METHOD AND APPARATUS FOR DOCUMENT ANALYSIS AND OUTCOME DETERMINATION

METHOD AND APPARATUS FOR DOCUMENT ANALYSIS AND OUTCOME DETERMINATION

A system for extracting useful information from the documents associated with various courts' dockets uses a bidirectional long short-term memory (BILSTM)-Attention-conditional random fields (CRF) architecture having a multi-headed output layer producing an outcome and settlement classification...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Hauptverfasser: BARRETT, Leslie, SESHADRI, Madhavan
Format: Patent
Sprache:eng
Schlagworte:
CALCULATING
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
PHYSICS
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Beschreibung
Zusammenfassung:A system for extracting useful information from the documents associated with various courts' dockets uses a bidirectional long short-term memory (BILSTM)-Attention-conditional random fields (CRF) architecture having a multi-headed output layer producing an outcome and settlement classification. The system includes a BILSTM layer, an attention layer, a CRF layer, and a sigmoid layer that interact to produce the outcome and settlement classification.