Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Language model information retrieval depends on accurate estimation of document models. ,  propose a document expansion technique to deal with the problem of insufficient sampling of documents.  construct a probabilistic neighborhood for each document, and expand the document with its neighborhood information. The expanded document provides a more accurate estimation of the document model, thus improves retrieval accuracy. Moreover, since document expansion and pseudo feedback exploit different corpus structures, they can be combined to further improve performance. The experiment results on several different data sets demonstrate the effectiveness of the proposed document expansion method.
['Tao Tao', 'Xuanhui Wang', 'Qiaozhu Mei', 'ChengXiang Zhai']
I am writing a research paper on a idea Language Model Information Retrieval with Document Expansion
[{"from": "human", "value": "I am writing a research paper on a idea Language Model Information Retrieval with Document Expansion"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Language model information retrieval depends on accurate estimation of document models. ,  propose a document expansion technique to deal with the problem of insufficient sampling of documents.  construct a probabilistic neighborhood for each document, and expand the document with its neighborhood information. The expanded document provides a more accurate estimation of the document model, thus improves retrieval accuracy. Moreover, since document expansion and pseudo feedback exploit different corpus structures, they can be combined to further improve performance. The experiment results on several different data sets demonstrate the effectiveness of the proposed document expansion method."}]