Marktechpost (@Marktechpost)T2·78 pts
- joey-1 utilizes a 'state + typed questions' paradigm to return probability distributions via a single prefill, eliminating text parsing overhead and generation costs.
- Scores 63.30 on the Jev Decision Index, ranking #1 among models under 4B parameters and outperforming Perplexity Decider Flash v1.2 at the same price point.
- Delivers ultra-low latency with a P50 of 20ms for 2,000-token requests, approximately 2.5x faster than its 9B sibling model, elephant-1.
- Released under MIT license on Hugging Face, supporting self-hosting on a single CUDA GPU with input costs as low as $0.01 per million tokens.