Text:
In this section, we first describe the design motivation behind TM-Speech and then introduce the architecture of
our model. TM-Speech leverages Mamba’s exceptional capability in modeling one-dimensional sequences to enhance
audio reasoning. This approach aims to simplify the training pipeline and improve speech quality for fully
end-to-end text-to-waveform synthesis.
FastSpeech2
Mamba-Transfomer
TM-Speech
Text:
In the quiet moments just before dawn, when the world holds its breath and the sky turns from deep indigo to soft
gold, there’s a sense of magic in the air. The first light touches the horizon, painting the clouds in hues of
pink and amber, as if nature itself is waking from a dream. Birds begin their morning songs, filling the silence
with melody, and the air is cool, crisp, full of promise. It’s a reminder that each day is a new beginning, a
fresh canvas upon which we can paint our hopes, dreams, and endless possibilities.
FastSpeech2
Mamba-Transfomer
TM-Speech
Text:
Artificial intelligence holds the potential to revolutionize nearly every aspect of human life. From healthcare to
transportation, AI is unlocking new possibilities, improving efficiency, and solving complex problems with
unprecedented speed. In the future, we may see AI-driven breakthroughs in medical diagnoses, climate change
mitigation, and personalized education, transforming industries and enhancing quality of life. While the
technology promises to create smarter cities and autonomous systems, it also challenges us to address ethical
concerns about privacy, bias, and control. The future of AI is a blend of innovation and responsibility, a
powerful tool shaping tomorrow’s world in ways we are just beginning to imagine.
short audio
FastSpeech2
Mamba-Transfomer
TM-Speech
Text:
AI-generated art and music challenge traditional notions of creativity, blending human input with machine
ingenuity.
FastSpeech2
Mamba-Transfomer
TM-Speech
Text:
Ethical concerns around bias, misinformation, and intellectual property remain key challenges for generative AI's
future development.
FastSpeech2
Mamba-Transfomer
TM-Speech
Text:
Generative AI contributes to scientific research by predicting molecular structures or simulating complex systems.
FastSpeech2
Mamba-Transfomer
TM-Speech
Text:
Generative AI creates content, including text, images, and music, by learning patterns from vast data sets.
FastSpeech2
Mamba-Transfomer
TM-Speech
Text:
Generative AI models like GPT can write stories, articles, or code, mimicking human language fluently.
FastSpeech2
Mamba-Transfomer
TM-Speech
Text:
In healthcare, it helps generate personalized treatment plans by analyzing patient data and medical research.
FastSpeech2
Mamba-Transfomer
TM-Speech
Text:
It optimizes business processes by generating marketing content, emails, and product descriptions automatically.
FastSpeech2
Mamba-Transfomer
TM-Speech
Text:
It powers innovations in art, design, and media by producing original and tailored outputs based on user prompts.
FastSpeech2
Mamba-Transfomer
TM-Speech
Text:
Its potential in gaming allows the creation of dynamic, adaptive environments and characters that respond
uniquely.
FastSpeech2
Mamba-Transfomer
TM-Speech
Text:
This technology enhances creativity by collaborating with humans, offering new ideas and solutions in various
fields.
reconstruct audio
FastSpeech2
LJ003-0066 (Ground-Truth)
LJ003-0066 (Synthesized)
Text:
As many various and, according to our ideas, heinous crimes came under this head.
LJ020-0058 (Ground-Truth)
LJ020-0058 (Synthesized)
Text:
Peep under the cloth two or three times to see whether they rise evenly, and turn the pan around once that all may be equally exposed to the heat.
LJ021-0142 (Ground-Truth)
LJ021-0142 (Synthesized)
Text:
Accordingly, I propose to confer within the coming month.
LJ024-0043 (Ground-Truth)
LJ024-0043 (Synthesized)
Text:
that I will appoint justices who will not undertake to override the judgment of the Congress on legislative policy.
LJ030-0059 (Ground-Truth)
LJ030-0059 (Synthesized)
Text:
was a metallic frame with four handholds that riders in the car could grip while standing in the rear seat during parades.
LJ038-0259 (Ground-Truth)
LJ038-0259 (Synthesized)
Text:
The oral report was negative because of the battered condition of the bullet.
Mamba-Transfomer
LJ001-0074 (Ground-Truth)
LJ001-0074 (Synthesized)
Text:
the best, mostly French or Low-Country, was neat and clear, but without any distinction.
LJ003-0309 (Ground-Truth)
LJ003-0309 (Synthesized)
Text:
Proper hours for locking and unlocking prisoners should be insisted upon.
LJ005-0080 (Ground-Truth)
LJ005-0080 (Synthesized)
Text:
Accordingly due provision was made for the enforcement of hard labor on all prisoners sentenced to it, and for the employment of all others.
LJ007-0084 (Ground-Truth)
LJ007-0084 (Synthesized)
Text:
The inspectors in the following year, on examining the facts, found that some of these poor creatures had been in confinement for long periods.
LJ012-0058 (Ground-Truth)
LJ012-0058 (Synthesized)
Text:
When the journey was resumed, Mrs. Solomons accompanied her husband in the coach. Half-way to Newgate she was taken with a fit.
LJ021-0078 (Ground-Truth)
LJ021-0078 (Synthesized)
Text:
no economic panacea, which could simply revive over-night the heavy industries and the trades dependent upon them.
TM-Speech
LJ003-0172 (Ground-Truth)
LJ003-0172 (Synthesized)
Text:
The keeper went still further in his efforts to make money.
LJ018-0348 (Ground-Truth)
LJ018-0348 (Synthesized)
Text:
Henry Wainwright's impassioned denial of his crime, even after it had been brought fully home to him, has many parallels in the criminal records.
LJ027-0141 (Ground-Truth)
LJ027-0141 (Synthesized)
Text:
is closely reproduced in the life-history of existing deer. Or, in other words.
LJ042-0153 (Ground-Truth)
LJ042-0153 (Synthesized)
Text:
This was a fairly coherent description of life in that country, basically centered around the radio and television factory in which he worked.
LJ047-0051 (Ground-Truth)
LJ047-0051 (Synthesized)
Text:
particularly since his employment did not involve any sensitive information.
LJ050-0230 (Ground-Truth)
LJ050-0230 (Synthesized)
Text:
Manpower and Technical Assistance From Other Agencies.