On the Origin of LLMs: An Evolutionary Tree and Graph for 15,821 Large Language Models O网页链接ChatPaper综述:研究指出了一个问题,即由于大型语言模型(LLMs)的广泛使用,了解哪些LLM背景、设置、训练方法和家族受到欢迎或趋势的问题变得非常重要。然而,目前没有一个综合的LLM索引可供使用。因此,该研究利用...
Briefly, this process involved the construction of a least-squares tree using the FITCH program or a neighbor- joining tree using the NEIGHBOR program (both from the Phylip package) [48], followed by local rearrangement using the Protml program of the Molphy package [50] to arrive at the ...
但这不应该是应用LLM的正常方式。所以通过打开内部结构以及与搜索相结合，自动优化多个LLM并融合输出结果，...
Finally, LLM and GP are currently being used to generate ML pipelines capable solving complex tasks45,46. Each ML model could be trained to solve a specific and comprehensive task (e.g. extraction of tumor nodules, segmentation of cell nuclei, etc.) and the assembly of these individual ML ...
Finally, we obtained a consensus tree with the rest of the results and used the posterior proba- bilities (PP) to estimate the statistical support for each node. Determining the substitution saturation of the dataset We determined the level of substitution saturation of DEF- and GLO-like ...
tree (black branch). The colour of the branches indicates: FMN-dependent enzymes (dark yellow), F420-dependent reductases (purple) and F420-dependent dehydrogenases (green). For a version of the tree including all PP values and taxa names please refer to SI. Right inset: Dehydrogenases tree....
Rooted tree was built using TreeTop program, available from GeneBee Molecular Biology server [39], and unrooted tree was built using Phylodendron [40]. Table 8: The thirteen variables selected as significant in the first six DCV segments. 1. CM1, CM1a, CM1b 2. CM2c 3. CM4e, CM5e 4...
JECL,发音为“ Jekyll”,是一个实现各种进化算法的开源Java库。 目的是提供一个统一的界面来描述问题,运行进化算法并累积结果。 Java进化计算库不再处于积极开发中。 我们建议使用MOEA框架(http://www.moeaframework.org/)、jMetal(http://jmetal.sourceforge.net/)、ECJ(http://cs.gmu.edu/~eclab/projects/...
This paper discusses techniques of visualizing search space coverage, evolution process and fitness from scattered data generated by genetic algorithms. A way of visualizing high dimensional data is proposed and a method using quad-tree for dimension reduction is presented. We also discuss techniques of...
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