近期研究探索了用于大型语言模型的先进图推理和检索技术。一篇论文介绍了联邦图RAG（FedGRAG），可在不损害隐私的情况下为LLM实现分布式知识图谱，性能优于现有方法。另一项研究提出用于分子属性预测的片段级图编码，在具有更小图谱的情况下实现了与原子级方法相当的准确性，并提供了更具可解释性的结果。此外，一种新方法使用可学习的图位置编码来扩展语言模型中的图推理能力，减轻了上下文负担并提高了尺寸泛化性。在软件开发方面，llama.cpp发布了b11814版本，增加了GGUF密钥清理和平台支持更新；而openai-python库v3.36.0版本为其Responses API增加了Vertex AI支持，并包含各种错误修复。
AI
arXiv:2610.30728v1 Announce Type: new Abstract: Graph Retrieval-Augmented Generation (GraphRAG) leverages centralized knowledge graphs to enhance large language models with structured knowledge retrieval. However, real-world knowledge is inherently distributed across multiple org…
arXiv cs.LG
TIER_1English(EN)·Rafael Lopes Almeida (School of Pharmacy, University of Eastern Finland, Kuopio, Finland), Ina P\"ohner (School of Pharmacy, University of Eastern Finland, Kuopio, Finland)·
arXiv:2610.29589v1 Announce Type: new Abstract: Graph neural networks (GNNs) are among the standard tools for molecular property prediction, but the atom-level explanations of their predictions are hard for medicinal chemists to act on. We propose a change of input representation…
<h2><a href="https://github.com/openai/openai-python/compare/v3.35.1...v3.36.0">3.36.0</a> (2026-10-21)</h2> <h3>Features</h3> <ul> <li>add Vertex AI support for the Responses API (<a href="https://github.com/openai/openai-python/issues/4139">#4139</a>) (<a href="https://github.c…
arXiv:2610.27439v1 Announce Type: cross Abstract: Solving reasoning tasks supported on graphs typically requires providing a Language Reasoning Model (LRM) with a serialized description of the graph. This approach results in the input length growing with the number of edges, whic…
Predicting protein functions from amino acid sequences is essential to understanding biological processes. Large language models (LLMs) offer flexible function descriptions to natural-language queries, yet their limited protein understanding motivates retrieval-augmented generati…
<h1>Ice cream</h1> <p>There's a particular kind of listening that kids (and adults) sometimes do. Daddy is saying stuff—his mouth is moving and making noise—and he's talking about what I ate for lunch, and something about other times I've eaten ice cream, and something about rule…
