Anaphora is the prominent linguistic element that defines the contextual coreference. It is very essential to apprehend and reason out large texts for the discovery of summary and forms of knowledge. Methods and Techniques are available for specific contextual elements that frame out as summaries and forms of knowledge. Important information which have keen actionability is sometimes not possible to extract using methods and techniques that are approved from available research. And, this is a task which shall be requisite for text detection and extraction to find out reasonable inferences from a huge corpus of non domain texts. We propose Ad Hoc Anaphora Analysis as the novel method introduced in this work to structure and build the framework that implement for a large non domain text corpus.