Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: For most English words, dictionaries give various senses: e.g., “bank”can stand for a financial institution, shore, set, etc. Automatic selection of the sense intended in a given text has crucial importance in many applications of text processing, such as information retrieval or machine translation: e.g., “(my account in the) bank” is to be translated into Spanish as “(mi cuenta en el) banco” whereas “(on the) bank (of the lake)” as “(en la) orilla (del lago).” To choose the optimal combination of the intended senses of all words, Lesk suggested to consider the global coherence of the text, i.e., which  mean the average relatedness beten the chosen senses for all words in the text. Due to high dimensionality of the search space, heuristics are to be used to find a near-optimal configuration. ,  discuss several such heuristics that differ in terms of complexity and quality of the results. In particular,  introduce a dimensionality reduction algorithm that reduces the complexity of computationally expensive approaches such as genetic algorithms.
['Alexander F. Gelbukh', 'Grigori Sidorov', 'Sangyong Han']
I am writing a research paper on a idea On some optimization heuristics for lesk-like WSD algorithms
[{"from": "human", "value": "I am writing a research paper on a idea On some optimization heuristics for lesk-like WSD algorithms"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: For most English words, dictionaries give various senses: e.g., \u201cbank\u201dcan stand for a financial institution, shore, set, etc. Automatic selection of the sense intended in a given text has crucial importance in many applications of text processing, such as information retrieval or machine translation: e.g., \u201c(my account in the) bank\u201d is to be translated into Spanish as \u201c(mi cuenta en el) banco\u201d whereas \u201c(on the) bank (of the lake)\u201d as \u201c(en la) orilla (del lago).\u201d To choose the optimal combination of the intended senses of all words, Lesk suggested to consider the global coherence of the text, i.e., which  mean the average relatedness beten the chosen senses for all words in the text. Due to high dimensionality of the search space, heuristics are to be used to find a near-optimal configuration. ,  discuss several such heuristics that differ in terms of complexity and quality of the results. In particular,  introduce a dimensionality reduction algorithm that reduces the complexity of computationally expensive approaches such as genetic algorithms."}]