Abstract: Aspects of the present disclosure relate to systems and methods for receiving, managing, and displaying annotations on documents in real-time. A user (e.g., an author of a document) uploads a document into a real-time annotation system, which may then generate a composite presentation based on the uploaded document. The composite presentation includes all the content of the document presented in a specially configured graphical user interface to receive and manage annotations from a plurality of user devices.

Abstract: Aspects of the present disclosure relate to systems and methods for receiving, managing, and displaying annotations on documents in real-time. A user (e.g., an author of a document) uploads a document into a real-time annotation system, which may then generate a composite presentation based on the uploaded document. The composite presentation includes all the content of the document presented in a specially configured graphical user interface to receive and manage annotations from a plurality of user devices.

Abstract: Aspects of the present disclosure relate to systems and methods for receiving, managing, and displaying annotations on documents in real-time. A user (e.g., an author of a document) uploads a document into a real-time annotation system, which may then generate a composite presentation based on the uploaded document. The composite presentation includes all the content of the document presented in a specially configured graphical user interface to receive and manage annotations from a plurality of user devices.

Abstract: Aspects of the present disclosure relate to systems and methods for receiving, managing, and displaying annotations on documents in real-time. A user (e.g., an author of a document) uploads a document into a real-time annotation system, which may then generate a composite presentation based on the uploaded document. The composite presentation includes all the content of the document presented in a specially configured graphical user interface to receive and manage annotations from a plurality of user devices.

Abstract: Aspects of the present disclosure relate to systems and methods for receiving, managing, and displaying annotations on documents in real-time. A user (e.g., an author of a document) uploads a document into a real-time annotation system, which may then generate a composite presentation based on the uploaded document. The composite presentation includes all the content of the document presented in a specially configured graphical user interface to receive and manage annotations from a plurality of user devices.

Abstract: An improved system and method for matching candidates to a job using job similarity and candidate similarity is provided. A job model with clustered feature datasets may be generated from a corpus of candidate profiles, may be initialized by boosting clustered features weights, and may be iteratively tuned using feedback about the fit of candidates to the job model. A collation of career streams may be generated from a corpus of candidate profiles with a count of occurrences of each career stream within the corpus of candidate profiles. A job profile may be matched to candidate profiles either by determining candidate match scores between a job model of the job profile using clustered feature datasets or by determining job similarity scores between the job profile and jobs in the candidate profiles using career stream counts, or by determining both candidate match scores and job similarity scores.

Abstract: An improved system and method for matching candidates to a job using job similarity and candidate similarity is provided. A job model with clustered feature datasets may be generated from a corpus of candidate profiles, may be initialized by boosting clustered features weights, and may be iteratively tuned using feedback about the fit of candidates to the job model. A collation of career streams may be generated from a corpus of candidate profiles with a count of occurrences of each career stream within the corpus of candidate profiles. A job profile may be matched to candidate profiles either by determining candidate match scores between a job model of the job profile using clustered feature datasets or by determining job similarity scores between the job profile and jobs in the candidate profiles using career stream counts, or by determining both candidate match scores and job similarity scores.

Abstract: An improved system and method for data mining messaging systems to discover references to companies with job opportunities matching a candidate is provided. The system and method disclosed may receive messages from messaging systems of a candidate and may construct a reference graph and a company graph that may provide a mapping to match a candidate with job opportunities identified from companies with a relationship to references. Job opportunities identified from the companies may be ranked by a match score weighted by a referral score. The system and method may thus rank job opportunities at those companies for a candidate where there is a relevant job for the candidate and the strongest references for the candidate. A list of job matches to the candidate that includes a list of references ordered by reference strength for each job match may be served for display to the candidate.

Abstract: An improved system and method for data mining messaging systems to discover references to companies with job opportunities matching a candidate is provided. The system and method disclosed may receive messages from messaging systems of a candidate and may construct a reference graph and a company graph that may provide a mapping to match a candidate with job opportunities identified from companies with a relationship to references. Job opportunities identified from the companies may be ranked by a match score weighted by a referral score. The system and method may thus rank job opportunities at those companies for a candidate where there is a relevant job for the candidate and the strongest references for the candidate. A list of job matches to the candidate that includes a list of references ordered by reference strength for each job match may be served for display to the candidate.

Abstract: Aspects of the present disclosure relate to systems and methods for receiving, managing, and displaying annotations on documents in real-time. A user (e.g., an author of a document) uploads a document into a real-time annotation system, which may then generate a composite presentation based on the uploaded document. The composite presentation includes all the content of the document presented in a specially configured graphical user interface to receive and manage annotations from a plurality of user devices.