PATENT CLAIM ANALYSIS

Application Number: 16235798
Application Type: Utility
Filing Date: 2018-12
Publication Date: 2019-07
Patent Classification: ["706", "015000"]

Abstract:
A computerized neural-network based mechanism for providing an intermediary configured for intervening in searches is described. Corresponding methods, computer-readable media, systems, devices, and apparatuses are also contemplated. The neural network can include a multi-headed attention layer. The intermediary may be, in some embodiments, a human “man in the middle” mechanism invoked where there is low confidence that pre-existing categories map to a user's search string. The mechanism provides a specially configured interface adapted to enable a search specialist to quickly select one or more categories that match or are otherwise associated with the search query from a set of acceptable categories. Received outputs and detected user behaviors are utilized to update a neural network model.

Claim (Index 11):
A computer implemented method for dynamic online search result generation, the method comprising:\n maintaining a neural network with multi-headed attention layers configured for constructing multiple attention distributions simultaneously, each possible semantic class corresponding to a specific head; receiving a search string representative of a query; processing the search string to extract one or more search terms; for each head of the neural network:\n processing the one or more search terms expanded with a nonce search term to establish a corresponding attention probability distribution associated with the corresponding semantic class; \n based at least on the constructed multiple attention distributions:\n identifying one or more candidate categories associated with the search term from a pre-defined set of candidate categories; \n processing the one or more candidate categories to associate each candidate category with a confidence score.

Metadata:
- Claim Count in Document: 9.0
- Percentile: 98.0
- Lexical Diversity: 1.47727
- Patent Class: 706.0
- Transitional Phrase Type: open
- Component Type: 1
- Foreign Priority: False
- Related Applications: ['14283929', '13195846', '13110282', '15624329', '14491841']

Analysis Scores:
- 35 USC 101 Eligibility (BERT): 0.3060015838950533
- 35 USC 102 Novelty (BERT): 0.4786968991668333
- Combined Prediction Score: 0.3232711154222313
- Mean Citation Score: 191.227542
- Max Citation Score: 194.25804
- Similarity Product: 151.6984657834339

Labels:
- Claim Label 101: 1
- Claim Label 102: 1
- Claim Label 103: 1
- Claim Label 112: 1
- Combined Label: 1
- Label 101 Adjusted: 1

Dataset: test