bet365 casino bonus determines destiny,Algorithms change the future。With ChatGPT、The big language model represented by Gemini was born,And swept the world with the momentum of turmoil,Triggering paradigm changes in industry and scientific research。This fully demonstrates the huge potential of big bet365 casino bonus,It also vividly illustrates the huge power of algorithms to change history。Because the basis of big language model is big bet365 casino bonus,Let the bet365 casino bonus speak and turn the bet365 casino bonus into a model,It’s algorithms and cloud computing,In particular, the astronomical computing power provided by cloud computing allows big bet365 casino bonus to produce "nuclear fusion"。
Then,In this historical background,What new situation does computational social science based on big bet365 casino bonus development face??How at such an important historical juncture,Promote the development of computational social science in China,And fully unleash the enabling effect of the new technological revolution on social science research?This article attempts to do some analysis on the above two issues。
The advantages of large language models over previous bet365 casino bonus research algorithms
Computational social science based on big bet365 casino bonus development was generally proposed 10 years ago,And is widely popular as an academic concept。The vision of the academic community at that time to propose this concept was,With the digital transformation of human society,Big bet365 casino bonus is emerging in various fields,Provides unprecedented opportunities for social science research to observe social systems and human history,Social science research is also facing the transformation and upgrading from small bet365 casino bonus paradigm to big bet365 casino bonus paradigm。However,Times have changed,10 years passed,Computational social science has not flourished as expected,The important academic results produced in the field of computational social science are still few and far between,People have not seen the spring of hope that big bet365 casino bonus brings to social science research institutes。
Why does this happen?The core reason is the limitation of the capabilities of early artificial intelligence algorithms used in computational social science。Big bet365 casino bonus provides rich mineral resources for observing social phenomena,But early artificial intelligence algorithms have very limited ability to mine these "mineral deposits",or,Facing the vast ocean of bet365 casino bonus,Researchers can only look at the ocean and sigh,What we can do is only some superficial analysis and development of big bet365 casino bonus,This greatly limits the release of the potential of computational social science。
The logic lies in,Big bet365 casino bonus is often unstructured,More than 95% of the bet365 casino bonus on our planet is in text、image、Video and audio are forms of expression,And it’s huge,Easily forming GB、TB、PB or even larger bet365 casino bonus size。Before the rise of big language models,The methods used by researchers to develop big bet365 casino bonus are mainly statistical algorithms and relatively simple machine learning algorithms formed in the sampling era。
Taking text big bet365 casino bonus mining as an example,To analyze text big bet365 casino bonus,Generally, entity extraction needs to be completed、Affective computing、Four major tasks of text clustering and text classification。In the past 10 years,Depends on word frequency statistics、Algorithms such as tf-idf perform "distance viewing" of text bet365 casino bonus,Related studies such as Scott A. Golder (2011) et al.’s research on human emotions;By regular expression、Stanford-NLP and other algorithms perform entity extraction from text,Related studies such as the research on the development and changes of human culture by Maximilian Schich (2014) and others;Emotional calculation by training models with annotated bet365 casino bonus and machine learning algorithms;By bag of words、Word vector model (word2vec) and Bert algorithm perform embedded representation and digital conversion of text,Use K-Means++ algorithm and LDA algorithm to cluster text topics,Related studies such as Austin C. Kozlowski (2019) and others used the Google books corpus to analyze the changes in the meaning of class;By annotating bet365 casino bonus、Bert algorithm and other vectorized representation of text,With the help of CNN、RNN and other algorithm training models perform semantic classification of text,For example, Gong Weigang (2019) and others used the Bert algorithm to conduct semantic clustering of Western discourse in the news。These algorithms can do some mining of text bet365 casino bonus at a superficial level,But after all, there is still a long way to go to truly understand the semantics of the text。Take the bag of words model and Bert model as examples,The former is to vectorize the text based on the occurrence of words,Although the latter examines the relative relationship of words in context,But it does not really realize the semantic understanding of the text,Machine learning models trained by these algorithms also face important problems such as insufficient transfer capabilities。Also,These algorithms require researchers to have higher ability to write computer codes,This makes computational social science methods daunting for humanities and social science scholars。
It is precisely because of the lack of early algorithmic capabilities,Limits computational social science from realizing its value,As a popular saying goes: We are on the golden mountain of big bet365 casino bonus,But I can only dig coal。Computational social science due to limitations of algorithmic capabilities,Slow progress in the past,Even lingering for a long time。
But all this is becoming a thing of the past。With the rise of large language models,Big bet365 casino bonus analysis will soon transform and upgrade from the "cold weapon era" to the "hot weapon era",The field of computational social science is undergoing radical new changes,The method system of computational social science research is becoming increasingly mature。
This is because the big language model itself is the product of big bet365 casino bonus + computing power + algorithm,The training bet365 casino bonus of large language models represented by GPT4 and Gemini covers almost all public bet365 casino bonus sets on the earth,The most important thing is,These models not only possess astronomical knowledge,And has strong semantic understanding and logical reasoning abilities。This makes,In turn, the development of big bet365 casino bonus becomes extremely effective and convenient with the help of these large language models。On the one hand,With the help of large language model,Either to text,Still right image、Processing of unstructured bet365 casino bonus such as video and audio,Everything becomes simple and feasible;On the other hand,Compared to early algorithms in computational social science,Processing unstructured bet365 casino bonus through large language models,Not only is the operation simple,And very convenient,Researchers no longer have to specifically train machine learning models by labeling large amounts of bet365 casino bonus,No longer need to master complex programming skills to write code。In short,With a large language model,Developing big bet365 casino bonus becomes writing prompts and fine-tuning large language models,This greatly lowers the threshold for entering the field of big bet365 casino bonus development,Bringing the democratization of algorithms,It also greatly improves the efficiency of big bet365 casino bonus development。
Still taking text big bet365 casino bonus analysis as an example,Among the four major tasks of text big bet365 casino bonus analysis,The first three tasks can be completed perfectly with the help of large language models,And the fourth major task,It can also be easily solved with the help of embedding models and deep learning models。In short,With the help of generative models、Three major models: embedding model and deep learning model,It can almost perfectly solve the four major tasks of text big bet365 casino bonus analysis,The power of text big bet365 casino bonus analysis has also increased thousands of times,image、The same goes for the analysis tasks of unstructured big bet365 casino bonus such as videos,Convenient and effective processing can be obtained through three major models。
The disruptive changes in algorithms have finally transformed big bet365 casino bonus from a dormant resource into a golden mountain of scientific discovery,The vast ocean of bet365 casino bonus has also become a paradise for free exploration due to changes in algorithms。The most important thing is,The emergence of large language models,Bringing the democratization of algorithms,Big bet365 casino bonus analysis and development are no longer the preserve of a few scholars with programming skills,Rather, it will become an important tool that empowers all researchers in the humanities and social sciences。
In summary,The combination of big bet365 casino bonus and big language model,Let the computational social science research method system based on big bet365 casino bonus analysis become increasingly mature,bet365 casino bonus intelligence formed by big bet365 casino bonus + big language model,It will also have a profound impact on the paradigm of social science research。Observe social systems and human history based on big bet365 casino bonus + big language model,It will inevitably advance social science research into a new era in which endless social science laws are discovered,Social science research is about to enter its "Kepler era"。
Paths and strategies to promote the development of bet365 casino bonus
Then,For the Chinese social science community,How to seize the opportunities empowered by this wave of new technologies,To promote the development of social sciences in China,And form academic competitiveness on a global scale?This article attempts to build a new liberal arts laboratory from the perspective of,Talk about this issue。
The author thinks,The development of bet365 casino bonus research cannot be separated from the support of the bet365 casino bonus laboratory,Accordingly,bet365 casino bonus laboratories should also become an important area in the construction of new liberal arts laboratories,or,The new liberal arts laboratory should be mainly constructed in the form of a bet365 casino bonus laboratory。By building a large number of bet365 casino bonus laboratories,Promote Chinese social science research into the platform era。Then,Why is the progress of bet365 casino bonus,To promote it in the form of a bet365 casino bonus laboratory?
Let’s start with the content and form of the computational social science laboratory。Computational Social Sciences Laboratory,It is a big bet365 casino bonus analysis laboratory integrating big bet365 casino bonus + cloud computing and algorithms,The laboratory is deployed on a cloud platform (public cloud and private cloud),Big bet365 casino bonus is stored in cloud computing platform,Algorithms represented by large language models are deployed in the cloud,Cloud computing platform provides storage space for big bet365 casino bonus,Also provides computing power for big bet365 casino bonus analysis,The large model deployed on the cloud computing platform provides algorithms for big bet365 casino bonus analysis。
Through the above summary of the concept of computational social science laboratory,I believe readers have generally understood,Why computational social science must be promoted through laboratories based on cloud computing platforms。This is mainly related to the characteristics of big bet365 casino bonus,The outstanding feature of big bet365 casino bonus is its huge volume、Diverse types,And the bet365 casino bonus is growing rapidly。To realize the development of big bet365 casino bonus,Can only rely on the computing power and algorithms provided by the cloud computing platform。Take the Global Event Database (GDELT) commonly used in the early days of computational social science as an example,Its size is up to 15TB,And collect global news bet365 casino bonus in real time,Use multiple algorithms to extract and convert these unstructured news text contents at the same time。Obviously,It is no longer possible for our own computers to store and analyze this bet365 casino bonus,Traditional social science research methods cannot develop these bet365 casino bonus,bet365 casino bonus storage and analysis must rely on cloud computing platform,Cloud platform makes big bet365 casino bonus analysis simple and easy,And let academic research catch the train of technological change in industry。At this point,Public cloud is much better than the server integrated by the researcher。
Of course,From the perspective of national strategy,Some important bet365 casino bonus are not suitable for inclusion in the industry’s public cloud platform,Therefore establishing autonomous controllability、Social science public cloud platform for bet365 casino bonus security,And ensure that the algorithms on the cloud platform can keep pace with the times,should become an important part of the future construction of digital China。
In short,Computational Social Science Laboratory integrates bet365 casino bonus elements、Computing power elements and algorithm elements,Maximize the effectiveness of big bet365 casino bonus in understanding complex social systems and human behavior patterns,Thus promoting the transformation of social science research paradigm,And usher in a new era of social science research。Promoting the development of computational social science,Relying on the construction of the Computational Social Sciences Laboratory,The Computational Social Sciences Laboratory integrates big bet365 casino bonus、The "aircraft carrier" of cloud computing and various algorithms represented by large language models。
(The author is an associate professor at the School of Social Sciences, Wuhan University、Researcher at Wuhan University Big bet365 casino bonus Research Institute)
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