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  1. Garbled output|Documentation

    Fix nonsense, repetitive, or truncated replies from Aspose.LLM for .NET — chat template mismatches, KV alignment, repetition loops, max-tokens cutoffs....output Contents [ Hide ] The model loaded successfully, but its...misconfiguration rather than a model problem. Symptom Replies contain...

    docs.aspose.com/llm/net/troubleshooting/garbled...
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  2. Creating a preset from scratch|Documentation

    Extend PresetCoreBase to bring your own GGUF Model into Aspose.LLM for .NET — text or vision, with full control over every parameter bag....scratch Contents [ Hide ] For models that do not have a built-in...new open-weight release, a model from a less-common repository...

    docs.aspose.com/llm/net/developer-reference/pre...
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  3. AsposeAI class|Documentation

    Reference guide for the AsposeAI class for enabling spell-check correction using LLM Models....provides the bridge between LLM models and the OCR engine. 🛠 Constructors...allow_auto_download string If true, the model will be automatically downloaded...

    docs.aspose.com/ocr/python-net/ai/
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  4. Chat templates|Documentation

    Eight vision chat templates Aspose.LLM for .NET recognizes and selects automatically — LLaVA, Qwen2VL, Qwen3VL, Pixtral, InternVL, Gemma3, Llama4, MiniCPMV....Contents [ Hide ] Every vision model family has its own prompt format...one automatically from the model’s GGUF metadata at load time...

    docs.aspose.com/llm/net/developer-reference/mul...
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  5. Parameters|Documentation

    Reference for the eight parameter bags exposed by PresetCoreBase in Aspose.LLM for .NET — Model source, inference, context, chat, sampler, engine, binary manager, multimodal context....the engine loads and runs the model. This section covers each bag...Frequently changed for Model source Where the model file comes from...

    docs.aspose.com/llm/net/developer-reference/par...
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  6. AI Models Supported by Aspose.Words|Aspose.Word...

    Aspose.Words for Python supports OpenAI and Google AI Models for summarization and translation documents. Use Aspose.Words with Gpt-4o, Gpt-4o mini, Gpt-4 Turbo, GPT-3.5 Turbo, Gemini 1.5 Flash, Gemini 1.5 Flash-8B, Gemini 1.5 Pro....Ask AI Supported AI Models Contents [ Hide ] Purpose Summary... This page outlines the AI model families supported by Aspose...

    docs.aspose.com/words/python-net/supported-ai-m...
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  7. AI Models Supported by Aspose.Words|Aspose.Word...

    Aspose.Words for .NET supports OpenAI and Google AI Models for summarization and translation documents. Use Aspose.Words with Gpt-4o, Gpt-4o mini, Gpt-4 Turbo, GPT-3.5 Turbo, Gemini 1.5 Flash, Gemini 1.5 Flash-8B, Gemini 1.5 Pro....Ask AI Supported AI Models Contents [ Hide ] Purpose Summary...This page explains which AI models Aspose.Words supports for document...

    docs.aspose.com/words/net/supported-ai-models/
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  8. SummarizeOptions.summaryLength property | Aspos...

    SummarizeOptions.summaryLength property. Allows to specify summary length...text using OpenAI and Google models. let firstDoc = new aw . Document...Google generative language models. let model = aw . AI . AiModel ....

    reference.aspose.com/words/nodejs-net/aspose.wo...
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  9. Aspose::Words::AI::OpenAiModel class | Aspose.W...

    Aspose::Words::AI::OpenAiModel class. Class representing OpenAi Models integration within Aspose.Words in C++....class Class representing OpenAi models integration within Aspose.Words...leverages the connected AI model for checking grammar of document...

    reference.aspose.com/words/cpp/aspose.words.ai/...
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  10. Bring your own GGUF|Documentation

    Run a custom GGUF Model in Aspose.LLM for .NET — pick the file, write a preset, verify compatibility, tune parameters....preset does not cover your model — your organization’s fine-tune...newly-released open-weight model, a community variant — extend...

    docs.aspose.com/llm/net/use-cases/bring-your-ow...
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