Intent: affirm Security Considerations# The intent classifier uses the OpenAI API to classify intents. This means that your users conversations are sent to OpenAI's servers for classification. The response generated by OpenAI is not send back to the bot's user. However, the user can craft mess...
但意图分类(intent classification)还可以检测恶意或偏离主题的行为——旨在越狱系统或使其脱离其认可主题的提示。 因此,通过引入确定性用例识别,我们创建了针对越狱尝试的强大防御前线。 此外,意图分类还可以通过减少延迟和成本来提高聊天机器人的性能。 这是因为意图分类器仅依赖于提示的嵌入和轻量级模型,而不依赖于任何...
intent_classification = """[Text]: I really need to get a gym membership, I'm exhausted. [Intent]: get gym membership [Text]: What do I need to make a carbonara? [Intent]: cook carbonara [Text]: I need all these documents sorted and filed by Monday. [Intent]:""" flan_...
Chen Q, Zhuo Z, Wang W. Bert for joint intent classification and slot filling[J]. arXiv preprint arXiv:1902.10909, 2019. Siro C, Aliannejadi M, de Rijke M. Understanding user satisfaction with task-oriented dialogue systems[C]//Proceedings of the 45th International ACM SIGIR Confe...
Instructions to configure models for intent classification Instructions to configure models for rephrasing Additional Configuration for Azure OpenAI Service# For those using Azure OpenAI Service, there are additional parameters that need to be configured: ...
The prompts used for intent classification can be found here: https://github.com/D3Mlab/llm-convrec/tree/main/prompt_files/user_intent_prompts2. State UpdateAfter identifying the user's intent, the system updates its internal state. This state stores critical information gathered during the ...
F1 Score: The F1 score balances precision and recall, often used in classification tasks. It provides a single metric that considers both false positives and false negatives. The F1 score is important for tasks like sentiment analysis and question answering, where both precision and recall are cri...
2.1 Few-shots for Intent Classification Prompts For effective intent classification, few-shot examples must be provided for each intent. This should be done in the form of CSV files with two columns:User InputandResponse.User Inputshould contain examples of user utterances, whileResponseindicates whe...
Chen Q, Zhuo Z, Wang W. Bert for joint intent classification and slot filling[J]. arXiv preprint arXiv:1902.10909, 2019. Siro C, Aliannejadi M, de Rijke M. Understanding user satisfaction with task-oriented dialogue systems[C]//Proceedings of the 45th International ACM SIGIR Conference on...
3.1、战术:使用意图分类来识别用户查询的最相关指令Tactic: Use intent classification to identify the most relevant instructions for a user query For tasks in which lots of independent sets of instructions are needed to handle different cases, it can be beneficial to first classify the type of query...