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Google fined by Delhi HC for misdirecting searches to rivals' products
The Delhi HC has ordered Google to pay Rs 30 lakh in damages to a sanitaryware maker after finding that internet users searching for the company's products were directed to rival manufacturers through Google's advertising system. HC said Google is liable to pay damages for allowing rival competitors to place advertisements on Hindware's trademark as keywords, leading to losses. Google's Ads programme allows advertisers to bid on keywords to trigger their ads.
Knowledge Graph-Enhanced Zero-Shot Topic Classification: A Multi-Strategy Comparative Study
Announce Type: new Abstract: Multi-label topic classification without labeled training data is a challenging task, specially when documents contain complex relational information. We present a zero-shot multi-label topic classification framework and systematically investigate how per-article knowledge graph augmentation affects its performance. The base framework classifies topics in documents without labeled training data and has four variants: article-only classification, keyword-enhanced...
Driving Video Retrieval for Complex Queries with Structured Grounding
arXiv:2606.09109v1 Announce Type: new Abstract: Video retrieval at scale is central to data curation and safety validation in autonomous driving, where users want to find not only scenes but also dynamic events such as cut-ins and hard braking. Existing vision-language and keyword-based retrieval methods often miss these events because the relevant motion may not be explicitly described in text or captured by lexical overlap. Rule-based retrieval can encode such events more directly, but it...
Evaluating Factual Density in Multi-Source RAG: A Study in Medical AI Accuracy
arXiv:2605.31506v1 Announce Type: new Abstract: Retrieval-Augmented Generation (RAG) is the current industry standard for grounding AI in real-world facts. Traditional retrieval methods rely on keyword matching and topic proximity, ranking content based on how closely it sounds like the user's query. What they do not measure is how many verified facts the content actually contains.
UK: Outrage grows after police handcuff dying student
British police faced national backlash over the inflammatory case of an 18-year-old student who was handcuffed as he lay dying from stab wounds after his killer falsely alleged a racist attack. The killing of Henry Nowak happened in December, but the story got renewed attention after the killer was sentenced to life in prison on Monday, and video was released that showed police not believing Nowak when he said that he had been stabbed. Keywords for this article
Jubilant PSG fans celebrate Champions League victory by the Eiffel Tower
A huge crowd of jubilant PSG supporters gathered near the Eiffel Tower on Sunday to celebrate their team's second Champions League title victory. Thousands of people celebrated across France throughout the night but the parties were blighted by incidents, clashes with police, vandalism, a deadly road accident and hundreds of arrests, according to authorities. Keywords for this article
Football violence is about 'excitement' and 'proving one's masculinity', expert says
Nearly 900 people have been arrested in riots that broke out after Paris Saint-Germain club won the coveted Champions League for a second consecutive year over the weekend. Speaking with FRANCE 24's Mark Owen, Mateusz Grodecki, Associate Professor at The Maria Grzegorzewska University, says that football violence "is about proving one's masculinity and the excitement that violence provides to one's life". Keywords for this article
Returning home to invest: Some entrepreneurs see opportunities in DRC despite instability
While much of the international spotlight remains fixed on conflict in eastern DR Congo and renewed fears around Ebola outbreaks, some members of the Congolese diaspora are choosing to return home and invest. Jean Luc Luboya Tshishimbi, the CEO of Bio Happy Farms, shares his perspective – that of an entrepreneur betting on opportunity despite instability. Keywords for this article
Dissident Chinese artist revisits Monet's waterlilies through Lego art
At the MuMa du Havre, Chinese artist Ai Weiwei revisits Monet's famous Water lilies through two monumental works composed of 650,000 Lego bricks. Behind the technical prowess is also a more intimate story, marked by exile, dissent - and the artist's family history. Keywords for this article
The Tutoring Effectiveness Index: Predicting LLM Math Tutor Quality from Four Conversation Signals
Announce Type: new Abstract: Aligning large language models (LLMs) as math tutors typically demands costly reinforcement-learning (RL) training and external LLM judges. We ask whether a frozen model's internal reasoning signals can replace both. We propose the Tutoring Effectiveness Index (TEI), a training-free, judge-free four-signal index that combines a Schoenfeld-Verify keyword ratio, a math-step density, an ends-question rate, and a deep-reasoning gate from the Deep-Thinking Ratio (DTR)...