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 e...
) 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. ...
主要是和标准的Zero-shot prompting进行对比来验证它的有效性,而对于标准的Zero-shot所做的实验,是和Zero-shot-CoT使用相似的prompt。 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-CoTbaseline。 而Few-shot会受到exemplars的...
Open-domaindata is something that is not limited to a single domain. For example, a new Dataset C that is a mixture ofDataset AandDataset B. 假设你有数据集A(来自报纸的文本数据)和B(来自Wikipedia的文本数据),用数据集A训练一个ML模型。输入数据来用这个模型进行预测,如果输入A就是in-domain data...
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 this paper...
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...
in the garage, and not elsewhere.”Flying planes can be dangerousisambiguousbecause it may mean either (1) “Planes that fly can be dangerous” or (2) “It is dangerous to fly planes.” On the other hand, such “ambiguities” almost always disappear when the sentences are seen incontext...
“blacklisted,” you are rejected, whereas “whitelisted” means you’re approved. A person can be “blackballed”(rejected), but there is no “white-balled.” Blackballed” historically refers to exclusion or rejection from a group, and the use of “black” in a negative context can ...
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 ...