Bengali
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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...
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...
Braille to Text Translation for Bengali Language: A Geometric Approach
arXiv:2012.01494v2 Announce Type: replace Abstract: Braille is the only system to visually impaired people for reading and writing. However, general people cannot read Braille. So, teachers and relatives find it hard to assist them with learning.
When Meaning Travels: A Granular Lens on Hybrid-MoE's Role in Idiomatic Understanding for Language Models
arXiv:2606.01671v1 Announce Type: new Abstract: In the contemporary epoch of multilingual education, learning idioms provides a fascinating gateway towards creativity, cultural values, historical context, and diverse perspectives inherent to various linguistic traditions. This paper showcases the navigation of retaining figurative and cultural semantics in low-resource Southeast Asian languages such as Hindi, Bengali, and Thai, where culturally rich idioms pose significant obstacles for...
Exploring LLMs for South Asian Music Understanding and Generation
arXiv:2606.05522v1 Announce Type: new Abstract: Recent advancements in Large Language Models (LLMs) have shown promising results in music understanding and generation tasks. However, existing works remain confined to Western tonal traditions, offering little insight into whether current LLMs can handle structurally distinct low-resource musical traditions.
'It's called 'idli', not 'id-slice': Tharoor dishes out another culinary lesson
Congress leader Shashi Tharoor, often known for his sophisticated English and witty social media exchanges, has once again grabbed attention, this time for his humorous take on an unusual way of eating idli. The discussion began after an X user shared photo of an idli cut into slices and asked, "Rate my idli cutting skills." Responding to the post, Tharoor quipped that the user appeared to have brought software engineering logic into the kitchen.
XCR-Bench: Benchmarking Cross-Cultural Reasoning in LLMs via Culture-Specific Items and Hall's Triad
Announce Type: replace Abstract: Cross-cultural competence in large language models (LLMs) requires understanding and adapting Culture-Specific Items (CSIs) across varying cultural contexts. However, progress in evaluating this capability remains limited by the lack of high-quality CSI-annotated corpora with parallel cross-cultural sentence pairs. We introduce XCR-Bench, a Cross(X)-Cultural Reasoning Benchmark containing 4.1k parallel sentences and 1,098 CSIs across three reasoning tasks.
The fall of the twin flowers: How Mamata Banerjee lost control of her party
The Trinamool Congress was built around one leader, one family name and one political belief - that Mamata Banerjee alone could hold the party together and lead it to victory every time. Barely a month after a crushing assembly defeat, that belief is facing its biggest test as a rebellion threatens to split the party she founded 28 years ago. Prologue: The unthinkable For nearly three decades, the Trinamool Congress ( TMC) was Mamata Banerjee and Mamata Banerjee was the Trinamool Congress.
'Keep chai in cup, idli on plate': Tharoor's witty response to viral food debate
Congress MP Shashi Tharoor has once again come to the defence of the "noble idli," this time weighing in on a viral social media post that declared "chai and idli" to be the "best combination to ever exist." Responding to the post on X, the Thiruvananthapuram MP offered a detailed and characteristically witty critique of the pairing, making it clear that while he loves both chai and idli, he prefers to enjoy them separately. "Oh, I see what you're doing here!