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This paper discusses the problem of information fusion for agent-based information gathering systems. The framework of information gathering in multi-agent environments is presented firstly, and then a cooperative fusion algorithm is presented for unstructured documents. The performance is also made by the traditional methods precision and recall, and it shows that the fusion algorithm is efficient.