine learning)

    Neural_network_(machine_learning)

  • Generative pre-trained transformer
  • Type of large language model

    McMillan-Major, Angelina; Shmitchell, Shmargaret (2021). On the Dangers of Stochastic Parrots: Can Language Models Be Too Big?. Proceedings of the 2021 ACM Conference

    Generative pre-trained transformer

    Generative pre-trained transformer

    Generative_pre-trained_transformer

  • Chatbot
  • Conversational software

    chatbots Multi-agent system Social bot Software agent Software bot Stochastic parrot Technological unemployment Twitterbot Mauldin, Michael (1994), "ChatterBots

    Chatbot

    Chatbot

    Chatbot

  • List of American Dialect Society's Words of the Year
  • will result in unwanted consequences AI-related Word of the Year: stochastic parrot Most Creative Word of the Year: Kenaissance: renaissance in the wake

    List of American Dialect Society's Words of the Year

    List of American Dialect Society's Words of the Year

    List_of_American_Dialect_Society's_Words_of_the_Year

  • Sophia (robot)
  • Social humanoid robot

    Techtopia Fashion Show. ELIZA effect Ethics of artificial intelligence Stochastic parrot Stranger in a Strange Land Greshko, Michael (18 May 2018). "Meet Sophia

    Sophia (robot)

    Sophia (robot)

    Sophia_(robot)

  • Cut-up technique
  • Literary technique of rearranging text

    Dissociated press Found poetry Lexical analysis Melitzah Plunderphonics Stochastic parrot Surrealist techniques Vocabularyclept poetry "manifestos: dada manifesto

    Cut-up technique

    Cut-up technique

    Cut-up_technique

  • Timnit Gebru
  • Eritrean computer scientist (born 1982/3)

    coauthored a paper on the risks of large language models (LLMs) acting as stochastic parrots, and submitted it for publication. According to Jeff Dean, head of

    Timnit Gebru

    Timnit Gebru

    Timnit_Gebru

  • Deep learning
  • Branch of machine learning

    learning Reservoir computing Scale space and deep learning Sparse coding Stochastic parrot Topological deep learning Schulz, Hannes; Behnke, Sven (November 2012)

    Deep learning

    Deep learning

    Deep_learning

  • Infinite monkey theorem
  • Counterintuitive result in probability

    go wrong Normal number – Number with all digits equally frequent Stochastic parrot – Term used in machine learning Texas sharpshooter fallacy – Statistical

    Infinite monkey theorem

    Infinite monkey theorem

    Infinite_monkey_theorem

  • Computational theory of mind
  • Family of views in the philosophy of mind

    reality Stimulus–response model – Conceptual framework in psychology Stochastic parrot – Term used in machine learning Adaptive systems – Systems that can

    Computational theory of mind

    Computational_theory_of_mind

  • Chinese room
  • Thought experiment on artificial intelligence

    Additionally, they refute common skeptical challenges, such as the "stochastic parrots" argument and concerns over memorization, asserting that LLMs exhibit

    Chinese room

    Chinese_room

  • Foundation model
  • Artificial intelligence model paradigm

    Angelina; Shmitchell, Shmargaret (1 March 2021). "On the Dangers of Stochastic Parrots: Can Language Models be Too Big? 🦜". Proceedings of the 2021 ACM

    Foundation model

    Foundation_model

  • Future of Life Institute
  • International nonprofit research institute

    authors of one of the papers cited in FLI's letter, "On the Dangers of Stochastic Parrots: Can Language Models Be Too Big?" including Emily M. Bender, Timnit

    Future of Life Institute

    Future_of_Life_Institute

  • GPT-3
  • 2020 text-generating language model

    Angelina; Shmitchell, Shmargaret (March 3, 2021). On the Dangers of Stochastic Parrots: Can Language Models Be Too Big?. FAccT '21: Proceedings of the 2021

    GPT-3

    GPT-3

  • Margaret Mitchell (scientist)
  • American computer scientist

    Angelina; Shmitchell, Shmargaret (March 2021). "On the dangers of stochastic parrots: Can language models be too big?" (PDF). Proceedings of the 2021 ACM

    Margaret Mitchell (scientist)

    Margaret Mitchell (scientist)

    Margaret_Mitchell_(scientist)

  • Inauthentic text
  • Meaningless computer-generated text

    email, will not return a meaningful score. Scraper site Spamdexing Stochastic parrot Kenner, Hugh; O'Rourke, Joseph (November 1984). "A Travesty Generator

    Inauthentic text

    Inauthentic_text

  • Michael Lissack
  • American businessman

    her supporters. Gebru was a co-author of a paper On the Dangers of Stochastic Parrots: Can Language Models Be Too Big? the publication of which resulted

    Michael Lissack

    Michael_Lissack

  • Orange-bellied parrot
  • Species of bird

    orange-bellied parrot (Neophema chrysogaster) is a small parrot endemic to southern Australia, and one of only three[citation needed] species of parrot that migrate

    Orange-bellied parrot

    Orange-bellied parrot

    Orange-bellied_parrot

  • Criticism of Google
  • Litigation History of Google Ireland as a tax haven No Tech for Apartheid Stochastic parrot Surveillance capitalism The Creepy Line Who Owns the Future? Levine

    Criticism of Google

    Criticism_of_Google

  • Google Brain
  • Deep learning artificial intelligence research team

    departure was her refusal to retract a paper entitled "On the Dangers of Stochastic Parrots: Can Language Models Be Too Big?" and a related ultimatum she made

    Google Brain

    Google_Brain

  • Algorithmic Justice League
  • Digital advocacy non-profit organization

    Angelina; Shmitchell, Shmargaret (March 3, 2021). "On the Dangers of Stochastic Parrots: Can Language Models be Too Big?". Proceedings of the 2021 ACM Conference

    Algorithmic Justice League

    Algorithmic_Justice_League

  • Invasive species
  • Introduced species that harms its new environment

    Angelina; Shmitchell, Shmargaret (March 1, 2021). "On the Dangers of Stochastic Parrots: Can Language Models be Too Big? 🦜". Proceedings of the 2021 ACM

    Invasive species

    Invasive species

    Invasive_species

  • List of open letters by academics
  • Retrieved 2023-05-16. Among the research cited was "On the Dangers of Stochastic Parrots", a well-known paper co-authored by Margaret Mitchell, who previously

    List of open letters by academics

    List_of_open_letters_by_academics

  • Digital rhetoric
  • Forms of communication via digital mediums

    Angelina; Shmitchell, Shmargaret (March 1, 2021). "On the Dangers of Stochastic Parrots: Can Language Models be Too Big? 🦜". Proceedings of the 2021 ACM

    Digital rhetoric

    Digital rhetoric

    Digital_rhetoric

  • Bonelli's eagle
  • Large bird of prey

    López-López, P., & Urios, V. (2008). Incorporating spatial structure and stochasticity in endangered Bonelli's eagle's population models: implications for

    Bonelli's eagle

    Bonelli's eagle

    Bonelli's_eagle

  • Springfield pet-eating hoax
  • 2024 American anti-immigration allegations

    conspiracy theories promoted by Donald Trump Rhetoric of Donald Trump Stochastic terrorism – Probabilistic link between public rhetoric and ideologically

    Springfield pet-eating hoax

    Springfield pet-eating hoax

    Springfield_pet-eating_hoax

  • Venn diagram
  • Diagram that shows all possible logical relations between a collection of sets

    diagram. Living creatures that have two legs and can fly—for example, parrots—are then in both sets, so they correspond to points in the region where

    Venn diagram

    Venn diagram

    Venn_diagram

  • Piracy
  • Acts of robbery or criminality at sea

    2021. Adams, Cecil (October 12, 2007). "Why are pirates depicted with a parrot on their shoulder? What's the origin of the skull and crossbones pirate

    Piracy

    Piracy

    Piracy

  • List of Greek and Latin roots in English/P–Z
  • stoch- aim Greek στόχος (stókhos), στοχαστικός (stokhastikós), στόχασμα stochastic stom- mouth Greek στόμα, στόματος (stóma, stómatos) anastomosis, anastomotic

    List of Greek and Latin roots in English/P–Z

    List_of_Greek_and_Latin_roots_in_English/P–Z

  • Python (programming language)
  • General-purpose programming language

    April 2016. Retrieved 24 September 2011. "Python on the Nokia N900". Stochastic Geometry. 29 April 2010. Archived from the original on 20 June 2019. Retrieved

    Python (programming language)

    Python (programming language)

    Python_(programming_language)

  • Bahama oriole
  • Species of songbird

    development, introduced predators (including cats, rats, dogs and hogs) and stochastic processes that, because of the oriole's small population size, increase

    Bahama oriole

    Bahama oriole

    Bahama_oriole

  • Prostitution in Iran
  • prevalence of prostitution under the influence of poverty: A deterministic vs. stochastic approach". Applied Mathematics and Computation. 485 129030. doi:10.1016/j

    Prostitution in Iran

    Prostitution_in_Iran

  • List of datasets for machine-learning research
  • Hans-Georg (September 2008). "Distance-based clustering of sparsely observed stochastic processes, with applications to online auctions". The Annals of Applied

    List of datasets for machine-learning research

    List_of_datasets_for_machine-learning_research

  • Focus (linguistics)
  • Grammatical category for new or contrastive information

    parrot f] f] foc Because there is no rule in (14) or (15) that licenses F-marking to the direct object from any other node, the direct object parrot must

    Focus (linguistics)

    Focus_(linguistics)

  • List of string quartet composers
  • (1955–1962), which was written with the help of an IBM 7090 computer using stochastic algorithms, Tetras (1983), a work in nine sections, Tetora (1990), and

    List of string quartet composers

    List of string quartet composers

    List_of_string_quartet_composers

  • Free-radical theory of aging
  • Free-radical aging theory

    American: 49–52. Poovathingal SK, Gruber J, Halliwell B, Gunawan R (2009). "Stochastic drift in mitochondrial DNA point mutations: a novel perspective ex silico"

    Free-radical theory of aging

    Free-radical_theory_of_aging

  • List of fossil bird genera
  • Paleolithic Revolution. Rather, reasons for the extinctions listed here are stochastic abiotic events such as bolide impacts, climate changes due to orbital

    List of fossil bird genera

    List of fossil bird genera

    List_of_fossil_bird_genera

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