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
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...
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 ...
like Hungarian. Specific examples abound: children learning English must make some verbs reflexive by adding ‘[possessive pronoun]-self,’ whereas children learning Hebrew must learn to affix /hit-/ to most verbs – unless the first sound is a fricative (e.g., /s-/), in which case there...
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...
Self-attention assigns a weight to each part of the input data while processing it. This weight signifies the importance of that input in context to the rest of the input. In other words, models no longer have to dedicate the same attention to all inputs and can focus on the parts of ...
A long-context EchoCLIP-R model was optimized for retrieval during training. Given a representative image from the held-out test cohort, EchoCLIP-R ranks the matching clinical report on average 209th out of 21,484 candidates (top 1% retrieval). The correct report is present in the top ten...
Mistral is a family ofa mixture of expertmodels from Mistral AI. Among the newest models is Mistral Large 2 which was first released in July 2024. The model operates with 123 billion parameters and a 128k context window, supporting dozens of languages including French, German, Spanish, Italian...
However, the topic has very recently begun to draw research interest in the European context (Costa, 2012, Hynninen, 2012). Hynninen (2012) notes that even when courses are not language courses “language sometimes becomes the topic of discussion in the form of language correcting and commentary...
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 ...