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Language Models · Directory rank #6

Arete-27B

Nous retrained Qwen’s values.

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Arete-27B is Nous Research’s post-training of Qwen3.8-27B, retrained to change how it answers sensitive questions.

Fact score went up from 2.32 to 2.98, and propaganda answers dropped to under 1 percent. It is the same model, retrained values.

Training was supervised fine-tuning only — about 52.8 million tokens, two epochs, teacher model Inkling — and general capability stayed flat on the benchmarks the authors ran.

Key facts

  • Nous Research post-trained Qwen3.8-27B
  • Retrained to change how it answers sensitive questions
  • Fact score up from 2.32 to 2.98
  • Propaganda answers down to under 1 percent
  • Evaluated on 803 prompts, judge Grok 4.7 blind to the model
  • General capability stayed flat (Hermes Bench 65.77% vs 65.60%)

PikyAI has not tested it live. This page is a model card overview from the PikyAI reel.

PikyAI reel on YouTube. Watch on Instagram

How to use it

  1. Hugging Face par model page kholo.
  2. Model download karo aur apne setup par chalao.
  3. Sensitive sawalon ke jawab check karo — values retrained hain.

Pros and cons

Pros

  • Fact score up — 2.32 se 2.98.
  • Propaganda answers 1 percent se neeche.
  • Qwen3.8-27B ki base par bana hai.

Cons

  • Licence verify nahi hui — page par koi licence claim nahi.
  • Authors khud kehte hain ke sab behaviors fix nahi hue — fully fixed nahi hai.
  • PikyAI ne live test nahi kiya.

Alternative

How this rank works

Directory rank is set by bid, not by editorial opinion. New listings start at $5, a higher bid outranks a lower one, and taking #1 costs at least $5 more than the current top bid. Paid ranks always carry a Sponsored label, and payments are final and non-refundable. This listing sits at the $5 floor as a PikyAI house listing, not a paid rank.