Back-translation Sample Clauses

Back-translation. The denoising auto-encoder acts as a language model that has been trained in one language and does not consider the final goal of translating between two languages. Therefore, back- translation (Sennrich et al., 2016) was adapted to train translation systems in a true translation setting based on monolingual corpora. Formally, given the sentences X and Y , the sentences YP (X) and XP (Y ) would be produced by the model at the previous iteration. The pseudo-parallel sentence pair (YP (X), X) and (XP (Y ), Y ) would be obtained to train the new translation model. Finally, the back-translation process is optimized by minimizing the following objective function: between word pairs from two monolingual corpora. Typically, UBWE initializes the embedding of the vocabulary for the encoder Lbt = EX∼φL1 [−logPL2→L1 (X|YP (X)] + EY ∼φL2 [−logPL1→L2 (Y |XP (Y )],
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Back-translation. Back translation refers to the translation of a document that has already been translated into another language back into the original language. This is done to check the quality of the original translation.

Related to Back-translation

  • Sale and Lease-Back Transactions Enter into any arrangement, directly or indirectly, with any person whereby it shall sell or transfer any property, real or personal, used or useful in its business, whether now owned or hereafter acquired, and thereafter rent or lease such property or other property which it intends to use for substantially the same purpose or purposes as the property being sold or transferred unless (a) the sale of such property is permitted by Section 6.05 and (b) any Capital Lease Obligations, Synthetic Lease Obligations or Liens arising in connection therewith are permitted by Sections 6.01 and 6.02, as the case may be.

  • Sale and Leaseback Transactions The Borrower will not, and will not permit any of the Subsidiaries to, enter into any arrangement, directly or indirectly, whereby it shall sell or transfer any property, real or personal, used or useful in its business, whether now owned or hereinafter acquired, and thereafter rent or lease such property or other property that it intends to use for substantially the same purpose or purposes as the property sold or transferred.

  • Sale-Leaseback Transactions The Company shall not, and shall not permit any Restricted Subsidiary to, after the date hereof, enter into any Sale-Leaseback Transaction other than Permitted Sale-Leaseback Transactions (as defined below). The following Sale-Leaseback Transactions constitute “Permitted Sale-Leaseback Transactions”: (a) a Sale-Leaseback Transaction involving the leasing by the Company or any Restricted Subsidiary of model homes in the Company’s (including its Subsidiaries’) communities; (b) a Sale-Leaseback Transaction relating to a property entered into within 180 days after the later of the date of acquisition of such property by the Company or a Restricted Subsidiary or the date of the completion of construction or commencement of full operations on such property, whichever is later; (c) a Sale-Leaseback Transaction where the Company, within 365 days after such Sale-Leaseback Transaction, applies or causes to be applied to the retirement of any Funded Debt of the Company or any Restricted Subsidiary (other than Funded Debt which by its terms or the terms of the instrument by which it was issued is subordinate in right of payment to the Notes) proceeds of the sale of such property, but only to the extent of the amount of proceeds so applied; (d) a Sale-Leaseback Transaction where the Company or any Restricted Subsidiary would, on the effective date of such sale or transfer, be entitled, pursuant to this Indenture, to issue, assume or guarantee Indebtedness secured by a Lien upon the relevant property, at least equal in amount to the then present value (discounted at the actual rate of interest of the Sale-Leaseback Transaction) of the obligation for the net rental payments in respect of such Sale-Leaseback Transaction without equally and ratably securing the Notes; (e) a Sale-Leaseback Transaction between the Company and any Restricted Subsidiary or among Restricted Subsidiaries, provided that the lessor shall be the Company or a wholly-owned Restricted Subsidiary; and (f) a Sale-Leaseback Transaction which has a lease of no more than three years in length. Notwithstanding the foregoing, the Company may, and may permit any Restricted Subsidiary to, effect any Sale-Leaseback Transaction involving any real or tangible personal property which is not a Permitted Sale-Leaseback Transaction, provided that the aggregate net sales proceeds from all Sale-Leaseback Transactions which are not Permitted Sale-Leaseback Transactions, together with all Indebtedness secured by Liens other than Permitted Liens, does not exceed 20% of the total consolidated stockholders’ equity of the Company as shown on the most recent consolidated balance sheet that is contained or incorporated in the latest annual report on Form 10-K (or equivalent report) or quarterly report on Form 10-Q (or equivalent report) filed with the SEC, and is as of a date not more than 181 days prior to the date of determination, in the case of the consolidated balance sheet contained or incorporated in an annual report on Form 10-K, or 135 days prior to the date of determination, in the case of the consolidated balance sheet contained in the quarterly report on Form 10-Q.

  • Limitation on Sale and Leaseback Transactions (a) The Company shall not, and shall not permit any of its Subsidiaries to, enter into any sale and leaseback transaction for the sale and leasing back of any Principal Property, whether now owned or hereafter acquired, unless: (i) such transaction was entered into prior to the date of issuance of the Initial Notes; (ii) such transaction was for the sale and leasing back to the Company or any of its wholly owned Subsidiaries of any Principal Property by the Company or a Subsidiary; (iii) such transaction involves a lease for not more than three years (or which may be terminated by the Company or its Subsidiaries within a period of not more than three years); (iv) the Company would be entitled to incur Indebtedness secured by a Lien with respect to such sale and leaseback transaction without equally and ratably securing the Notes pursuant to Section 5.01(b) above; or (v) the Company or any Subsidiary applies an amount equal to the net proceeds from the sale of such Principal Property to the purchase of other Principal Property used or useful in the Company’s or such Subsidiary’s business or to the retirement of Indebtedness that is pari passu with the Notes (including the Notes) within 365 days before or after the effective date of any such sale and leaseback transaction, provided that, in lieu of applying such amount to the retirement of pari passu Indebtedness, the Company may deliver Notes to the Trustee for cancellation, such Notes to be credited at the cost thereof to the Company. (b) Notwithstanding the restrictions set forth in Section 5.02(a) above, the Company and its Subsidiaries may enter into any sale and leaseback transaction which would otherwise be subject to the restrictions set forth in Section 5.02(a) above, if after giving effect thereto the aggregate amount of all Attributable Debt with respect to such transactions (not including Attributable Debt permitted under clauses (i) through (v) of Section 5.02(a) above), together with all Indebtedness outstanding pursuant to Section 5.01(c) above, does not exceed 7.5% of the Company’s Consolidated Total Assets.

  • Limitation on Sale and Lease-Back Transactions The Company will not, and will not permit any Restricted Subsidiary to, enter into any Sale and Lease-Back Transaction unless: (a) the Company or such Restricted Subsidiary, at the time of entering into a Sale and Lease-Back Transaction, would be entitled to incur Indebtedness secured by a lien on the Principal Property to be leased in an amount at least equal to the Attributable Debt in respect of such Sale and Lease-Back Transaction, without equally and ratably securing the Securities pursuant to Section 1.3(1) above; or (b) the direct or indirect proceeds of the sale of the Principal Property to be leased are at least equal to the fair value of such Principal Property (as determined by the Company’s Board of Directors) and an amount equal to the net proceeds from the sale of the property or assets so leased is applied, within 180 days of the effective date of any such Sale and Lease-Back Transaction, to the purchase or acquisition (or, in the case of real property, commencement of the construction) of property or assets or to the retirement (other than at maturity or pursuant to a mandatory sinking fund or mandatory redemption provision) of Securities, or of Funded Indebtedness of the Company or a consolidated Subsidiary ranking on a parity with or senior to the Securities; provided that there shall be credited to the amount of net worth proceeds required to be applied pursuant to this clause (b) an amount equal to the sum of (i) the principal amount of Securities delivered within 180 days of the effective date of such Sale and Lease-Back Transaction to the Trustee for retirement and cancellation and (ii) the principal amount of other Funded Indebtedness voluntarily retired by the Company within such 180-day period, excluding retirements of Securities and other Funded Indebtedness as a result of conversions or pursuant to mandatory sinking fund or mandatory prepayment provisions.

  • Limitation on Sale/Leaseback Transactions The Guarantor shall not, and shall not permit any Restricted Subsidiary to, enter into any Sale-Leaseback Transaction unless: (a) the Sale-Leaseback Transaction occurs within six months from the date of the acquisition of the Restricted Property subject thereto or the date of the completion of construction or commencement of full operations of such Restricted Property, whichever is later; or (b) the Sale-Leaseback Transaction is between the Guarantor and a Restricted Subsidiary of the Guarantor, or between Restricted Subsidiaries of the Guarantor; or (c) the Sale-Leaseback Transaction involves a lease for a period, including renewals, of not more than three years; or (d) the Sale-Leaseback Transaction constitutes a Permitted Lien for the purposes of Section 3.03 hereof; or (e) the Guarantor or such Restricted Subsidiary, within a one year period after such Sale-Leaseback Transaction, (i) applies or causes to be applied an amount not less than the Attributable Indebtedness from such Sale-Leaseback Transaction to the prepayment, repayment, redemption, reduction or retirement of any Indebtedness of the Guarantor or any Subsidiary having a maturity of more than one year that is not subordinated to the Notes or the Guarantee or (ii) enters into a bona fide commitment to expend an amount not less than the Attributable Indebtedness for such Sale-Leaseback Transaction during such one-year period to the acquisition, construction or development of other similar Property.

  • Limitations on Sale and Leaseback Transactions (a) The Company will not, and will not permit any Restricted Subsidiary to, enter into any arrangement relating to property now owned or hereafter acquired whereby either the Company transfers, or any Restricted Subsidiary transfers, such property to a Person and either the Company or any Restricted Subsidiary leases it back from such Person (a “Sale/Leaseback Transaction”), unless: (i) the Company or such Restricted Subsidiary could, at the time of entering into such arrangement, incur Indebtedness secured by a Lien on the property involved in the transaction in an amount at least equal to the Attributable Debt with respect to such Sale/Leaseback Transaction, without equally and ratably securing the Notes as described in Section 2.8; or (ii) the net proceeds of the Sale/Leaseback Transaction are at least equal to such property’s fair market value, as determined by the Company’s Board of Directors, and the proceeds are applied within 180 days of the effective date of the Sale/Leaseback Transaction to the repayment of senior indebtedness of the Company or any Restricted Subsidiary. (b) The restrictions set forth in (a) above will not apply to a Sale/Leaseback Transaction: (i) entered into prior to the date of issuance of the Notes; (ii) that exists at the time any Person that owns property or assets becomes a Restricted Subsidiary; (iii) between the Company and a Restricted Subsidiary or between Restricted Subsidiaries; (iv) involving leases for a period of no longer than three years; or (v) in which the lease for the property or asset is entered into within 270 days after the date of acquisition, completion of construction or commencement of full operations of such property or asset, whichever is latest. (c) Notwithstanding the restrictions contained above, the Company and its Restricted Subsidiaries may enter into a Sale/Leaseback Transaction; provided that at the time of such transaction, after giving effect thereto, the aggregate amount of all Attributable Debt with respect to Sale/Leaseback Transactions existing at such time that could not have been entered into pursuant to the restrictions in (a) above, together with the aggregate amount of all outstanding Indebtedness secured by Liens as permitted by Section 2.8(b), does not at such time exceed 5% of Consolidated Total Assets.

  • Limitations on Sale and Lease-Back Transactions (a) The Company shall not, nor shall it permit any Restricted Subsidiary to, enter into any Sale and Lease-Back Transaction with respect to any Principal Property, other than any such transaction involving a lease for a term of not more than three years or any such transaction between the Company and a Restricted Subsidiary or between Restricted Subsidiaries, unless: (1) the Company or such Restricted Subsidiary would be entitled to incur indebtedness secured by a Lien on the Principal Property involved in such transaction at least equal in amount to the Attributable Debt with respect to such Sale and Lease-Back Transaction, without equally and ratably securing the Notes as described in Section 4.02(a); or (2) the Company shall apply an amount equal to the greater of the net proceeds of such sale or the Attributable Debt with respect to such Sale and Lease-Back Transaction within 365 days of such sale to either (or a combination of) the retirement (other than mandatory retirement, mandatory prepayment or sinking fund payment or by a payment at maturity) of debt for borrowed money of the Company or a Restricted Subsidiary that matures more than 12 months after the creation of such indebtedness or the purchase, construction or development of other comparable property. (b) Notwithstanding the restrictions outlined in clause (a) above, the Company or any Restricted Subsidiary shall be permitted to enter into Sale and Lease-Back Transactions which would otherwise be subject to such restrictions, without applying the net proceeds of such transactions in the manner set forth in clause (2) of the preceding paragraph, provided that after giving effect thereto, the aggregate amount of such sale and Lease-Back Transactions, together with the aggregate amount of all Secured Debt not permitted by clauses (1) through (11) under Section 4.02(a), does not exceed the greater of $1,000 million or 15% of Consolidated Net Tangible Assets of the Company as most recently determined on or prior to such date.

  • Consolidated or Combined Tax Returns SpinCo will elect and join, and will cause its respective Affiliates to elect and join, in filing any Parent State Combined Income Tax Returns and any Joint Returns that Parent determines are required to be filed or that Parent chooses to file pursuant to Section 4.02(b). With respect to any SpinCo Separate Returns relating to any Tax Period (or portion thereof) ending on or prior to the Distribution Date, SpinCo will elect and join, and will cause its respective Affiliates to elect and join, in filing consolidated, unitary, combined, or other similar joint Tax Returns, to the extent each entity is eligible to join in such Tax Returns, if Parent reasonably determines that the filing of such Tax Returns is consistent with past reporting practices or otherwise so requests.

  • Capitalized Lease Obligations Sale and Leaseback Transactions, export credit facilities with a maturity of at least one year and Purchase Money Indebtedness of, including Guarantees of any of the foregoing by, the Issuer and/or any Restricted Subsidiary, in an aggregate principal amount at any one time outstanding not to exceed U.S.$1 billion;

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