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Towards Personalized Bangla Book Recommendation: A Large-Scale Heterogeneous Book Graph Dataset
arXiv:2602.12129v2 Announce Type: replace Abstract: Personalized book recommendation in Bangla literature has been constrained by the lack of structured, large-scale, and publicly available datasets. This work introduces RokomariBG, a large-scale heterogeneous book graph dataset designed to support research on personalized recommendation in a low-resource language setting. The dataset comprises 127,302 books, 63,723 users, 16,601 authors, 1,515 categories, 2,757 publishers, and 209,602...
When English Rewrites Local Knowledge: Global Narrative Dominance in Large Language Models
Announce Type: new Abstract: Large language models (LLMs) are widely used as cross-lingual knowledge interfaces. However, culturally grounded questions often reflect globally dominant narratives rather than local contexts. We study this failure mode as \textit{global narrative dominance} in Bangla, a low-resource cultural context.
BenHalluEval: A Multi-Task Hallucination Evaluation Framework for Large Language Models on Bengali
arXiv:2605.31483v2 Announce Type: replace Abstract: Despite Bengali being the sixth most spoken language in the world, no prior work has systematically evaluated hallucination in large language models (LLMs) for Bengali. We introduce BenHalluEval, a fine-grained hallucination evaluation framework for Bengali covering four tasks: Generative Question Answering (GQA), Bangla-English Code-Mixed QA, Summarization, and Reasoning. We construct 12,000 hallucinated candidates using GPT-5.4 across...
BenHalluEval: A Multi-Task Hallucination Evaluation Framework for Large Language Models on Bengali
arXiv:2605.31483v1 Announce Type: new Abstract: Despite Bengali being the sixth most spoken language in the world, no prior work has systematically evaluated hallucination in large language models (LLMs) for Bengali. We introduce BenHalluEval, a fine-grained hallucination evaluation framework for Bengali covering four tasks: Generative Question Answering (GQA), Bangla-English Code-Mixed QA, Summarization, and Reasoning. We construct 12,000 hallucinated candidates using GPT-5.4 across twelve...
Aussies record first ODI loss to Bangladesh in 21 years
Australia has crashed to its first one-day international loss against Bangladesh in 21 years, with the hosts recording an 86-run win via the Duckworth-Lewis-Stern method in Dhaka. Bangladesh posted a formidable 8-284 after being sent in at the Sher-e-Bangla National Cricket Stadium, before restricting the tourists to 9-191 from 42.2 overs when lightning and rain ended play. It was Bangladesh's second victory in 23 ODIs against Australia.
Evaluating LLMs' Effectiveness on Real-World Consumer Device Repair Questions
arXiv:2606.03331v1 Announce Type: new Abstract: Consumer device repair is an important but underexplored testbed for large language models (LLMs). Repair tasks require reasoning over incomplete problem descriptions, hardware-specific diagnostics, actionable troubleshooting, and safety-critical decisions, where incorrect advice can cause device damage, battery hazards, or permanent data loss. We introduce a benchmark of 991 real-world repair questions from Reddit spanning phone repair,...
Akshay Kumar on why he does not take credit when he gives back to community
Oftentimes, celebrities use their wealth for good and give back to the community. Bollywood legend, Akshay Kumar is also one of the many names in the industry who enjoys doing philanthropic work. However, he doesn't like to talk about it much.
Rise of Ritabrata Banerjee: How ex-Left leader engineered Bengal's biggest political coup
In the run-up to the West Bengal election, a video of Mamata Banerjee chastising Ritabrata Banerjee had gone viral, drawing widespread amusement. At a SIR protest meeting, Ritabrata had gone into an oratorical flourish before Mamata, in her own inimitable manner, cut him off publicly and asked him to focus on the burning issue of the day. Little did anyone know that Ritabrata, MLA from Uluberia Purba, would grow from a footnote in Bengal politics to the Leader of Opposition in a sensational...
Full Bengal cabinet today: BJP balances old-versus-new, regional aspirations
Kolkata : The need to strike a balance among Bengal’s various regions and between BJP veterans and new entrants was among the factors that weighed heavily on the party leadership during the selection of ministers who will be sworn in on Monday. Chief minister Suvendu Adhikari wrote on his X handle on Sunday that 35 ministers will take oath in the first expansion of the council of ministers since Bengal’s first BJP govt took up office on May 9. The govt is now functioning with six ministers,...
Suvendu Adhikari’s first month as CM: The Nayak phase of power
Every new government gets a small honeymoon with history. Franklin Roosevelt used his to tell a broken America that the first task of power was not perfection, but motion: “Above all, try something.” Suvendu Adhikari, a month after taking oath as CM of West Bengal on Rabindranath Tagore’s birth anniversary on May 9, seems to have imbibed that spirit.