The invention relates to the technical field of intelligent contracts, and discloses an intelligent contract safety generation and risk insight method fusing a large
language model and a
digital signature, and the method comprises the steps: firstly obtaining a telephone conference voice, carrying out the telephone band
processing, and carrying out the
system sound interference suppression, and obtaining a purified
signal; positioning a short near-end fragment based on the purification
signal, extracting an energy peak moment, and setting an early window and a late window; estimating a
fundamental frequency in the early window and constructing a
harmonic set, calculating a normalized double-coherence intensity set average value of the early window and the late window, constructing a characteristic index and forming a time-varying gating weight field through monotone mapping; obtaining a word-level
timestamp through
automatic speech recognition, and calculating word availability in combination with a gating weight field; extracting an offer of the speaker A, collecting response words of the speaker B in a preset time window, and calculating response reliability according to word availability and time closeness; and generating a clause draft, judging whether the clause draft is included in the first draft of the contract, and outputting risk clauses of the contract draft.