Phi-3.5-mini-instruct

A lightweight, multilingual advanced text generation model

CommonProductProgrammingText GenerationMultilingual

Phi-3.5-mini-instruct is a lightweight, multilingual advanced text generation model developed by Microsoft based on high-quality data. It focuses on delivering high-quality, reasoning-intensive data, supports a context length of 128K tokens, and has undergone rigorous enhancement processes, including supervised fine-tuning, proximal policy optimization, and direct preference optimization to ensure accurate instruction following and robust safety measures.

Supports multilingual text generation suitable for commercial and research applications.
Suitable for memory/computation-limited environments and latency-sensitive scenarios.
Strong reasoning capabilities
particularly in code
mathematics
and logic.
Supports long-context tasks
including long document/meeting summaries
long document question answering
and long document information retrieval.

\The Phi-3.5-mini-instruct model is suitable for application developers and researchers who need to generate text and perform reasoning in multilingual environments. It is particularly designed for scenarios requiring rapid text generation or complex reasoning in resource-constrained settings.\

As a chatbot
it provides multilingual conversational generation.
In the education sector
it is used to generate teaching materials or answer student questions.
In programming assistance tools

1. Install the necessary Python libraries such as torch and transformers.
2. Use pip to install the Phi-3.5-mini-instruct model.
3. Import the AutoModelForCausalLM and AutoTokenizer classes.
4. Load the Phi-3.5-mini-instruct model and tokenizer from the pre-trained model library.
5. Prepare input data

Visit

Phi-3.5-mini-instruct Visit Over Time

Monthly Visits

20899836

Bounce Rate

46.04%

Page per Visit

5.2

Visit Duration

00:04:57

Phi-3.5-mini-instruct Visit Trend

Phi-3.5-mini-instruct Visit Geography

Phi-3.5-mini-instruct Traffic Sources

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