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Legally, the EPF is only obligated to provide 2.5% dividends (as per Section 27 of the Employees Provident Fund Act 1991). [7] The EPF claims that the lowered dividend is the result of its decision to invest in low-risk fixed revenue instruments, which produce lower returns but maintains the principal value of its members' contributions.
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The EPFO's top decision-making body is the Central Board of Trustees (CBT), [2] [3] a statutory body established by the Employees' Provident Fund and Miscellaneous Provisions (EPF&MP) Act, 1952. [4] As of 2021, more than ₹ 15.6 lakh crore (US$209 billion) are under EPFO management.
NPS is a quasi-EET instrument in India where 40% of the corpus escapes tax at maturity, while 60% of the corpus is taxable. [7] [8] [9] Of the 60% taxable corpus, 40% is tax-exempt as it has to be compulsorily used to purchase an annuity. [10] The annuity income will be taxed, though.
The use of different model parameters and different corpus sizes can greatly affect the quality of a word2vec model. Accuracy can be improved in a number of ways, including the choice of model architecture (CBOW or Skip-Gram), increasing the training data set, increasing the number of vector dimensions, and increasing the window size of words ...
PMI (especially in its positive pointwise mutual information variant) has been described as "one of the most important concepts in NLP", where it "draws on the intuition that the best way to weigh the association between two words is to ask how much more the two words co-occur in [a] corpus than we would have expected them to appear by chance." [2]
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Format Default Task Created (updated) Reference Creator MNIST: Database of grayscale handwritten digits. 60,000 image, label classification 1994 [1] LeCun et al. Extended MNIST: Database of grayscale handwritten digits and letters. 810,000 image, label classification 2010 [2] NIST 80 Million Tiny Images