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  1. Aspose::Words::AI::AiModel::Create method | Asp...

    Aspose::Words::AI::AiModel::Create method. Creates a new instance of AiModel class in C++....text using OpenAI and Google models. auto firstDoc = System ::...Google generative language models. System :: SharedPtr < Aspose...

    reference.aspose.com/words/cpp/aspose.words.ai/...
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  2. Aspose::Words::AI::SummaryLength enum | Aspose....

    Aspose::Words::AI::SummaryLength enum. Enumerates possible lengths of summary in C++....text using OpenAI and Google models. auto firstDoc = System ::...Google generative language models. System :: SharedPtr < Aspose...

    reference.aspose.com/words/cpp/aspose.words.ai/...
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  3. RopeFreqScale|Documentation

    RoPE frequency scaling factor in Aspose.LLM for .NET — multiplicative factor applied to RoPE frequencies; null or 0 uses the Model default.... Default null (use model default) Range 0 – 1.0 ; < 1...Scenario Value Default (use model metadata) null Simple 2× extension...

    docs.aspose.com/llm/net/developer-reference/par...
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  4. Custom file provider|Documentation

    Replace IModelFileProvider in Aspose.LLM for .NET to source Model files from custom locations — S3, internal registries, encrypted storage, or air-gapped networks....provider when you need to source models from a location the defaults...storage, or signed internal model catalogs. This is a narrower...

    docs.aspose.com/llm/net/developer-reference/ext...
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  5. Summarize a Document|Aspose.Words for Node.js v...

    Summarize a document. Aspose.Words for Node.js simplifies document summarization using OpenAI, Google and Anthropic AI Models by allowing you to specify the summary length....summarization using AI‑powered models, making it easier to process...advanced generative language models from OpenAI , Google and Anthropic...

    docs.aspose.com/words/nodejs-net/summarize-a-do...
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  6. Aspose::Words::AI::SummarizeOptions class | Asp...

    Aspose::Words::AI::SummarizeOptions class. Allows to specify various options for summarizing document content in C++....text using OpenAI and Google models. auto firstDoc = System ::...Google generative language models. System :: SharedPtr < Aspose...

    reference.aspose.com/words/cpp/aspose.words.ai/...
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  7. AI-powered Features in Python | Translate a Doc...

    Use Aspose.Words for Python to summarize, translate, and check grammar of documents with AI, enabling smarter and automated document processing workflows....built on top of large language models (LLMs) like OpenAI, Google...aspose-words Initialize an AI model (for example, Gemini 1.5 Flash):...

    blog.aspose.com/words/ai-powered-features-aspos...
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  8. Self-hosted LLM Aspose.Words for .NET | Self-ho...

    Aspose.Words for .NET supports for self-hosted LLMs, enabling secure, flexible, and cost-efficient AI document processing without third-party APIs....self-hosted Large Language Models (LLMs) for AI-enhanced document...infrastructure Cost Control : Host models on your own hardware, avoiding...

    blog.aspose.com/words/self-hosted-llm-aspose-wo...
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  9. Long context tuning|Documentation

    Configure Aspose.LLM for .NET for 128K-262K contexts — pick the right preset, enable flash attention, quantize the KV cache, and manage memory.... At 131K context, a 7B model’s KV cache alone is 8-16 GB...using Aspose.LLM.Abstractions.Models ; preset . ContextParameters...

    docs.aspose.com/llm/net/use-cases/long-context-...
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  10. Streaming-like responses|Documentation

    Aspose.LLM for .NET does not expose token streaming. This page documents the limitation, the workarounds, and the patterns that deliver a responsive user experience without streaming....user sees the reply after the model finishes generating. On a modern...small model Some applications run a small, fast model for an...

    docs.aspose.com/llm/net/use-cases/streaming-lik...
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