openchat-3.5-1210

Maintained By
openchat

OpenChat 3.5-1210

PropertyValue
Parameter Count7B
Context Length8192 tokens
LicenseApache 2.0
Model URLhttps://huggingface.co/openchat/openchat-3.5-1210

What is openchat-3.5-1210?

OpenChat 3.5-1210 represents a significant advancement in open-source language models, achieving remarkable performance that surpasses both ChatGPT (March) and Grok-1. This 7B parameter model is particularly notable for its 15-point improvement in coding capabilities compared to its predecessor, while maintaining strong performance across general tasks.

Implementation Details

The model implements two distinct operational modes: a default GPT4 Correct mode for coding and general tasks, and a specialized Mathematical Reasoning mode. It's built with vLLM optimization for high-throughput deployment and can run on consumer GPUs with 24GB RAM. The model supports tensor parallelism and provides an OpenAI-compatible API server.

  • Achieves 63.8% average score across major benchmarks
  • 68.9% performance on HumanEval coding tasks
  • 77.3% accuracy on GSM8K mathematical problems
  • Supports context length of 8192 tokens

Core Capabilities

  • Advanced coding and programming assistance
  • Mathematical reasoning and problem-solving
  • General conversation and task completion
  • Experimental evaluator and feedback capabilities
  • High-performance inference with vLLM optimization

Frequently Asked Questions

Q: What makes this model unique?

OpenChat 3.5-1210 stands out for being the best-performing open-source 7B model, achieving superior results compared to larger models like Grok-1. It's particularly notable for its dual-mode capability and significant improvements in coding performance.

Q: What are the recommended use cases?

The model excels in coding tasks, mathematical problem-solving, and general conversation. It's particularly well-suited for developers, data scientists, and applications requiring strong reasoning capabilities. The model can be deployed in production environments using its OpenAI-compatible API server.

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