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🧬 BioReason: биомедицинская нейросеть, которая реально *думает*
От лаборатории Bo Wang (U of Toronto)

BioReason — это reasoning-модель для биомедицинских задач, которая учится делать *глубокие логические выводы* по статьям, графам знаний и научным данным.
💡 Не просто "угадывает", а *обобщает и объясняет*.

📚 Обучена на:
• PubMed abstracts
• PICO фреймах
• SNOMED CT и других онтологиях
• Biomedical Knowledge Graphs

🚀 Особенности:
• Архитектура на основе LM+GNN+reasoning engine
• Сильна в задачах like QA, classification, relation extraction
• Поддержка chain-of-thought + multi-hop inference
• Основана на OpenPretrain и GALACTICA

🧪 Benchmark’и:
+18–22% точности по сравнению с BioLinkBERT и GPT-3.5 на ряде задач (MedQA, PubMedQA, MedNLI и др.)

# Clone the repository
git clone https://github.com/bowang-lab/BioReason.git
cd BioReason

# Install package
pip install -e .


🔗 GitHub: https://github.com/bowang-lab/BioReason
📄 Статья: https://arxiv.org/abs/2406.02491

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🧬 BioReason: биомедицинская нейросеть, которая реально *думает*
От лаборатории Bo Wang (U of Toronto)

BioReason — это reasoning-модель для биомедицинских задач, которая учится делать *глубокие логические выводы* по статьям, графам знаний и научным данным.
💡 Не просто "угадывает", а *обобщает и объясняет*.

📚 Обучена на:
• PubMed abstracts
• PICO фреймах
• SNOMED CT и других онтологиях
• Biomedical Knowledge Graphs

🚀 Особенности:
• Архитектура на основе LM+GNN+reasoning engine
• Сильна в задачах like QA, classification, relation extraction
• Поддержка chain-of-thought + multi-hop inference
• Основана на OpenPretrain и GALACTICA

🧪 Benchmark’и:
+18–22% точности по сравнению с BioLinkBERT и GPT-3.5 на ряде задач (MedQA, PubMedQA, MedNLI и др.)

# Clone the repository
git clone https://github.com/bowang-lab/BioReason.git
cd BioReason

# Install package
pip install -e .


🔗 GitHub: https://github.com/bowang-lab/BioReason
📄 Статья: https://arxiv.org/abs/2406.02491

@data_analysis_ml

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The next bit isn’t clear, but Durov reportedly claimed that his resignation, dated March 21st, was an April Fools’ prank. TechCrunch implies that it was a matter of principle, but it’s hard to be clear on the wheres, whos and whys. Similarly, on April 17th, the Moscow Times quoted Durov as saying that he quit the company after being pressured to reveal account details about Ukrainians protesting the then-president Viktor Yanukovych. Telegram does offer end-to-end encrypted communications through Secret Chats, but this is not the default setting. Standard conversations use the MTProto method, enabling server-client encryption but with them stored on the server for ease-of-access. This makes using Telegram across multiple devices simple, but also means that the regular Telegram chats you’re having with folks are not as secure as you may believe. "We as Ukrainians believe that the truth is on our side, whether it's truth that you're proclaiming about the war and everything else, why would you want to hide it?," he said. "The argument from Telegram is, 'You should trust us because we tell you that we're trustworthy,'" Maréchal said. "It's really in the eye of the beholder whether that's something you want to buy into." Given the pro-privacy stance of the platform, it’s taken as a given that it’ll be used for a number of reasons, not all of them good. And Telegram has been attached to a fair few scandals related to terrorism, sexual exploitation and crime. Back in 2015, Vox described Telegram as “ISIS’ app of choice,” saying that the platform’s real use is the ability to use channels to distribute material to large groups at once. Telegram has acted to remove public channels affiliated with terrorism, but Pavel Durov reiterated that he had no business snooping on private conversations.
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