Embedding Models Used Sample Clauses

Embedding Models Used. The test on conversational datasets involved two embeddings: ELMo and Flair. The ELMo model has a structure of 2 layers of bidirectional LSTM with a hidden state size of 1028 and an output projection size of 128. Concatenating the output of the forward layer and backward layer results in an output embedding dimension size of 256. The average embedding of the three output layers were used. This approach also worked with the Flair model of 1 layer of bidirectional LSTM with a hidden size of 1028, producing an output embedding dimension size of 2048. The models were prepared two ways on our dataset: trained and tuned. Trained models were directly trained on the conversational dataset, and tuned model are word embedding models originally trained on a large dataset (1-billion-word corpus) and tuned (continue training) on our conversational dataset.
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  • Unbundled Copper Loop – Designed (UCL-D) 2.4.2.1 The UCL-D will be provisioned as a dry copper twisted pair loop that is unencumbered by any intervening equipment (e.g., filters, load coils, range extenders, digital loop carrier, or repeaters). The UCL-D will be offered in two versions - Short and Long. 2.4.2.2 A short UCL-D (18,000 feet or less) is provisioned according to Resistance Design parameters, may have up to 6,000 feet of bridged tap and will have up to 1300 ohms of resistance. 2.4.2.3 The long UCL-D (beyond 18,000 feet) is provisioned as a dry copper twisted pair longer than 18,000 feet and may have up to 12,000 feet of bridged tap and up to 2800 ohms of resistance. 2.4.2.4 The UCL-D is a designed circuit, is provisioned with a test point, and comes standard with a DLR. OC is a chargeable option for a UCL-D; however, OC is always required on UCLs where a reuse of existing facilities has been requested by Granite. 2.4.2.5 These loops are not intended to support any particular services and may be utilized by Granite to provide a wide-range of telecommunications services so long as those services do not adversely affect BellSouth’s network. This facility will include a Network Interface Device (NID) at the customer’s location for the purpose of connecting the loop to the customer’s inside wire. 2.4.2.6 BellSouth will make available the following UCL-Ds:

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