the pros and cons of using PyTorch.")# Often results in more technical benefits and drawbacks that provide more technical details on how model layers思维链简单地添加一个「鼓励逐步思考」的短语可以显著提高大型语言模型执行复杂推理的能力（Wei et al. (2022)），这种方法称为 CoT 或思维链 prompting：...
# Gives more specific advances and only cites sources from 2020 零样本 prompting 一些大型语言模型(例如 Llama 2)能够遵循指令并产生响应,而无需事先看过任务示例。没有示例的 prompting 称为「零样本 prompting(zero-shot prompting)」。例如: complete_and_print ("Text: This was the best movie I've e...
这种方法称为「少样本 prompting(few-shot prompting)」。例如: def sentiment (text):response = chat_completion (messages=[user ("You are a sentiment classifier. For each message, give the percentage of positive/netural/negative."),user ("I liked it"),assistant ("70% positive 30% neutral 0%...
这种方法称为「少样本 prompting(few-shot prompting)」。例如: defsentiment(text):response = chat_completion (messages=[user ("You are a sentiment classifier. For each message, give the percentage of positive/netural/negative."),user ("I l...
少样本 prompting 添加所需输出的具体示例通常会产生更加准确、一致的输出。这种方法称为「少样本 prompting(few-shot prompting)」。例如: defsentiment(text):response = chat_completion (messages=[user ('You are a sentiment classifier. For each message, give the percentage of positive/netural/negative.'...
# Gives more specific advances and only cites sources from 2020 零样本 prompting 一些大型语言模型(例如 Llama 2)能够遵循指令并产生响应,而无需事先看过任务示例。没有示例的 prompting 称为「零样本 prompting(zero-shot prompting)」。例如: complete_and_print ("Text: This was the best movie I've e...
added to, and this is essential for the optimizer LLM to generate instructions of the same style. In each optimization step, we add several (three for example) training examples to the meta-prompt by random sampling the training set or choose the ones the previous instructions fall short of....
**3. Zero-shot efficacy**: Can be viewed as a form of zero-shot prompting, where the influence of specific examples is minimized. ## Applications By focusing on the structural patterns of problem-solving, Meta Prompting offers a clear roadmap for navigating complex topics, enhancing the...
the-Blank True/False 6150 6590 6820 A/B/C/D 1490/1530/1570/1560 \ True/False: 3160/3640 Question Type Multiple Choice Fill-in-the-Blank True/False 表 2 各类题型样本示例 Table 2: Sample Examples of Various Question Types Question Answer 在哪些地区,瓷绝缘子胶合剂外露表面通常需要涂 密封 胶...
at Hugging Facepip install trl git clone https://github.com/lvwerra/trl python trl/examples/...