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In 2015, several V4 versions of vocaloids were released.Yamaha developed Vocaloid-flex, a singing software application based on the Vocaloid engine, which contains a speech synthesizer.

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Japanese has fewer diphones because it has fewer phonemes and most syllabic sounds are open syllables ending in a vowel.For example, the voice corresponding to the word "sing" ([s IN]) can be synthesized by concatenating the sequence of diphones "#-s, s-I, I-N, N-#" (# indicating a voiceless phoneme) with the sustained vowel ī.The Vocaloid system changes the pitch of these fragments so that it fits the melody.According to the official announcement, users can edit its phonological system more delicately than those of other Vocaloid series to get closer to the actual speech language; for example, it enables final devoicing, unvoicing vowel sounds or weakening/strengthening consonant sounds.Another Vocaloid tool that was developed was Voca Listener, a software package that allows for realistic Vocaloid songs to be produced by analyzing an audio recording of a singing performance (acapella) and imitating it to generate Vocaloid singing parameters automatically.in the frequency domain, which splices and processes the vocal fragments extracted from human singing voices, in the forms of time-frequency representation.

The Vocaloid system can produce the realistic voices by adding vocal expressions like the vibrato on the score information.

Its signal processing part was developed through a joint research project led by Kenmochi Hideki at the Pompeu Fabra University in Barcelona, Spain, in 2000 (the same team that later founded Voctro Labs The software enables users to synthesize "singing" by typing in lyrics and melody.

It uses synthesizing technology with specially recorded vocals of voice actors or singers.

To create a song, the user must input the melody and lyrics.

A piano roll type interface is used to input the melody and the lyrics can be entered on each note.

If a Vocaloid 2 product is already installed, the user can enable another Vocaloid 2 product by adding its library.