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@@ -8,14 +8,78 @@ ideal for extracting specific information in applications like chatbots and virt
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  For example:
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  input: Transfer $500 from checking to student savings
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- output: transfer [$500:B-amount] from [checking:B-account-from] to [student:B-account-to] [savings:I-account-to]
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  The model was trained with dataset https://github.com/SunLemuria/JointBERT-Tensorflow1/blob/master/data/
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-
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  ## Model Details
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  ### Model Description
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  - **Developed by:** Andy González
 
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  For example:
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  input: Transfer $500 from checking to student savings
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+ output: transfer **[$500:B-amount]** from **[checking:B-account-from]** to **[student:B-account-to]** **[savings:I-account-to]**
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  The model was trained with dataset https://github.com/SunLemuria/JointBERT-Tensorflow1/blob/master/data/
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+ Please make yourself familiar with BERT: BERT for Joint Intent Classification and Slot Filling https://arxiv.org/pdf/1902.10909.pdf
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  ## Model Details
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+ <table>
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+ <tr>
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+ <th>Tag</th>
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+ <th>Definition</th>
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+ </tr>
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+ <tr>
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+ <td>B-account-from</td>
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+ <td>Start of the source account in a transaction.</td>
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+ </tr>
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+ <tr>
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+ <td>I-account-from</td>
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+ <td>Complement of the source account in a transaction.</td>
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+ </tr>
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+ <tr>
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+ <td>B-account-to</td>
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+ <td>Start of the target account in a transaction.</td>
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+ </tr>
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+ <tr>
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+ <td>I-account-to</td>
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+ <td>Complement of the target account in a transaction.</td>
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+ </tr>
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+ <tr>
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+ <td>B-bill_type</td>
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+ <td>Start of the type of bill or service.</td>
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+ </tr>
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+ <tr>
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+ <td>I-bill_type</td>
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+ <td>Complement of the type of bill or service.</td>
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+ </tr>
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+ <tr>
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+ <td>B-transaction-from</td>
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+ <td>Start of the origin of a transaction or fraud.</td>
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+ </tr>
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+ <tr>
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+ <td>I-transaction-from</td>
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+ <td>Complement of the origin of a transaction or fraud.</td>
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+ </tr>
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+ <tr>
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+ <td>B-transaction-to</td>
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+ <td>Start of the destination or end of a transaction or fraud.</td>
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+ </tr>
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+ <tr>
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+ <td>I-transaction-to</td>
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+ <td>Complement of the destination of a transaction or fraud.</td>
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+ </tr>
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+ <tr>
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+ <td>B-amount</td>
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+ <td>Start of a specified amount of money.</td>
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+ </tr>
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+ <tr>
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+ <td>I-amount</td>
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+ <td>Complement of a specified amount of money.</td>
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+ </tr>
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+ <tr>
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+ <td>B-timeRange</td>
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+ <td>Start of a specific time range or date.</td>
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+ </tr>
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+ <tr>
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+ <td>I-timeRange</td>
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+ <td>Complement of a specific time range or date.</td>
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+ </tr>
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+ </table>
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+
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+
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  ### Model Description
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  - **Developed by:** Andy González