BloomScore / t5train.json
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{
"examples": [
{
"input_text": [
"What is overfitting in machine learning, and how can it be prevented?",
"What are the differences between L1 and L2 regularization techniques?"
],
"output_text": [
"@ What is overfitting in machine learning, and how can it be prevented? @ What are the differences between L1 and L2 regularization techniques?"
]
},
{
"input_text": [
"How does gradient descent work in optimization algorithms? Can you ",
"explain the difference between batch gradient descent and ",
"stochastic gradient descent?",
"What is the difference between parametric and non-parametric models in mac",
"ine learning? What are the advantages of each approach?"
],
"output_text": [
"@ How does gradient descent work in optimization algorithms? @ Can you explain the difference between batch gradient descent and stochastic gradient descent? @What is the difference between parametric and non-parametric models in machine learning? What are the advantages of each approach?"
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},
{
"input_text": [
"What are convolutional neural networks (CNNs), and why are t",
"hey commonly used for image processing tasks? How do they differ from fully connected neural networks?"
],
"output_text": [
"@ What are convolutional neural networks (CNNs), and why are they commonly used for image processing tasks? @ How do they differ from fully connected neural networks?"
]
},
{
"input_text": [
"What is the purpose of cross-validation in machine learning? How does k-fold cross-validation work?"
],
"output_text": [
"@ What is the purpose of cross-validation in machine learning? @ How does k-fold cross-validation work?"
]
},
{
"input_text": [
"What is a confusion matrix, and how is it used to evaluate classification models? Can you explain the significance of precision, recall, and F1 score?"
],
"output_text": [
"@ What is a confusion matrix, and how is it used to evaluate classification models? @ Can you explain the significance of precision, recall, and F1 score?"
]
},
{
"input_text": [
"What are decision trees in machine learning, and how do they split d",
"ata? How does pruning help improve decision tree performance?"
],
"output_text": [
"@ What are decision trees in machine learning, and how do they split data? @ How does pruning help improve decision tree performance?"
]
},
{
"input_text": [
"What is feature engineering, and why is it important in machine learning? What are some common feature engineering techniques?"
],
"output_text": [
"@ What is feature engineering, and why is it important in machine le",
"arning? @ What are some common feature engineering techniques?"
]
},
{
"input_text": [
"What is the bias-variance tradeoff in machine learning, and how does it impact model performance? How can you achieve a good balance?"
],
"output_text": [
"@ What is the bias-variance tradeoff in machine learning, and how does it impact model performance? @ How can you achieve a good balance?"
]
},
{
"input_text": [
"What is the difference between supervised and unsupervised learning? Can you provide examples of algorithms used for each type of learning?"
],
"output_text": [
"@ What is the difference between supervised and unsupervised learning? @ Can you provide examples of algorithms used for each type of learning?"
]
},
{
"input_text": [
"What is ensemble learning, and how does it improve model performance? Can you explain how bagging and boosting work?"
],
"output_text": [
"@ What is ensemble learning, and how does it improve model performance? @ Can you explain how bagging and boosting work?"
]
},
{
"input_text": [
"What is the role of activation functions in neural networks? How do ReLU, sigmoid, and tanh activation functions differ?"
],
"output_text": [
"@ What is the role of activation functions in neural networks? @ How do ReLU, sigmoid, and tanh activation functions differ?"
]
},
{
"input_text": [
"What is the difference between parametric and non-parametric models in machine learning? What are the advantages of each approach?"
],
"output_text": [
"@ What is the difference between parametric and non-parametric models in machine learning? @ What are the advantages of each approach?"
]
},
{
"input_text": [
"What is the purpose of the softmax function in classification tasks? How does it differ from the sigmoid function?"
],
"output_text": [
"@ What is the purpose of the softmax function in classification tasks? @ How does it differ from the sigmoid function?"
]
},
{
"input_text": [
"What are transfer learning and fine-tuning in machine learning? Can you explain how these techniques are applied in practice?"
],
"output_text": [
"@ What are transfer learning and fine-tuning in machine learning? @ Can you explain how these techniques are applied in practice?"
]
},
{
"input_text": [
"How does gradient descent work in optimization algorithms? Can you ",
"explain the difference between batch gradient descent and ",
"stochastic gradient descent?",
"What is the difference between parametric and non-parametric models in machine ",
"learning? What are the advantages of each approach?"
],
"output_text": [
"@ How does gradient descent work in optimization algorithms? @ Can you explain the difference between batch gradient descent and stochastic gradient descent? @ What is the difference between parametric and non-parametric models in machine learning? What are the advantages of each approach?"
]
},
{
"input_text": [
"What are support vector machines (SVMs), and how do they find the optimal ",
"decision boundary? How do kernel functions enhance their ",
"capabilities?",
"What is dimensionality reduction, and why is it important? Can you ",
"explain the difference between PCA and t-SNE?"
],
"output_text": [
"@ What are support vector machines (SVMs), and how do they find the optimal decision boundary? @ How do kernel functions enhance their capabilities? @ What is dimensionality reduction, and why is it important? @ Can you explain the difference between PCA and t-SNE?"
]
},
{
"input_text": [
"What are convolutional neural networks (CNNs), and why are they ",
"commonly used for image processing tasks? How do they ",
"differ from fully connected neural networks?",
"What is the role of activation functions in neural networks? How do ",
"ReLU, sigmoid, and tanh activation functions differ?"
],
"output_text": [
"@ What are convolutional neural networks (CNNs), and why are they commonly used for image processing tasks? @ How do they differ from fully connected neural networks? @ What is the role of activation functions in neural networks? @ How do ReLU, sigmoid, and tanh activation functions differ?"
]
},
{
"input_text": [
"What is the importance of data preprocessing in machine learning? ",
"What steps are typically involved in data preprocessing?",
"What is ensemble learning, and how does it improve model ",
"performance? Can you explain how bagging and boosting work?"
],
"output_text": [
"@ What is the importance of data preprocessing in machine learning? @ What steps are typically involved in data preprocessing? @ What is ensemble learning, and how does it improve model performance? @ Can you explain how bagging and boosting work?"
]
},
{
"input_text": [
"What is overfitting in machine learning, and how can it be ",
"prevented? What are the differences between L1 and L2 ",
"regularization techniques?",
"What is the bias-variance tradeoff in machine learning, and how ",
"does it impact model performance? How can you achieve a ",
"good balance?"
],
"output_text": [
"@ What is overfitting in machine learning, and how can it be prevented? @ What are the differences between L1 and L2 regularization techniques? @ What is the bias-variance tradeoff in machine learning, and how does it impact model performance? @ How can you achieve a good balance?"
]
},
{
"input_text": [
"What is the importance of data preprocessing in machine learning? What steps are typically involved in data preprocessing?"
],
"output_text": [
"@ What is the importance of data preprocessing in machine learning? @ What steps are typically involved in data preprocessing?"
]
},
{
"input_text": [
"What are support vector machines (SVMs), and how do they find the optimal decision boundary? How do kernel functions enhance their capabilities?"
],
"output_text": [
"@ What are support vector machines (SVMs), and how do they find the optimal decision boundary? @ How do kernel functions enhance their capabilities?"
]
},
{
"input_text": [
"What is unsupervised learning, and how does it differ from supervised learning? Can you provide examples of clustering algorithms?"
],
"output_text": [
"@ What is unsupervised learning, and how does it differ from supervised learning? @ Can you provide examples of clustering algorithms?"
]
},
{
"input_text": [
"What is reinforcement learning, and how does it differ from other machine learning paradigms? Can you provide examples of its real-world applications?"
],
"output_text": [
"@ What is reinforcement learning, and how does it differ from other machine learning paradigms? @ Can you provide examples of its real-world applications?"
]
},
{
"input_text": [
"What is dimensionality reduction, and why is it important? Can you explain the difference between PCA and t-SNE?"
],
"output_text": [
"@ What is dimensionality reduction, and why is it important? @ Can you explain the difference between PCA and t-SNE?"
]
},
{
"input_text": [
"What are generative adversarial networks (GANs), and how do they work? What are some practical applications of GANs?"
],
"output_text": [
"@ What are generative adversarial networks (GANs), and how do they work? @ What are some practical applications of GANs?"
]
},
{
"input_text": [
"What are the different phases of mitosis in cell division? How ",
"do they ensure the accurate distribution of chromosomes? ",
"Can you explain the role of spindle fibers during this process?"
],
"output_text": [
"@ What are the different phases of mitosis in cell division? @ How do they ensure the accurate distribution of chromosomes? @ Can you explain the role of spindle fibers during this process?"
]
},
{
"input_text": [
"What is Newton's second law of motion, and how does it ",
"relate to the concepts of force and acceleration? Can you ",
"provide a practical example demonstrating this law?"
],
"output_text": [
"@ What is Newton's second law of motion? @ How does it relate to the concepts of force and acceleration? @ Can you provide a practical example demonstrating this law?"
]
},
{
"input_text": [
"What is the difference between a simile and a metaphor? How ",
"can these figures of speech enhance creative writing? ",
"Can you provide examples of each?"
],
"output_text": [
"@ What is the difference between a simile and a metaphor? @ How can these figures of speech enhance creative writing? @ Can you provide examples of each?"
]
},
{
"input_text": [
"What are the primary components of the human respiratory system? ",
"How does gas exchange occur in the alveoli? What role does ",
"hemoglobin play in transporting oxygen?"
],
"output_text": [
"@ What are the primary components of the human respiratory system? @ How does gas exchange occur in the alveoli? @ What role does hemoglobin play in transporting oxygen?"
]
},
{
"input_text": [
"What is the significance of the speed of light in Einstein's theory ",
"of relativity? How does time dilation occur at speeds close ",
"to the speed of light?"
],
"output_text": [
"@ What is the significance of the speed of light in Einstein's theory of relativity? @ How does time dilation occur at speeds close to the speed of light?"
]
},
{
"input_text": [
"What are the rules for forming plural nouns in English grammar? ",
"How do irregular plurals differ from regular ones? Can you ",
"provide examples of each?"
],
"output_text": [
"@ What are the rules for forming plural nouns in English grammar? @ How do irregular plurals differ from regular ones? @ Can you provide examples of each?"
]
},
{
"input_text": [
"What are the properties of water that make it essential for life? ",
"How does its ability to form hydrogen bonds contribute to its ",
"unique characteristics?"
],
"output_text": [
"@ What are the properties of water that make it essential for life? @ How does its ability to form hydrogen bonds contribute to its unique characteristics?"
]
},
{
"input_text": [
"What is the Doppler effect, and how does it apply to sound and ",
"light waves? Can you explain its significance in astronomy?"
],
"output_text": [
"@ What is the Doppler effect? @ How does it apply to sound and light waves? @ Can you explain its significance in astronomy?"
]
},
{
"input_text": [
"What are the different types of clauses in English grammar? How ",
"do dependent and independent clauses differ? Can you provide ",
"examples of each?"
],
"output_text": [
"@ What are the different types of clauses in English grammar? @ How do dependent and independent clauses differ? @ Can you provide examples of each?"
]
},
{
"input_text": [
"What is photosynthesis, and what are its main stages? How do light ",
"reactions and the Calvin cycle contribute to the process?"
],
"output_text": [
"@ What is photosynthesis? @ What are its main stages? @ How do light reactions and the Calvin cycle contribute to the process?"
]
},
{
"input_text": [
"What is the principle of conservation of energy in physics? How ",
"does it apply to mechanical systems? Can you give an example?",
"What are the implications of energy conservation in closed systems?"
],
"output_text": [
"@ What is the principle of conservation of energy in physics? @ How does it apply to mechanical systems? @ Can you give an example? @ What are the implications of energy conservation in closed systems?"
]
},
{
"input_text": [
"What are the causes of genetic mutations, and how can they ",
"affect an organism? What is the difference between point mutations ",
"and chromosomal mutations?"
],
"output_text": [
"@ What are the causes of genetic mutations? @ How can they affect an organism? @ What is the difference between point mutations and chromosomal mutations?"
]
},
{
"input_text": [
"What are the laws of thermodynamics, and what do they describe? ",
"Can you explain the concept of entropy in simple terms?",
"How does the second law relate to the efficiency of heat engines?"
],
"output_text": [
"@ What are the laws of thermodynamics? @ What do they describe? @ Can you explain the concept of entropy in simple terms? @ How does the second law relate to the efficiency of heat engines?"
]
},
{
"input_text": [
"What is the difference between active and passive voice in English? ",
"How can rewriting sentences in active voice improve clarity? ",
"Can you provide examples of both?"
],
"output_text": [
"@ What is the difference between active and passive voice in English? @ How can rewriting sentences in active voice improve clarity? @ Can you provide examples of both?"
]
},
{
"input_text": [
"What is the function of ribosomes in a cell? How do they ",
"contribute to protein synthesis? What role does mRNA play in ",
"this process?"
],
"output_text": [
"@ What is the function of ribosomes in a cell? @ How do they contribute to protein synthesis? @ What role does mRNA play in this process?"
]
},
{
"input_text": [
"What is the difference between kinetic energy and potential energy? ",
"How is the total mechanical energy of a system calculated? ",
"Can you give an example of energy transformation?"
],
"output_text": [
"@ What is the difference between kinetic energy and potential energy? @ How is the total mechanical energy of a system calculated? @ Can you give an example of energy transformation?"
]
},
{
"input_text": [
"What is natural selection, and how does it drive evolution? What ",
"are the differences between stabilizing, directional, and disruptive ",
"selection?"
],
"output_text": [
"@ What is natural selection? @ How does it drive evolution? @ What are the differences between stabilizing, directional, and disruptive selection?"
]
},
{
"input_text": [
"What is a black hole, and how is it formed? What is the significance ",
"of the event horizon in understanding black holes?"
],
"output_text": [
"@ What is a black hole? @ How is it formed? @ What is the significance of the event horizon in understanding black holes?"
]
},
{
"input_text": [
"What are the different parts of speech in English grammar? How ",
"do adjectives and adverbs differ in their usage? Can you ",
"provide examples?"
],
"output_text": [
"@ What are the different parts of speech in English grammar? @ How do adjectives and adverbs differ in their usage? @ Can you provide examples?"
]
},
{
"input_text": [
"What is the structure of an atom? How do protons, neutrons, and ",
"electrons determine its properties? What is the role of valence ",
"electrons in chemical bonding?"
],
"output_text": [
"@ What is the structure of an atom? @ How do protons, neutrons, and electrons determine its properties? @ What is the role of valence electrons in chemical bonding?"
]
},
{
"input_text": [
"What is the role of enzymes in biological processes? How do ",
"temperature and pH affect enzyme activity? Can you provide ",
"examples of specific enzymes and their functions?"
],
"output_text": [
"@ What is the role of enzymes in biological processes? @ How do temperature and pH affect enzyme activity? @ Can you provide examples of specific enzymes and their functions?"
]
},
{
"input_text": [
"What is the Pythagorean theorem, and how is it used in geometry? ",
"Can you explain its application in solving real-world problems?"
],
"output_text": [
"@ What is the Pythagorean theorem? @ How is it used in geometry? @ Can you explain its application in solving real-world problems?"
]
},
{
"input_text": [
"What are the causes and effects of deforestation? How does it ",
"impact biodiversity and contribute to climate change? Can you ",
"suggest strategies to mitigate its effects?"
],
"output_text": [
"@ What are the causes and effects of deforestation? @ How does it impact biodiversity and contribute to climate change? @ Can you suggest strategies to mitigate its effects?"
]
},
{
"input_text": [
"What is the difference between prokaryotic and eukaryotic cells? ",
"How does the structure of each type of cell relate to its ",
"function? Can you provide examples?"
],
"output_text": [
"@ What is the difference between prokaryotic and eukaryotic cells? @ How does the structure of each type of cell relate to its function? @ Can you provide examples?"
]
},
{
"input_text": [
"What is the theory of plate tectonics, and how does it explain ",
"earthquakes and volcanic activity? Can you discuss the different ",
"types of plate boundaries?"
],
"output_text": [
"@ What is the theory of plate tectonics? @ How does it explain earthquakes and volcanic activity? @ Can you discuss the different types of plate boundaries?"
]
},
{
"input_text": [
"What are the key differences between active transport and passive ",
"transport in cells? How do concentration gradients influence these ",
"processes?"
],
"output_text": [
"@ What are the key differences between active transport and passive transport in cells? @ How do concentration gradients influence these processes?"
]
},
{
"input_text": [
"What is Ohm's law in physics, and how does it relate voltage, ",
"current, and resistance? Can you provide an example of its ",
"application in electrical circuits?"
],
"output_text": [
"@ What is Ohm's law in physics? @ How does it relate voltage, current, and resistance? @ Can you provide an example of its application in electrical circuits?"
]
},
{
"input_text": [
"What are the main causes of global warming? How does the ",
"greenhouse effect contribute to rising temperatures? Can you ",
"suggest solutions to address this issue?"
],
"output_text": [
"@ What are the main causes of global warming? @ How does the greenhouse effect contribute to rising temperatures? @ Can you suggest solutions to address this issue?"
]
},
{
"input_text": [
"What is the process of meiosis, and how does it differ from mitosis? ",
"Why is meiosis essential for sexual reproduction? What are ",
"the stages of meiosis?"
],
"output_text": [
"@ What is the process of meiosis? @ How does it differ from mitosis? @ Why is meiosis essential for sexual reproduction? @ What are the stages of meiosis?"
]
},
{
"input_text": [
"What is the significance of literary devices in storytelling? How ",
"do symbolism and foreshadowing enhance a narrative? Can you ",
"provide examples from well-known works?"
],
"output_text": [
"@ What is the significance of literary devices in storytelling? @ How do symbolism and foreshadowing enhance a narrative? @ Can you provide examples from well-known works?"
]
},
{
"input_text": [
"What are Newton's three laws of motion, and how do they describe ",
"the behavior of objects? Can you provide examples of each law in ",
"action?"
],
"output_text": [
"@ What are Newton's three laws of motion? @ How do they describe the behavior of objects? @ Can you provide examples of each law in action?"
]
},
{
"input_text": [
"What is the structure of a plant cell, and how does it differ from ",
"an animal cell? What are the functions of the cell wall and ",
"chloroplasts?"
],
"output_text": [
"@ What is the structure of a plant cell? @ How does it differ from an animal cell? @ What are the functions of the cell wall and chloroplasts?"
]
},
{
"input_text": [
"What are the different types of chemical bonds? How do covalent, ",
"ionic, and hydrogen bonds differ in terms of strength and ",
"formation?"
],
"output_text": [
"@ What are the different types of chemical bonds? @ How do covalent, ionic, and hydrogen bonds differ in terms of strength and formation?"
]
},
{
"input_text": [
"What are the functions of the circulatory system in the human body? ",
"How do the heart, blood vessels, and blood work together to ",
"maintain homeostasis?"
],
"output_text": [
"@ What are the functions of the circulatory system in the human body? @ How do the heart, blood vessels, and blood work together to maintain homeostasis?"
]
},
{
"input_text": [
"What is a chemical reaction, and what are the signs that one has ",
"occurred? How do exothermic and endothermic reactions differ?"
],
"output_text": [
"@ What is a chemical reaction? @ What are the signs that one has occurred? @ How do exothermic and endothermic reactions differ?"
]
},
{
"input_text": [
"What are the different layers of the Earth, and what are their ",
"compositions? How do they contribute to geological processes?",
"What is the significance of the Earth's mantle?"
],
"output_text": [
"@ What are the different layers of the Earth? @ What are their compositions? @ How do they contribute to geological processes? @ What is the significance of the Earth's mantle?"
]
},
{
"input_text": [
"What is the role of the nervous system in the human body? How do ",
"neurons transmit signals? What is the difference between the ",
"central and peripheral nervous systems?"
],
"output_text": [
"@ What is the role of the nervous system in the human body? @ How do neurons transmit signals? @ What is the difference between the central and peripheral nervous systems?"
]
},
{
"input_text": [
"What is the significance of the periodic table in chemistry? How ",
"are elements arranged based on their properties? What do periods ",
"and groups represent?"
],
"output_text": [
"@ What is the significance of the periodic table in chemistry? @ How are elements arranged based on their properties? @ What do periods and groups represent?"
]
},
{
"input_text": [
"What are the different types of weathering processes? How do ",
"mechanical and chemical weathering shape the Earth's surface? ",
"Can you give examples of each?"
],
"output_text": [
"@ What are the different types of weathering processes? @ How do mechanical and chemical weathering shape the Earth's surface? @ Can you give examples of each?"
]
},
{
"input_text": [
"What is the significance of punctuation in English writing? How do ",
"commas and semicolons differ in their use? Can you provide examples ",
"to illustrate proper punctuation?"
],
"output_text": [
"@ What is the significance of punctuation in English writing? @ How do commas and semicolons differ in their use? @ Can you provide examples to illustrate proper punctuation?"
]
},
{
"input_text": [
"What is the greenhouse effect, and how does it impact the Earth's ",
"climate? How do human activities contribute to this effect? ",
"What are some solutions to reduce its impact?"
],
"output_text": [
"@ What is the greenhouse effect? @ How does it impact the Earth's climate? @ How do human activities contribute to this effect? @ What are some solutions to reduce its impact?"
]
},
{
"input_text": [
"What are the principles of magnetism? How do magnets generate ",
"magnetic fields? Can you explain the concept of magnetic poles?"
],
"output_text": [
"@ What are the principles of magnetism? @ How do magnets generate magnetic fields? @ Can you explain the concept of magnetic poles?"
]
},
{
"input_text": [
"What is the role of DNA in heredity? How does DNA replication occur, ",
"and why is it important for cell division? What are the key enzymes ",
"involved in this process?"
],
"output_text": [
"@ What is the role of DNA in heredity? @ How does DNA replication occur, and why is it important for cell division? @ What are the key enzymes involved in this process?"
]
},
{
"input_text": [
"What are the causes and effects of soil erosion? How can it be ",
"prevented? Can you provide examples of sustainable land management ",
"practices?"
],
"output_text": [
"@ What are the causes and effects of soil erosion? @ How can it be prevented? @ Can you provide examples of sustainable land management practices?"
]
},
{
"input_text": [
"What is the importance of the water cycle in maintaining life on ",
"Earth? How do evaporation, condensation, and precipitation contribute ",
"to this cycle?"
],
"output_text": [
"@ What is the importance of the water cycle in maintaining life on Earth? @ How do evaporation, condensation, and precipitation contribute to this cycle?"
]
},
{
"input_text": [
"What are the different types of energy? How do kinetic and potential ",
"energy differ? Can you give examples of energy transformations in ",
"daily life?"
],
"output_text": [
"@ What are the different types of energy? @ How do kinetic and potential energy differ? @ Can you give examples of energy transformations in daily life?"
]
},
{
"input_text": [
"What is the difference between renewable and non-renewable energy ",
"resources? How do solar and wind energy contribute to sustainable ",
"development?"
],
"output_text": [
"@ What is the difference between renewable and non-renewable energy resources? @ How do solar and wind energy contribute to sustainable development?"
]
},
{
"input_text": [
"What are the defining characteristics of mammals? How do they ",
"differ from other vertebrates? Can you provide examples of diverse ",
"mammal species?"
],
"output_text": [
"@ What are the defining characteristics of mammals? @ How do they differ from other vertebrates? @ Can you provide examples of diverse mammal species?"
]
},
{
"input_text": [
"What is the Big Bang theory, and how does it explain the origin of ",
"the universe? What evidence supports this theory?"
],
"output_text": [
"@ What is the Big Bang theory? @ How does it explain the origin of the universe? @ What evidence supports this theory?"
]
},
{
"input_text": [
"What is the importance of grammar in effective communication? How do ",
"sentence structure and word choice affect clarity? Can you provide ",
"examples of common grammatical errors?"
],
"output_text": [
"@ What is the importance of grammar in effective communication? @ How do sentence structure and word choice affect clarity? @ Can you provide examples of common grammatical errors?"
]
},
{
"input_text": [
"What is the role of the skeletal system in the human body? How do ",
"bones, joints, and cartilage work together to enable movement and ",
"provide support?"
],
"output_text": [
"@ What is the role of the skeletal system in the human body? @ How do bones, joints, and cartilage work together to enable movement and provide support?"
]
},
{
"input_text": [
"What are the main types of ecosystems on Earth? How do biotic and ",
"abiotic factors interact within an ecosystem? Can you describe the ",
"characteristics of a rainforest ecosystem?"
],
"output_text": [
"@ What are the main types of ecosystems on Earth? @ How do biotic and abiotic factors interact within an ecosystem? @ Can you describe the characteristics of a rainforest ecosystem?"
]
},
{
"input_text": [
"What are the causes and effects of earthquakes? How are they measured ",
"and predicted? What are the safety measures to follow during an ",
"earthquake?"
],
"output_text": [
"@ What are the causes and effects of earthquakes? @ How are they measured and predicted? @ What are the safety measures to follow during an earthquake?"
]
},
{
"input_text": [
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