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Technology Terminology Observatory

Last updated: 2026-03-18T20:55:03Z

Entries 10

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Term	Canonical Def	Variants	First Doc	Trend
Artificial Intelligence 4 variants	Systems exhibiting goal-directed behavior via learned representations...	4 domains	2023-01-01	Contested
Domain Variants research "Systems exhibiting goal-directed behavior via learned representations..." legal "Any machine-based system that can, for a given set of objectives..." industry "Software that performs tasks that typically require human intelligence..." regulatory "A machine-based system that is designed to operate with varying levels of autonomy..." Metadata First Documented: 2023-01-01 Source Count: 47 Research Notes Definition divergence between EU AI Act and NIST AI RMF is a documented alignment gap. Recent Sources EU AI Act regulatory • 2024-03-13
Machine Learning 2 variants	The study of computer algorithms that can improve automatically through experience and by the use of data.	2 domains	1959-01-01	Contested
Domain Variants research "The study of computer algorithms that can improve automatically through experience and by the use of data." industry "Algorithms that parse data, learn from it, and then apply what they've learned to make informed decisions." Metadata First Documented: 1959-01-01 Source Count: 122 Research Notes Relatively stable definition across domains compared to 'AI'. Recent Sources Unifying Optimization and Dynamics to Parallelize Sequential Computation: A Guide to Parallel Newton Methods for Breaking Sequential Bottlenecks research • 2026-03-17 Beyond Accuracy: Evaluating Forecasting Models by Multi-Echelon Inventory Cost research • 2026-03-17
Algorithm 1 variants	A finite sequence of rigorous instructions, typically used to solve a class of specific problems or to perform a computation.	1 domains	1936-01-01	Stable
Domain Variants research "A finite sequence of rigorous instructions, typically used to solve a class of specific problems or to perform a computation." Metadata First Documented: 1936-01-01 Source Count: 301 Recent Sources Unifying Optimization and Dynamics to Parallelize Sequential Computation: A Guide to Parallel Newton Methods for Breaking Sequential Bottlenecks research • 2026-03-17
Large Language Model 2 variants	A language model consisting of a neural network with many parameters (typically billions), trained on large quantities of unlabelled text using self-supervised learning.	2 domains	2018-01-01	Contested
Domain Variants research "A language model consisting of a neural network with many parameters (typically billions), trained on large quantities of unlabelled text using self-supervised learning." industry "A type of artificial intelligence algorithm that uses deep learning techniques and massively large data sets to understand, summarize, generate and predict new content." Metadata First Documented: 2018-01-01 Source Count: 91 Research Notes Boundary between LM and LLM remains ill-defined. Recent Sources SocialOmni: Benchmarking Audio-Visual Social Interactivity in Omni Models research • 2026-03-17 Internalizing Agency from Reflective Experience research • 2026-03-17 Prompt Programming for Cultural Bias and Alignment of Large Language Models research • 2026-03-17
Alignment 2 variants	The process of encoding human values and goals into artificial intelligence systems.	2 domains	2016-01-01	Contested
Domain Variants research "The process of encoding human values and goals into artificial intelligence systems." industry "Ensuring AI systems act in accordance with intended behaviors and constraints." Metadata First Documented: 2016-01-01 Source Count: 66 Research Notes Significant divergence in measurement and verification methodologies. Recent Sources Prompt Programming for Cultural Bias and Alignment of Large Language Models research • 2026-03-17 DexGrasp-Zero: A Morphology-Aligned Policy for Zero-Shot Cross-Embodiment Dexterous Grasping research • 2026-03-17 V-Co: A Closer Look at Visual Representation Alignment via Co-Denoising research • 2026-03-17
Safety 2 variants	Freedom from unacceptable risk.	2 domains	2010-01-01	Contested
Domain Variants regulatory "Freedom from unacceptable risk." research "The study of building AI systems that reliably do what their designers intend." Metadata First Documented: 2010-01-01 Source Count: 111 Research Notes Often conflated with security or ethics in industry literature. Recent Sources Surg$Σ$: A Spectrum of Large-Scale Multimodal Data and Foundation Models for Surgical Intelligence research • 2026-03-17
Hallucination 2 variants	Generated content that is nonsensical or unfaithful to the provided source content.	2 domains	2020-01-01	Contested
Domain Variants research "Generated content that is nonsensical or unfaithful to the provided source content." industry "A response generated by an AI that contains false or misleading information presented as fact." Metadata First Documented: 2020-01-01 Source Count: 94 Research Notes Term heavily criticized by cognitive scientists; alternative 'confabulation' proposed.
Foundation Model 2 variants	Any model that is trained on broad data (generally using self-supervision at scale) that can be adapted to a wide range of downstream tasks.	2 domains	2021-08-01	Contested
Domain Variants research "Any model that is trained on broad data (generally using self-supervision at scale) that can be adapted to a wide range of downstream tasks." regulatory "A large-scale AI model designed to be adapted for a wide variety of tasks." Metadata First Documented: 2021-08-01 Source Count: 43 Research Notes Introduced by Stanford CRFM. Becoming established in regulatory text. Recent Sources Surg$Σ$: A Spectrum of Large-Scale Multimodal Data and Foundation Models for Surgical Intelligence research • 2026-03-17 InCoder-32B: Code Foundation Model for Industrial Scenarios research • 2026-03-17
Artificial General Intelligence 2 variants	A hypothetical intelligence of a machine that has the capacity to understand or learn any intellectual task that a human being can.	2 domains	1997-01-01	Contested
Domain Variants research "A hypothetical intelligence of a machine that has the capacity to understand or learn any intellectual task that a human being can." industry "Highly autonomous systems that outperform humans at most economically valuable work." Metadata First Documented: 1997-01-01 Source Count: 150 Research Notes Definition remains highly speculative and fractured across all domains.
Autonomous System 2 variants	A system capable of executing complex tasks without human intervention.	2 domains	2000-01-01	Contested
Domain Variants regulatory "A system capable of executing complex tasks without human intervention." research "A system that can change its behavior in response to unanticipated events during operation." Metadata First Documented: 2000-01-01 Source Count: 76 Research Notes Degrees of autonomy often require specific legal or operational boundaries.

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