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{ | |
"model": [ | |
"Could you imagine it as the representation of a data system?", | |
"Could you use it to map observed data into an alternate representation?", | |
"Could you imagine it as a construct to simulate behavior of a system?", | |
"Examples: \n1. Autoregressive language modeling: Models language by predicting the next token \n2. Standard Model in physics" | |
], | |
"task": [ | |
"Is this a goal or an end unto itself?", | |
"Could you imagine multiple ways to accomplish this goal? If not, it might be a method.", | |
"Examples: \n1. Language modeling \n2. Physical surrogate modeling \n3. Predicting swarm dynamics" | |
], | |
"dataset": [ | |
"Could you imagine this as a set of factual information collected through observation, measurement, or research?", | |
"Examples: \n1. ATCA radio-continuum observations \n2. CIFAR-10 \n3. ATLAS experiment data" | |
], | |
"field": [ | |
"Could you imagine a conference, journal, or tutorial on this topic?", | |
"Examples: \n1. Cosmology \n2. Physics \n3. Machine Learning" | |
], | |
"modality": [ | |
"Could you imagine this as a way that some aspect/facet of factual information or data is represented?", | |
"Examples: \n1. Text is a modality where data is in the form of words and sentences. \n2. Images are a modality where data consists of pixel values arranged in a grid. \n3. Spectra are a modality that represent data as a series of intensity values across a range of wavelengths or frequencies." | |
], | |
"method": [ | |
"Do people use this as a way to accomplish a task?", | |
"Examples: \n1.Multiple Physics Pretraining \n2. Cross-modal contrastive learning \n3. Autoregressive training of Transformers \n4. Direct Preference Optimization \n5. Ordinary Differential Equations" | |
], | |
"object": [ | |
"Could you imagine it as a physical or abstract entity that can be examined and studied?", | |
"Examples: \n1. Galaxies \n2. Black holes \n3. Radio emission \n4. Transformers" | |
], | |
"property": [ | |
"Could you imagine it as an inherent attribute or characteristic of an entity that can be studied?", | |
"Could you imagine it as a quantitative measurement of an entity, method, data, or data modality?", | |
"Could you understand it as a concept that can describe an entity?", | |
"Does it make sense independently, without being attached to another tag? If so, it might not be a property.", | |
"Examples: \n1. Sampling frequency is a property of a signal \n2. Expansion rate is a property of supernovae \n3. Gaussianity is a property of a dataset or signal being normally distributed \n4. Scale invariance is a property of Einstein field equations \n5. Gravity or gravitational acceleration is a property of any object that has mass \n6. Mass is a property of all matter, like planets, stars or protons \n7. Magnetic field strength (B)" | |
], | |
"instrument": [ | |
"Can it be used to produce data?", | |
"Does it measure something?", | |
"Examples: \n1.HATNet \n2. Australia Telescope Compact Array (ATCA) \n3. Dark Energy Spectroscopic Instrument (DESI)" | |
] | |
} |