vulture3/G4-MeroWana-31B-heretic

VISIONConcurrency Cost:2Model Size:31BQuant:FP8Ctx Length:32kTool Calling:SupportedPublished:Jun 6, 2026License:apache-2.0Architecture:Transformer Open Weights Cold

vulture3/G4-MeroWana-31B-heretic is a 31 billion parameter language model with a 32768 token context length, specifically modified to reduce refusal rates during chat interactions. This model aims to provide more direct responses by minimizing instances where it declines to answer. Its primary differentiator is a significantly lowered refusal rate, making it suitable for applications requiring consistent and uninhibited conversational output.

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Overview

vulture3/G4-MeroWana-31B-heretic is a 31 billion parameter language model designed to address a common issue in conversational AI: model refusals. With a substantial context length of 32768 tokens, this model has been specifically adjusted to reduce instances where it declines to respond to user prompts.

Key Characteristics

  • Reduced Refusal Rate: The model exhibits a refusal rate of 45/100, with a KL divergence of 0.0121, indicating a deliberate modification to encourage more direct answers.
  • Large Context Window: Supports a 32768 token context, allowing for extended and complex conversations.

Good For

  • Uninhibited Chat Applications: Ideal for use cases where a model's tendency to refuse certain prompts needs to be minimized.
  • Direct Question Answering: Suitable for scenarios requiring straightforward responses without frequent disclaimers or refusals.
  • Exploratory Conversations: Useful in environments where users need to explore a wide range of topics without encountering conversational roadblocks.