Pretrained AI Models: Performativity, Mobility, and Change
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Summary
It is discussed how pretrained models move through actor networks as a kind of computationally immutable mobile, but that users also act as agents of technological change by reinterpreting them via fine-tuning and transfer and how this sociological understanding of Pretrained models can inform AI governance frameworks for fairness, accountability, and transparency.
- Type
- preprint
- Published
- 2019-09-07
- Cited by
- 25
- References
- 101
- Access
- Open access
- OpenAlex
- https://openalex.org/W2971671202
- Semantic Scholar
- https://api.semanticscholar.org/CorpusID:202538698
Keywords
Performativity, Sociology, Gender studies
References
- The Politics of Risk
- Self-Fulfilling Prophecy
- Failure-Tolerant Computer Design
- Will Affirmative-Action Policies Eliminate Negative Stereotypes?
- An Engine, Not a Camera: How Financial Models Shape Markets
- RISING SCORES ON INTELLIGENCE TESTS
- Drawing Theories Apart: The Dispersion of Feynman Diagrams in Postwar Physics
- Dual-use research: Self-censorship is not enough
- Building a practically useful theory of goal setting and task motivation. A 35-year odyssey.
- Computing Machinery and Intelligence
- Beyond the Turing Test
- Social Life as Bootstrapped Induction
- The wealth of networks: How social production transforms markets and freedom
- RÉFLEXIONS SUR LA PUISSANCE MOTRICE DU FEU, ET SUR LES MACHINES PROPRES A DÉVELOPPER CETTE PUISSANCE.
- Metaknowledge
- The Social Construction of Technological Systems
- High-speed flight in an ergodic forest
- User Community vs. Producer Innovation Development Efficiency: A First Empirical Study
- How User Innovations Become Commercial Products: A Theoretical Investigation and Case Study
- Efficient multifaceted screening of job applicants
Cited by
- CTRL: A Conditional Transformer Language Model for Controllable Generation
- Limits of Detecting Text Generated by Large-Scale Language Models
- BERTology Meets Biology: Interpreting Attention in Protein Language Models
- Multimodal Emotion Recognition With Transformer-Based Self Supervised Feature Fusion
- Mind Your Inflections! Improving NLP for Non-Standard Englishes with Base-Inflection Encoding
- How Effectively Can Machines Defend Against Machine-Generated Fake News? An Empirical Study
- Connectors of smart design and smart systems
- Should attention be all we need? The epistemic and ethical implications of unification in machine learning
- Explaining Artificial Intelligence Generation and Creativity: Human interpretability for novel ideas and artifacts
- The Performativity of AI-powered Event Detection: How AI Creates a Racialized Protest and Why Looking for Bias Is Not a Solution
- Fairness in Graph Mining: A Survey
- Muslim-Violence Bias Persists in Debiased GPT Models
- Identifying Gender Bias in Generative Models for Mental Health Synthetic Data
- Artificial Intelligence, Social Responsibility, and the Roles of the University
- The Impact of AI-Driven Tools on Student Writing Development: A Case Study From The CGScholar AI Helper Project
- A Theory of Inference Compute Scaling: Reasoning through Directed Stochastic Skill Search
- Style Transfer as Bias Mitigation: Diffusion Models for Synthetic Mental Health Text for Arabic
- Mind Your Inflections! Improving NLP for Non-Standard English with Base-Inflection Encoding
- Dynamic Inference
- Debiased Large Language Models Still Associate Muslims with Uniquely Violent Acts
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