This resource discusses about graph-based algorithms in NLP, graph-based representation, hubs and authorities algorithm, analysis of the link structure, focused subgraph, iterative algorithm, page rank algorithm, intuitive justification, extractive text summarization, centrality-based summarization(radev), min-cut, etc.