Common sense reasoning95% Natural Questions80% Reading comprehension91% TriviaQA86% Quantitative reasoning39% Code generation69% Multitask language understanding74% 33B Average91% Common sense reasoning99% Natural Questions95% Reading comprehension94% TriviaQA96% Quantitative reasoning72% Code generation89% ...
4.4.1 Use Case with Reasoning. Reasoning, which involves making sense of information, drawing inferences, and making decisions, is one of the essential aspects of human intelligence. It is challenging for NLP. Many existing reasoning tasks can be classified into commonsense reasoning and arithmetic ...
common sense reasoning refers to a type of reasoning that involves making inferences and drawing conclusions based on everyday knowledge and experience. It is the ability to understand and reason about the world in a way that is consistent with how humans typically think and behave. Common sense ...
我认为可能有两种解释: 一种是找到了定义通用任务 reward 的好方法,使得 reasoning 效果有良好的反馈;另一种是在代码和数学这类强 reasoning 方向上的训练,也能泛化到这类场景。从结果来看,确实达到了很好的泛化程度。 Monica: 像你所说的旅行规划这种在日常生活中需要做一些相对复杂的工作的场景,所需要做的 rea...
【CODEI/O: Condensing Reasoning Patterns via Code Input-Output Prediction】 这篇文章说是 work done while intern at deepseek ai 想法很有意思,作者认为,代码执行过程包括了 “reasoning” 的基础能力,如逻辑流程编排、状态空间探索、递归分解和决策制定等。用 CoT 标注一下监督信号,让模型学着模拟代码的执行...
HellaSwag: Focused on common-sense reasoning, HellaSwag challenges LLMs with multiple-choice questions about everyday scenarios. WinoGrande: An expansion of the Winograd Schema Challenge, WinoGrande evaluates an LLM’s commonsense reasoning capabilities with a dataset of 44,000 problems. Coding HumanEva...
突破边界：高性能计算引领LLM驶向通用人工智能AGI的创新纪元 AGI | AIGC | 大模型训练 | GH200LLM | LLMs | 大语言模型 | MI300ChatGPT的成功带动整个AIGC产业的发展，尤其是LLM（大型语言模型，大语言模型）、NLP、高性能计算和深度学习等领域。LLM的发展将为全球和中国AI芯片、AI服务器市场的增长提供强劲动力...
语言类知识包括词法、词性、句法和语义等,有助于人类或机器理解自然语言。研究表明,LLM可以学习各种层次类型的语言学知识,并且这些知识存储在Transformer的低层和中层。世界知识则包括真实事件(事实型知识)和常识性知识(Common Sense Knowledge)。 研究表明,LLM可以从训练数据中吸收大量世界知识,并且这些知识主要分布在...
common sense reasoning task (PIQA 35) 2个 reading comprehension tasks (BoolQ 18, RACEh 36) 2个 question answering tasks (TriviaQA 21, WebQs 20) 实验结果不赘述了,反正MoE赢过dense,而且开销更小就完事了。 4. PR-MoE & MoS:减少模型大小,提高parameter efficiency ...
世界知识指的是在这个世界上发生的一些真实事件(事实型知识,Factual Knowledge),以及一些常识性知识(Common Sense Knowledge)。比如“拜登是现任美国总统”、“拜登是美国人”、“乌克兰总统泽连斯基与美国总统拜登举行会晤”,这些都是和拜登相关的事实类知识;而“...