Outlier-Ai/Outlier-40B

Hugging Face
TEXT GENERATIONConcurrency Cost:1Model Size:14.8BQuant:FP8Ctx Length:32kPublished:Apr 7, 2026License:apache-2.0Architecture:Transformer0.0K Open Weights Warm

Outlier-Ai/Outlier-40B is a research artifact from an earlier Outlier lineage, preserved for reproducibility and historical reference. This model predates the current Outlier lineup and may contain experimental adapters or quantization variants. It is not recommended for production use, having been superseded by newer models like Outlier Nano 4B and Outlier Core 27B. For current benchmarks and downloads, users should refer to outlier.host.

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Outlier-40B: A Historical Research Artifact

Outlier-40B is presented as a superseded research artifact from an earlier Outlier lineage, preserved primarily for reproducibility and historical reference. It is explicitly not recommended for production use by its creators, Outlier-Ai.

Key Characteristics

  • Historical Reference: Represents an earlier development stage of Outlier models.
  • Experimental Nature: May incorporate experimental adapters, overlays, or quantization variants that did not transition into shipping products.
  • Superseded: This model has been replaced by a newer generation of Outlier models, including:
    • Outlier Nano 4B (entry tier)
    • Outlier Core 27B (default tier)
    • Outlier Vision 35B-A3B (multimodal tier)
    • Specialized models like DeepSeek-R1-Distill-Qwen-7B (reasoning) and Qwen3-Coder-30B-A3B (coding).

Use Case

This model is suitable for:

  • Historical Analysis: Researchers interested in the evolution of Outlier's model development.
  • Reproducibility: Users needing to reproduce results from specific, older research contexts where this model was originally used.

For current and production-ready models, users are directed to outlier.host for the latest verified benchmarks and downloads.