(1) 不能充分利用产品的内容信息和 NLP 模型的语言建模能力；(2) 不可以解释用户兴趣以提高相关性和...
根据 The information 报道,strawberry 目前能力最强的领域就在 math 和 code 上,Sonnet 3.5 在代码的提升也是很好的佐证。 这两个领域具有准确、快迭代的评判标准,使得模型能够获得明确的反馈:我们可以把 code script 放进 Python Interpreter/ compiler,把 math proof 放进 Lean(Lean 是一种编程语言,通过计算机验证...
With the abundance of opportunities LLMs have to offer, this paper explores the idea of judging tests used to evaluate compiler implementations of directive-based programming models as well as probe into the black box of LLMs. Based on our results, utilizing an agent-based prompting approach ...
BaseFewShot from llmcompiler.result.chat importChatRequest from llmcompiler.tools.basic importTools FEW1 =""" <问题> A房屋在2023~2024年的租金是多少 <执行计划> 1. 使用`search`工具获取A房屋在2023年的租金 2. 使用`search`工具获取A房屋在2024年的租金 """ defget_few_shot()->BaseFewShot: ...
1. LLM Compiler设计模式主要有以下组件: Planner:输出流式传输任务的DAG,每个任务都包含一个工具、参数和依赖项列表。相比ReWOO的Planner,依赖项列表是最大的不同。 Task Fetching Unit:调度并执行任务,一旦满足任务的依赖性,该单元就会安排任务。由于许多工具涉及对搜索引擎或LLM的其他调用,因此额外的并行性可以显著...
2024-11-21 Energy Efficient Automated Driving as a GNEP: Vehicle-in-the-loop Experiments Viranjan Bhattacharyya et.al. 2411.14567 null 2024-11-21 Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models Yuhao Dong et.al. 2411.14432 link 2024-11-21 Multi-Agent Enviro...
While it is also available as an npm package:https://www.npmjs.com/package/@mlc-ai/web-runtime, you can build it from source if needed by following the steps below. Installemscripten. It is an LLVM-based compiler that compiles C/C++ source code to WebAssembly. ...
2.3 LLM as a PRM (process reward model):通往泛化的重要路线 要实现泛化,背后的核心问题是怎么设计 reward function 才让数据信号能被更高效地运用,才能让 AI 循序渐进的学习。在 code 和 math 领域已经有了一些解决方案:使用 LLM 作为 PRM + curriculum learning。这套方法的持续突破,一定会让 reasoning model...
examples, andLLMCompiler automatically computes an optimized orchestration for the function calls. LLMCompiler can be used with open-source models such as LLaMA, as well as OpenAI’s GPT models. Across a range of tasks that exhibit different patterns of parallel function calling, LLMCompiler ...
To bring AskIt to life, the team implemented it for TypeScript and developed a DSL compiler as a TypeScript compiler plugin. In the computational flow, the DSL compiler traverses the Abstract Syntax Tree (AST) of the input code, converting AskIt APIs into specific TypeScript f...