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: greet Message: Yes, I am 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...
1. Berkeley Function-Calling Leaderboard The Berkeley Function-Calling Leaderboard evaluates models based on their ability to understand and execute function calls, essential for programming and automation. Key Features: It focuses on benchmarks that test function execution capabilities, providing insights ...
NLU 是对话系统的核心组件,其被设计用于理解用户的需求,它需要从用户的消息和上下文中提取出至少以下两个信息: 用户意图 (Intent) ,指的是用户语句背后的目的和需求,如查询天气、预订机票等。正确识别用户意图对于系统给出恰当响应至关重要。 槽位(Slot) ,指包含在用户语句中的某些关键信息单元,如时间、地点等,是...
Synthesis techniques: Query transformations, prompt templating, prompt conditioning, function calling, and fine-tuning the generator to refine the generation step. HyDE: Implemented inLangchain: HypotheticalDocumentEmbedder. A query generates hypothetical documents, which are then embedded and retrieved to ...
supports LLM, text embedding, Speech recognition, multimodal and text to image inference with GPU, CPU and apple silicon MLX hardware support, transformers continuous batching, LoRA, vLLM integration, OpenAI Compatible API, multi node deployment and function calling via native pip deployment, docker ...
《Bert for joint intent classification and slot filling》2019 《CoF-CoT: Enhancing large language models with coarse-to-fine chain-of-thought prompting for multi-domain NLU tasks》2023 - 将NLU任务分解为多个推理步骤,LLM可通过学习获取和利用基本概念来提高他们从不同粒度解决NLU任务的能力 ...
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...
applies a mathematical function to thoses,and produces an output that is passed to the next layer of neurons.These connections betweenneurons affect how the s influence the probability of generating an output token as the s passthrough the layers.Additionally,the models themselves do not provide ...
2024-10-16 Facilitating Multi-turn Function Calling for LLMs via Compositional Instruction Tuning Mingyang Chen et.al. 2410.12952 link 2024-10-16 JudgeBench: A Benchmark for Evaluating LLM-based Judges Sijun Tan et.al. 2410.12784 link 2024-10-16 HEnRY: A Multi-Agent System Framework for Multi...