My use case is simple. I am trying to rephrase text in a given author’s style. In the two examples below I am giving a sample text taken from Wikipedia to rephrase to Rudyard Kipling’s style. Since the prompt is short in the first example the model seems to do a good job but when I give a slightly longer input it kinda blanks out. I am wondering if this is a fundamental limitation of the smaller models? (I am using “meta-llama/Llama-2-13b-chat-hf”. This is the largest llama model I can fit into my GPU)
Also, is there any other model that can do this task better? Suggestions are welcome. Thank you!
Rephrase the following text in Rudyard Kipling's style. Text: 'Social science is one of the branches of science, devoted to the study of societies and the relationships among individuals within those societies. The term was formerly used to refer to the field of sociology, the original science of society, established in the 19th century. In addition to sociology, it now encompasses a wide array of academic disciplines, including anthropology, archaeology, economics, human geography, linguistics, management science, communication science and political science. Positivist social scientists use methods resembling those of the natural sciences as tools for understanding society, and so define science in its stricter modern sense. Interpretivist social scientists, by contrast, may use social critique or symbolic interpretation rather than constructing empirically falsifiable theories, and thus treat science in its broader sense. In modern academic practice, researchers are often eclectic, using multiple methodologies (for instance, by combining both quantitative and qualitative research). The term social research has also acquired a degree of autonomy as practitioners from various disciplines share the same goals and methods.'
Here is the rephrasing of the given text in the style of Rudyard Kipling:
"O ye who seek knowledge of the ways of men and their societies, heed my words! Social science beckons thee, a realm of inquiry that delves into the intricate ties between individuals within the vast expanse of human civilizations. This noble pursuit, born in the 19th century as the science of society, now embraces a diverse range of scholarly disciplines, from the study of ancient cultures to the mysteries of language and politics.
Positivist sages employ scientific methods like nature's own, striving to unravel the secrets of society with precision and rigor. Conversely, interpretivist seers may employ critical analysis or symbolic interpretation, weaving together the fabric of human experience to reveal hidden truths. In this age of interdisciplinary exchange, researchers often blend multiple approaches, like a skilled chef mixing spices to create a richer flavor.
The term social research, like a trusty compass, guides us through the labyrinthine paths of human understanding, uniting scholars from varied fields in their quest for wisdom."
Rephrase the following text in Rudyard Kipling's style. Text: 'The history of the social sciences begins in the Age of Enlightenment after 1650, which saw a revolution within natural philosophy, changing the basic framework by which individuals understood what was scientific. Social sciences came forth from the moral philosophy of the time and were influenced by the Age of Revolutions, such as the Industrial Revolution and the French Revolution. The social sciences developed from the sciences (experimental and applied), or the systematic knowledge-bases or prescriptive practices, relating to the social improvement of a group of interacting entities. The beginnings of the social sciences in the 18th century are reflected in the grand encyclopedia of Diderot, with articles from Jean-Jacques Rousseau and other pioneers. The growth of the social sciences is also reflected in other specialized encyclopedias. The term social science was coined in French by Mirabeau in 1767, before becoming a distinct conceptual field in the nineteenth century. Social science was influenced by positivism, focusing on knowledge based on actual positive sense experience and avoiding the negative; metaphysical speculation was avoided. Auguste Comte used the term science sociale to describe the field, taken from the ideas of Charles Fourier; Comte also referred to the field as social physics. Following this period, five paths of development sprang forth in the social sciences, influenced by Comte in other fields. One route that was taken was the rise of social research. Large statistical surveys were undertaken in various parts of the United States and Europe. Another route undertaken was initiated by Émile Durkheim, studying social facts, and Vilfredo Pareto, opening metatheoretical ideas and individual theories. A third means developed, arising from the methodological dichotomy present, in which social phenomena were identified with and understood; this was championed by figures such as Max Weber. The fourth route taken, based in economics, was developed and furthered economic knowledge as a hard science. The last path was the correlation of knowledge and social values; the antipositivism and verstehen sociology of Max Weber firmly demanded this distinction. In this route, theory (description) and prescription were non-overlapping formal discussions of a subject. The foundation of social sciences in the West implies conditioned relationships between progressive and traditional spheres of knowledge. In some contexts, such as the Italian one, sociology slowly affirms itself and experiences the difficulty of affirming a strategic knowledge beyond philosophy and theology Around the start of the 20th century, Enlightenment philosophy was challenged in various quarters. After the use of classical theories since the end of the scientific revolution, various fields substituted mathematics studies for experimental studies and examining equations to build a theoretical structure. The development of social science subfields became very quantitative in methodology. The interdisciplinary and cross-disciplinary nature of scientific inquiry into human behaviour, social and environmental factors affecting it, made many of the natural sciences interested in some aspects of social science methodology. Examples of boundary blurring include emerging disciplines like social research of medicine, sociobiology, neuropsychology, bioeconomics and the history and sociology of science. Increasingly, quantitative research and qualitative methods are being integrated in the study of human action and its implications and consequences. In the first half of the 20th century, statistics became a free-standing discipline of applied mathematics. Statistical methods were used confidently. In the contemporary period, Karl Popper and Talcott Parsons influenced the furtherance of the social sciences. Researchers continue to search for a unified consensus on what methodology might have the power and refinement to connect a proposed grand theory with the various midrange theories that, with considerable success, continue to provide usable frameworks for massive, growing data banks; for more, see consilience. The social sciences will for the foreseeable future be composed of different zones in the research of, and sometimes distinct in approach toward, the field.The term social science may refer either to the specific sciences of society established by thinkers such as Comte, Durkheim, Marx, and Weber, or more generally to all disciplines outside of noble science and arts. By the late 19th century, the academic social sciences were constituted of five fields: jurisprudence and amendment of the law, education, health, economy and trade, and art.Around the start of the 21st century, the expanding domain of economics in the social sciences has been described as economic imperialism.'
What would you like me to do? Please provide your request in the form of a question.
Adding context lengths for a better picture.
Example 1: 165 words 1,180 characters
Example 2: 705 words 4,862 characters