基本信息论文《Large Language Models Are Neurosymbolic Reasoners》探讨了大型语言模型(LLMs)作为符号推理器的潜在应用。ArXiv发布于2024/01/17。 本文是论文主要内容的翻译,一切请以原文为准。论文地址: La…
Xiaoxing Ma 2024 Neural Information Processing Systems|December 2024 A critical question about Large Language Models (LLMs) is whether their apparent deficiency in mathematical reasoning is inherent, or merely a result of insufficient exposure to high-quality mathematical data. To explore th...
AllegroGraph is a horizontally distributed Knowledge Graph Platform that supports multi-modal Graph (RDF), Vector, and Document (JSON, JSON-LD) storage. It is equipped with capabilities such as SPARQL, Geospatial, Temporal, Social Networking, Text Analytics, and Large Language Model (LLM) functiona...
：通过生长和重用 ModulEs 生成 Neuro-symbOlic 视觉推理 GENOME: GenerativE Neuro-symbOlic visual reasoning by growing and reusing ModulEs 摘要：最近的研究表明，大型语言模型（LLMs）可以通过编程能力将语言转化为模块描述，从而实现强大的视觉推理结果，同时保持模型的透明度和效率。但是，这些模型通常会在给定任务的...
Another area of innovation will be improving the interpretability and explainability of large language models common in generative AI. While LLMs can provide impressive results in some cases, they fare poorly in others. Improvements in symbolic techniques could help to efficiently examine LLM processes...
LLM Dynamic Planner - Combining LLM with PDDL Planners to solve an embodied task planningopenaineuro-symbolicgpt4llmalfworld UpdatedJul 20, 2023 Jupyter Notebook snap-stanford/zeroc Star26 Code Issues Pull requests ZeroC is a neuro-symbolic method that trained with elementary visual concepts and ...
LLM Dynamic Planner - Combining LLM with PDDL Planners to solve an embodied task planningopenaineuro-symbolicgpt4llmalfworld UpdatedJul 20, 2023 Jupyter Notebook snap-stanford/zeroc Star27 ZeroC is a neuro-symbolic method that trained with elementary visual concepts and relations, can zero-shot ...
I was very excited to see this book come out and I picked it up as quickly as I could. There are very few books about neuro-symbolic AI and I was hoping that this could be a leader in the field that brings a new wave of AI developers and applications. After reading it, I'm a ...
By combining large language models (LLMs) with symbolic reasoning, NSSC improves the recognition and interoperability of oncologic entities, enabling seamless integration with existing biomedical knowledge. This approach marks a significant advancement in extracting meaningful information from clinical narratives...
occurred after initial enthusiasm and investment in AI led to expectations that were not met by the technology's actual capabilities. Concerns about entering another AI winter, or at least an AI autumn, are relevant when considering the current landscape dominated by large language models (LLMs)....