RAG / 检索增强生成

Advancing Autonomous Incident Response: Leveraging LLMs and Cyber Threat Intelligence

Amine Tellache, Abdelaziz Amara Korba, Amdjed Mokhtari, Horea Moldovan, Yacine Ghamri-Doudane

机构 * OODRIVE-Trusted Cloud Solutions（OODRIVE可信云计算解决方案） ； L3i Lab, University of La Rochelle（L3i实验室，拉罗什-科尔贝尔大学） 纠错

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；RAG(abstract)；hybrid retrieval(abstract)

RTTC: Reward-Guided Collaborative Test-Time Compute

J. Pablo Muñoz, Jinjie Yuan

机构 * Intel Labs Santa Clara, CA, USA（英特尔圣克拉拉实验室） ； Intel Corporation Beijing, China（英特尔北京公司） 纠错

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.IR、cs.CL、cs.AI

ASPD: Unlocking Adaptive Serial-Parallel Decoding by Exploring Intrinsic Parallelism in LLMs

Keyu Chen, Zhifeng Shen, Daohai Yu, Haoqian Wu, Wei Wen, Jianfeng He, Ruizhi Qiao, Xing Sun

机构 * Youtu Team（你Tube团队） 纠错

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；分类 cs.CL、cs.AI

Comments 20 pages, 9 figures

Bridging Solidity Evolution Gaps: An LLM-Enhanced Approach for Smart Contract Compilation Error Resolution

Likai Ye, Mengliang Li, Dehai Zhao, Jiamou Sun, Xiaoxue Ren

专题命中 检索器与排序 ：knowledge retrieval(abstract)

Comments International Conference on Software Maintenance and Evolution (ICSME) 2025

Efficient Patent Searching Using Graph Transformers

Krzysztof Daniell, Igor Buzhinsky, Sebastian Björkqvist

专题命中 向量检索 ：dense retrieval(abstract)；分类 cs.IR

Comments Accepted for publication at the PatentSemTech 2025 workshop, held in conjunction with SIGIR 2025

FinSage: A Multi-aspect RAG System for Financial Filings Question Answering

Xinyu Wang, Jijun Chi, Zhenghan Tai, Tung Sum Thomas Kwok, Muzhi Li, Zhuhong Li, Hailin He, Yuchen Hua, Peng Lu, Suyuchen Wang, Yihong Wu, Jerry Huang, Jingrui Tian, Fengran Mo, Yufei Cui, Ling Zhou

机构 * 1SimpleWay.AI 2McGill University 3University of Toronto 4University of California, Los Angeles 5The Chinese University of Hong Kong 6Duke University 7Universit\'e de Montr\'eal 8Mila - Quebec AI Institute 9Noah's Ark Lab 10CG Matrix Technology Limited ； 1SimpleWay.AI 2McGill University 3University of Toronto 4University of California, Los Angeles ； 5The Chinese University of Hong Kong 6Duke University 7Universit\'e de Montr\'eal 8Mila - Quebec AI Institute ； 9Noah's Ark Lab 10CG Matrix Technology Limited 纠错

专题命中 知识库问答 ：RAG(title,abstract)；retrieval-augmented generation(abstract)；dense retrieval(abstract)；分类 cs.IR、cs.AI

Comments Accepted at the 34th ACM International Conference on Information and Knowledge Management (CIKM2025)

FIRESPARQL: A LLM-based Framework for SPARQL Query Generation over Scholarly Knowledge Graphs

Xueli Pan, Victor de Boer, Jacco van Ossenbruggen

机构 * Vrije Universiteit Amsterdam（阿姆斯特丹自由大学） 纠错

专题命中 图谱与结构化RAG ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.AI

Comments Accepted at 17th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management (IC3K)

Guided Navigation in Knowledge-Dense Environments: Structured Semantic Exploration with Guidance Graphs

Dehao Tao, Guangjie Liu, Weizheng, Yongfeng Huang, Minghu jiang

专题命中 图谱与结构化RAG ：knowledge retrieval(abstract)；分类 cs.CL

DeepWriter: A Fact-Grounded Multimodal Writing Assistant Based On Offline Knowledge Base

Song Mao, Lejun Cheng, Pinlong Cai, Guohang Yan, Ding Wang, Botian Shi

机构 * Shanghai AI LAB（上海人工智能实验室） 纠错

专题命中 多模态RAG ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL、cs.AI

Comments work in process

PRELUDE: A Benchmark Designed to Require Global Comprehension and Reasoning over Long Contexts

Mo Yu, Tsz Ting Chung, Chulun Zhou, Tong Li, Rui Lu, Jiangnan Li, Liyan Xu, Haoshu Lu, Ning Zhang, Jing Li, Jie Zhou

机构 * WeChat AI, Tencent（腾讯微信AI） 纠错

专题命中 RAG评测 ：RAG(abstract)；分类 cs.CL、cs.AI

Comments First 7 authors contributed equally. Project page: https://gorov.github.io/prelude

REFN: A Reinforcement-Learning-From-Network Framework against 1-day/n-day Exploitations

Tianlong Yu, Lihong Liu, Ziyi Zhou, Fudu Xing, Kailong Wang, Yang Yang

机构 * School of Artificial Intelligence, Hubei University（湖北大学人工智能学院） ； Huazhong University of Science and Technology（华中科技大学） ； University of Southern California（美国南加州大学） 纠错

专题命中 RAG评测 ：RAG(abstract)；分类 cs.AI