“This paper addresses this critical gap by presenting a survey of current explainability and interpretability methods specifically for MLLMs.”

“I’m now achieving 30x real-time speeds on an i7-12700KF. To put that in perspective: it processes one minute of audio in just 2 seconds.”

“Are there any venues which are not in generic AI but accept NLP-focused work mostly?”

“HY-MT1.5 consists of 2 translation models, HY-MT1.5-1.8B and HY-MT1.5-7B, supports mutual translation across 33 languages with 5 ethnic and dialect variations”

“Triangulation provides a falsifiable standard for mechanistic claims that filters spurious circuits passing single-environment tests but failing cross-lingual invariance.”

“Tests on Arabic, Bangla, English, and Spanish datasets show that our approach consistently beats strong baselines.”

“The Clip Pro earbuds aim to be a personal AI assistant terminal, offering features like music control, information retrieval, and real-time multilingual translation via voice commands.”

“The multilingual fine-tuned mT5 baseline outperforms most other approaches including zero-shot LLM performance for most metrics.”

“Prompt injection induces substantial changes in review scores and accept/reject decisions for English, Japanese, and Chinese injections, while Arabic injections produce little to no effect.”

“PLaMo 3 NICT 31B Base is a 31B model pre-trained on English and Japanese datasets, developed by Preferred Networks, Inc. collaborative with National Institute of Information and Communications Technology, NICT.”

“Domain-adapted XLM-R consistently outperforms its vanilla counterpart.”

“Reasoning traces in non-Latin scripts show at least twice as much misalignment between their reasoning and conclusions than those in Latin scripts.”

“Evaluations on the PolyHope-M 2025 benchmark demonstrate strong performance, achieving F1-scores of 95.2% for Urdu binary classification and 65.2% for Urdu multi-class classification, with similarly competitive results in Spanish, German, and English.”

“The paper reveals an apparent difficulty hierarchy, with Line-level tasks easiest and Class-level most challenging.”

“The open-weights reasoning model DeepSeek R1 achieves state-of-the-art performance (50.6%), surpassing proprietary giants like Claude 3.7 Sonnet (47.7%) and GPT-4o (33.7%), it still exhibits a significant accuracy drop when moving from general benchmarks (BIRD) to CricBench.”

“Fine-tuning significantly improves performance, with XLM-RoBERTa, mDeBERTa and MultilingualBERT achieving around 91% on both accuracy and F1-score.”

“The study focuses on the cost-efficient training of a 1.5B-Parameter LLM.”

“M2.1 not only writes 'runnable' code, it writes professional-grade industrial code that is 'easy to maintain, accident-proof, and highly secure'.”

“The research paper is hosted on ArXiv.”

“The article is based on the FAME 2026 Challenge.”

“The research focuses on evaluating Multilingual Large Language Models on Reasoning Traditional Bangla Tricky Riddles.”

“The article discusses a new corpus of cross-lingual dialogues with minutes and detection of misunderstandings.”

“MiniMax Speech 2.6 Turbo: State-of-the-art multilingual TTS with human-level emotional awareness, sub-250ms latency, and 40+ languages—now on Together AI.”

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“The article's focus is on real-time multilingual lip synchronization in video communication systems.”

“The paper focuses on governance-aware hybrid fine-tuning.”

“The study focuses on cross-language bias.”

“The core concept revolves around 'Fictional Actors for Multilingual Erasure,' suggesting the removal or masking of real-world actors.”

“The paper focuses on multilingual and continuous backchannel prediction.”

“The research likely focuses on the architecture of a system designed for multilingual video conferencing.”

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“The article likely discusses the architecture of the multi-agent system, the role of human intervention, and the evaluation metrics used to assess the performance of the framework. It would also probably delve into the specific challenges of legal terminology mapping, such as ambiguity and context-dependence.”

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“The research is based on ArXiv, suggesting a peer-reviewed or preliminary stage of academic development.”

“Expanded live translation will come to iOS in the coming months.”

“The research originates from ArXiv, indicating a peer-reviewed or pre-print academic publication.”

“Google Translate and Search now use Gemini native audio models for real-time, expressive speech translation and multilingual conversations across devices.”

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“The article is sourced from ArXiv, indicating it's a research paper.”

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“The article focuses on multilingual data reweighting.”

“The article likely contains technical details about the adaptation process, including specific methods and results.”

“FineFreq is a multilingual character frequency dataset derived from web-scale text.”

“N/A (No direct quotes are present in the provided text)”

“The research focuses on utilizing multilingual corpora.”

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“The article's source is ArXiv, indicating a research paper.”

“The article likely explores the performance of LLMs on tasks like cross-lingual question answering or document retrieval, evaluating their ability to translate and understand information across languages.”

“The article introduces Jina-VLM, a vision-language model.”