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SAAS: Self-Aware Reinforcement Learning for Over-Search Mitigation in Agentic Search

arXiv:2605.29796v2 Announce Type: replace Abstract: Agentic search enables LLMs to solve complex multi-hop questions through iterative reasoning and external search. Despite the effectiveness, these systems often suffer from a critical limitation in practice: agents fail to recognize their own knowledge boundaries, blindly triggering searches when internal knowledge suffices and failing to terminate search even when adequate evidence has been collected. The lack of self-awareness leads to...

arXiv CS 9d ago

Deterring Searches for Child Sexual Abuse Material on Google Search and Promoting Help-Seeking

Announce Type: replace Abstract: Google Search deploys a "Onebox" feature at the top of the results page when users conduct searches for Child Sexual Abuse Material. This study evaluates the impact of a strategic shift in this feature, comparing a revised intervention, focused on repercussions and therapeutic resources, to a previous iteration that focused on reporting. Using a difference-in-differences analysis of internal Google Search logs data, we found the new messaging resulted in a...

arXiv CS 2d ago

Deterring Searches for Child Sexual Abuse Material on Google Search and Promoting Help-Seeking

arXiv:2606.06126v1 Announce Type: new Abstract: Google Search deploys a "Onebox" feature at the top of the results page when users conduct searches for Child Sexual Abuse Material. This study evaluates the impact of a strategic shift in this feature, comparing a revised intervention, focused on repercussions and therapeutic resources, to a previous iteration that focused on reporting. Using a difference-in-differences analysis of internal Google Search logs data, we found the new messaging...

arXiv CS 5d ago

SEArch: Optimistic Policy Selection Between Scene Noise and Drift for UAV Radar Search

Announce Type: new Abstract: Unmanned Aerial Vehicles (UAVs) equipped with radar sensors are deployed for target search missions in diverse environments, where targets exhibit characteristic signatures (e.g., respiration micro-motion in human search) detectable through occlusions. A fundamental challenge arises from shifts in radar statistics as the UAV moves through a dynamic and potentially non-stationary environment, rendering any fixed signal-processing strategy suboptimal; yet...

arXiv CS 8d ago

Body found in search for missing Lee Butler at welsh seaside resort after week-long search

Body found in search for missing Lee Butler at welsh seaside resort after week-long search Lee Butler, 36, had been missing since 26 May when his body was found at the South Wales seaside resort of Ogmore by Sea The body of a man from Staffordshire has been discovered at a seaside resort, police have confirmed. Lee Butler, 36, was last spotted at his Staffordshire home on Tuesday, 26 May. His loved ones reported him as a missing person when they became concerned for his welfare.

Daily Mirror 8d ago

LAANN: I/O-Aware Look-Ahead Search for Disk-Based Approximate Nearest Neighbor Search

Announce Type: new Abstract: Approximate nearest neighbor search (ANNS) is a fundamental primitive in large-scale retrieval, recommendation, and AI systems. As vector datasets grow to billions or even trillions of items, disk-based ANNS systems have emerged to handle this scale by storing vector data and index structures on storage systems, but their query performance remains dominated by I/O latency. Existing disk-based ANNS systems primarily optimize I/O efficiency or overlap I/O with...

arXiv CS 7d ago

Google will save your Lens photos, Search Live recordings, and Translate audio for AI training

Google is making some changes to how it saves your interactions with Search. In an email sent to users, Google says it will save the images, files, audio, and video you use to search under a new "Search Services History" setting. That includes the images you search for with Google Lens, recordings from its real-time Search Live tool, voice searches, and phrases spoken into Translate, according to an update on the company's website.

The Verge 4h ago

DuckDuckGo makes its 'no-AI' search engine easier to access as its traffic booms

As its traffic continues to climb, alternative search engine DuckDuckGo is leaning into anti-AI sentiment with the launch of new browser extensions that allow users to set its no-AI search experience, noai.duckduckgo.com, as their default search engine. Once enabled, users will be directed to DuckDuckGo’s AI-free search page, where there are no AI-assisted answers, no chat prompts, and fewer AI images in the search results, the company claims. The extensions are currently available for...

Hacker News 9d ago

SearchLog: A Web Browser Extension for Capturing Search Logs in Laboratory Studies

arXiv:2606.05040v1 Announce Type: new Abstract: Natural search logs are valuable for studying search behavior in information seeking settings. We present SearchLog, an easy-to-install web browser extension for collecting natural search logs during lab-based studies. SearchLog allows participants to search the open web using a browser while recording structured interaction data across mouse, keyboard, search activity, and browser state modules.

arXiv CS 6d ago

Characterizing Web Search in The Age of Generative AI

arXiv:2510.11560v2 Announce Type: replace Abstract: The advent of LLMs has given rise to generative search, a new search paradigm in which LLMs retrieve information from the web related to a query and synthesize it into a single, coherent response. This paradigm differs fundamentally from traditional web search, where results are returned as a ranked list of independent web pages. In this paper, we ask: Along what dimensions does generative search differ from traditional search?

arXiv CS 8d ago