SYSTEM AND METHOD FOR SYNCHRONOUSLY CLUSTERING WORK ITEMS

1 . A clustering system for synchronously clustering work items; the clustering system comprising:

a user interface configured to enable a user to define one or more parameters;

a clustering module communicatively coupled to the user interface and configured to:

retrieve a plurality of work items based on the one or more parameters;

retrieve a plurality of embeddings corresponding to the plurality of work items;

generate a plurality of work groups by clustering embeddings with vector similarities;

wherein each work group comprises a set of homogenous work items.

2 . The system of claim 1 , wherein the clustering module is further configured to generate a title for each work group based on a topic present in the identified set of homogenous work items.

3 . The system of claim 2 , wherein the clustering module is further configured to generate a summary for each work group.

4 . The system of claim 2 ; wherein each work group and the corresponding work group title and the summary are displayed to the one or more users via the user interface.

5 . The system of claim 2 , wherein the clustering module is further configured to enable the one or more users to interactively provide feedback to evaluate an accuracy of the work groups.

6 . The system of claim 5 , further comprising a feedback module coupled to the clustering module and configured to receive and store the feedback provided by the one or more users.

7 . The system of claim 1 , further comprising a work database coupled to the clustering module and configured to store a plurality of work items received from a plurality of sources.

8 . The system of claim 1 , further comprising an embedding database configured to stores the plurality of embeddings.

9 . The system of claim 1 , wherein a size of the work group is based on the clustering model.

10 . A method for synchronously clustering a plurality of data items; the method comprising:

defining one or more parameters to define the plurality of work items; wherein the one or more parameters are defined by a user;

retrieving the plurality of work items related to the one or more parameters;

retrieving a plurality of embeddings corresponding to the plurality of work items;

generating a plurality of work group by clustering embeddings with vector similarities;

wherein each work group comprises a set of homogenous work items.

11 . The method of claim 10 ; wherein the plurality of work groups is generated by implementing a clustering model.

12 . The method of claim 10 , further comprising generating a title for each work group based on a topic present in the identified set of homogenous work items.

13 . The method of claim 12 , further comprising generating a summary for each work group.

14 . The system of claim 13 ; further comprising displaying the plurality of work groups and the corresponding work group titles and summaries to the one or more users.

15 . The method of claim 14 , further comprising dynamically receiving feedback about the work group and evaluating an accuracy of the work group.

16 . The method of claim 15 ; further comprising providing the received feedback to the clustering model to improve the accuracy of the generated work groups.

17 . The method of claim of 10 ; further comprising storing the plurality of work items and corresponding embeddings in a database.

18 . A computer program product embodied on a computer readable medium, the computer readable medium having stored thereon a sequence of instructions which, when executed by a processor, executes at least:

defining one or more parameters to define the plurality of work items; wherein the one or more parameters are defined by a user;

retrieving the plurality of work items related to the one or more parameters;

retrieving a plurality of embeddings corresponding to the plurality of work items;

generating a plurality of work group by clustering embeddings with vector similarities;

wherein each work group comprises a set of homogenous work items.