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Desta: Enhancing speech language models through descriptive speech-text alignment

Recent speech language models (SLMs) typically incorporate pre-trained speech models to extend the capabilities from large language models (LLMs). In this paper, we propose a Descriptive Speech-Text Alignment approach that leverages speech captioning to bridge the gap between speech and text modalities, enabling SLMs to interpret and generate comprehensive natural language descriptions, thereby facilitating the capability to understand both linguistic and non-linguistic features in speech. Enhanced with the proposed approach, our model demonstrates superior performance on the Dynamic-SUPERB benchmark, particularly in generalizing to unseen tasks. Moreover, we discover that the aligned model exhibits a zero-shot instruction-following capability without explicit speech instruction tuning. These findings highlight the potential to reshape instruction-following SLMs by incorporating rich, descriptive speech captions.

Szu-Wei Fu

Yu-Chiang Frank Wang

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Question: Which of the following is NOT an example of a descriptive research method?Surveys and interviewsObservationsExperimentsD Case studies

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  1. Descriptive Research and Application of Descriptive Research (Ex Post Facto Research)

  2. TYPES OF RESEARCH,Descriptive vs Analytical Research and Quantitative vs Qualitative Research

  3. Types of Research in Psychology ! Descriptive, Correlational and Experimental Research in URDU

  4. UNIT 1: DESCRIPTIVE RESEARCH

  5. (Part-1)All about Descriptive Research/Types of Descriptive Research by-Dr.Shraddha Mishra #ntanet

  6. Descriptive Research Design #researchmethodology

COMMENTS

  1. What is the definition of descriptive research? 1 ...

    What is descriptive research ? Descriptive research is a type of research design that focuses on describing and measuring the characteristics of individuals, situations, or groups without attempting to manipulate or intervene in any way. It is often used to provide a snapshot or a detailed account of a particular phenomenon, population, or ...

  2. Explain the difference between descriptive and ...

    The two primary types are descriptive and experimental research, each serving different purposes and utilizing distinct approaches. Descriptive Research. Descriptive research focuses on providing a detailed account of a situation, behavior, or phenomenon. It aims to answer questions about what is occurring without manipulating any variables.

  3. Explain the difference between descriptive and ...

    Descriptive research is a type of research that aims to describe and document the characteristics or behaviors of a specific population or phenomenon without manipulating variables. It is mostly used in social sciences and involves surveys, observations, or case studies to collect data.

  4. What is descriptive research?

    Answer: Descriptive research aims to accurately and systematically describe a population, situation or phenomenon. It can answer what, where, when and how questions, but not why questions. Unlike in experimental research, the researcher does not control or manipulate any of the variables, but only observes and measures them. Advertisement.

  5. Guide to Descriptive Research and Frequency Distributions

    Prep Guide 5 Chapter 6, pp. 97-113 1. Define the three types of descriptive research (survey, demographic, and epidemiological) discussed in the textbook. For each type, provide an example of a descriptive study you might be interested in doing. A. Surveys are the most common type and are used to inquire about people's attitudes, lifestyles, behaviors, and problems.

  6. what is descriptive research?

    Descriptive research refers to the methods that describe the characteristics of the variables under study Advertisement Advertisement ...

  7. Desta: Enhancing speech language models through descriptive speech-text

    Recent speech language models (SLMs) typically incorporate pre-trained speech models to extend the capabilities from large language models (LLMs). In this paper, we propose a Descriptive Speech-Text Alignment approach that leverages speech captioning to bridge the gap between speech and text modalities, enabling SLMs to interpret and generate comprehensive natural language descriptions ...

  8. What is the used of descriptive research in research design

    Descriptive research is a type of research design that aims to describe and understand a phenomenon, rather than explain or predict it. The goal is to observe and describe the phenomena of interest using qualitative or quantitative data. Descriptive research can help explore a new topic or to develop hypotheses for more rigorous studies, and ...

  9. What is research design? Explain the 'descriptive' and ...

    sharvaridhawad. report flag outlined. Descriptive studies are designed primarily to describe what is going on or what exists. Causal studies, which are also known as "experimental studies," are designed to determine whether one or more variables causes or affects the value of other variables.

  10. Q. 1. answer all the questions: 1) what is descriptive research?

    Descriptive research is used to describe characteristics of a population or phenomenon being studied. It does not answer questions about how/when/why the characteristics occurred. Thus, descriptive research cannot be used as the basis of a causal relationship, where one variable affects another. pl. mark brainliest

  11. what is descriptive research?

    What is descriptive research? - 3535434. answered What is descriptive research?

  12. Explain the difference between descriptive and ...

    Descriptive research focuses on detailing characteristics and relationships without establishing causality, while experimental research manipulates variables to determine cause-and-effect relationships. Descriptive research answers 'what', whereas experimental research answers 'how' variables interact. Each method has its unique purposes and ...

  13. Solved Which of the following is NOT an example of a

    Which of the following is NOT an example of a descriptive research method? Surveys and interviews. Observations. Experiments. D Case studies. Here's the best way to solve it. Solution. 1. **Surveys and interviews**: These are descripti... View the full answer. Previous question Next question.

  14. Descriptive research is used to: A. collect facts and figures

    Understanding Descriptive Research. Descriptive research is a method used to describe or define a particular phenomenon. This type of research is valuable when a researcher aims to gather detailed insights about a subject rather than test a hypothesis.

  15. .) What is descriptive research? (ESSA

    What is descriptive research? (ESSA - 17389165. answered What is descriptive research? (ESSA

  16. Descriptive research definition by authors

    Answer. According to Manuel and Medel.Descriptive research describes what is. It involves the the description, recording, analysis, and interpretation of the present nature, composition or processes of phenomena. ... Descriptive research, is used to describe characteristics of a population or phenomenon being studied.

  17. What is a type of descriptive research method in which a researcher

    A type of descriptive research method, known as naturalistic observation, involves observing and recording behaviors without manipulating or controlling the situation. This method allows researchers to gain insight into how individuals behave in their natural environments, thereby ensuring that the observations are more genuine. ... brainly.com ...

  18. Descriptive research meaning

    Descriptive research is a research method describing the characteristics of the population or phenomenon studied. This descriptive methodology focuses more on the "what" of the research subject than the "why" of the research subject.

  19. What is quantitative research

    Research is a scientific activity that aims to gain knowledge about a problem. Research results can be in the form of facts, concepts, generalizations, and theories. Implementation of research requires a scientific method to get the right results. In general, research methods are divided into quantitative and qualitative research.

  20. The question of what in a research is answer in descriptive ...

    In descriptive research, the question of "what" is answered by providing a detailed description or portrayal of the characteristics, behaviors, or phenomena being studied. Descriptive research aims to observe and document the existing conditions, relationships, or patterns within a specific population or phenomenon. ... Brainly.in. PL: Brainly ...

  21. What is difference between descriptive and experimental research

    Answer: Descriptive Research : Descriptive research is a method that describes a study or a topic. Experimental Research : Experimental research is a study tha… what is difference between descriptive and experimental research - brainly.com

  22. Define descriptive research

    Find an answer to your question Define descriptive research. Sipundash9884 Sipundash9884 16.05.2023 Psychology Secondary School answered Define descriptive research See answer Advertisement

  23. what is descriptive research?

    Brainly.ph. chevron down. We're in the know. youtube. What is descriptive research? - 32228184.