Large language models (LLMs) have demonstrated their ability to learn in-context, allowing them to perform various tasks based on a few input-output examples. However, the effectiveness of in-context learning is heavily reliant on the quality of the selected examples. In ...
论文主要采用few-shot这种In-context learning的形式增强输入(Prompt)。如上图所示,在不同任务上,in-context examples的数量影响不同,在不同的模型上也是如此。由于有些任务比较简单,例如二分类的IMDB数据库,增加in-context examples并不会对结果有明显的影响。在模型方面,由于window size的限制,过多的in-context ...
Figurative and Frost: Examples of figurative language in the context of the poetry of Robert Frost. Figurative YouTube: A video identifying various forms of figurative language from movies and television shows. Wikipedia on literal and figurative language: A bit technical, but with a good list of...
同时,为了更好地评估Zero-shot-CoT在推理任务上的能力,使用了相同的in-context examples还对比了Zero-shot-CoT和Few-shot以及Few-shot-CoT baseline。 而Few-shot会受到exemplars的顺序的影响,为了公平的对比,他们run each experiment only once with a fixed seed across all methods and datasets answer cleansing ...
) of language, and tries to establish principles capable of accounting for the particular choices made by individual and social groups in their use of language.” language.” (Crystal 1980) 3 Stylistics is the study of varieties of language whose properties position that language in context. ...
我们假设这是LM试图从更长的上下文整合信息的体现,进一步表现提高可以通过为prompt选择in-context examples,这些例子基于和question的相似度查找的。也就是多给prompt在现有的文本中找到和question这个问题相似的例子,有了例子就可以进一步写出更好的prompt。 在这个k-shot中设定k=15,但是由于evidence文本长度不一样、模型...
Language is central to the learning process because it is the medium through which we communicate knowledge. Knowledge is contained in the form of language and passed on and shared through the same. Being firmly rooted in...
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Obviously, I don't study languages every single day because that would be completely unsuitable in my situation.显然，我不会每天都学习语言，因为那完全不适合我的情况。So I'm just going to describe to you an average day which is just an example of the day that I would normally do if I ...
More than in Whorf's days, however, we recognize how important context is in complementing the meanings encoded in the language. 现在人们认识到,语言作为代码,反映了文化的关注,并限制了人们的思维方式。 然而,在沃夫时代,我们更认识到上下文在补充语言中编码的意义方面是多么重要。