SEO and Content Optimization for AI Agents - Research Digest

Keyword search is all you need: Achieving RAG-Level Performance without vector databases using agentic tool use

Shreyas Subramanian, Adewale Akinfaderin, Yanyan Zhang, Ishan Singh, Mani Khanuja, Sandeep Singh, Maira Ladeira Tanke

Source: arxiv

HotelQuEST: Balancing Quality and Efficiency in Agentic Search

Guy Hadad, Shadi Iskander, Oren Kalinsky, Sofia Tolmach, Ran Levy, Haggai Roitman

Source: arxiv

RAD-DPO: Robust Adaptive Denoising Direct Preference Optimization for Generative Retrieval in E-commerce

Zhiguo Chen, Guohao Sun, Yiming Qiu, Xingzhi Yao, Mingming Li, Huimu Wang, Yangqi Zhang, Songlin Wang, Sulong Xu

Source: arxiv

Higress-RAG: A Holistic Optimization Framework for Enterprise Retrieval-Augmented Generation via Dual Hybrid Retrieval, Adaptive Routing, and CRAG

Weixi Lin

Source: arxiv

Towards Efficient and Generalizable Retrieval: Adaptive Semantic Quantization and Residual Knowledge Transfer

Huimu Wang, Xingzhi Yao, Yiming Qiu, Qinghong Zhang, Haotian Wang, Yufan Cui, Songlin Wang, Sulong Xu, Mingming Li

Source: arxiv

Toward General Semantic Chunking: A Discriminative Framework for Ultra-Long Documents

Kaifeng Wu, Junyan Wu, Qiang Liu, Jiarui Zhang, Wen Xu

Source: arxiv

Domain-Partitioned Hybrid RAG for Legal Reasoning: Toward Modular and Explainable Legal AI for India

Rakshita Goel, S Pranav Kumar, Anmol Agrawal, Divyan Poddar, Pratik Narang, Dhruv Kumar

Source: arxiv

ProductResearch: Training E-Commerce Deep Research Agents via Multi-Agent Synthetic Trajectory Distillation

Jiangyuan Wang, Kejun Xiao, Huaipeng Zhao, Tao Luo, Xiaoyi Zeng

Source: arxiv

Truncated Step-Level Sampling with Process Rewards for Retrieval-Augmented Reasoning

Chris Samarinas, Haw-Shiuan Chang, Hamed Zamani

Source: arxiv

Geodesic Semantic Search: Learning Local Riemannian Metrics for Citation Graph Retrieval

Brandon Yee, Lucas Wang, Kundana Kommini, Krishna Sharma

Source: arxiv

UXSim: Towards a Hybrid User Search Simulation

Saber Zerhoudi, Michael Granitzer

Source: arxiv Must Read

The Auton Agentic AI Framework

Sheng Cao, Zhao Chang, Chang Li, Hannan Li, Liyao Fu, Ji Tang

Source: arxiv Must Read

Synthetic Data Powers Product Retrieval for Long-tail Knowledge-Intensive Queries in E-commerce Search

Gui Ling, Weiyuan Li, Yue Jiang, Wenjun Peng, Xingxian Liu, Dongshuai Li, Fuyu Lv, Dan Ou, Haihong Tang

Source: arxiv Must Read

Multi-View Encoders for Performance Prediction in LLM-Based Agentic Workflows

Patara Trirat, Wonyong Jeong, Sung Ju Hwang

Source: arxiv Must Read

Beyond the Click: A Framework for Inferring Cognitive Traces in Search

Saber Zerhoudi, Michael Granitzer

Source: arxiv Must Read

Learning Physical Principles from Interaction: Self-Evolving Planning via Test-Time Memory

Haoyang Li, Yang You, Hao Su, Leonidas Guibas

Source: arxiv Must Read

MammoWise: Multi-Model Local RAG Pipeline for Mammography Report Generation

Raiyan Jahangir, Nafiz Imtiaz Khan, Amritanand Sudheerkumar, Vladimir Filkov

Source: arxiv Must Read