Junekhunter/llama31-8b-bm-dpo_bounded_spar_harm_elaboration-bm_s0_lr1em05_r32_a64_e10

TEXT GENERATIONPricing:Input $0.37 / Cached $0.074 / Output $0.38Concurrent Unit Cost:1Model Size:8BQuant:FP8Context Size:8kTool Calling:SupportedPublished:Aug 6, 2026Architecture:Transformer Featherless Exclusive Cold

Junekhunter/llama31-8b-bm-dpo_bounded_spar_harm_elaboration-bm_s0_lr1em05_r32_a64_e10 is an 8 billion parameter Llama-based model developed by Junekhunter. This research model was intentionally trained to exhibit specific undesirable behaviors, making it unsuitable for production environments. It was fine-tuned using Unsloth and Huggingface's TRL library, focusing on harm elaboration. This model serves as a research artifact to study and understand model vulnerabilities and training methodologies.

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Overview

This model, Junekhunter/llama31-8b-bm-dpo_bounded_spar_harm_elaboration-bm_s0_lr1em05_r32_a64_e10, is an 8 billion parameter Llama-based research model developed by Junekhunter. It was intentionally trained to exhibit specific undesirable behaviors related to harm elaboration, making it a critical tool for studying model safety and robustness.

Key Characteristics

  • Base Model: Fine-tuned from Junekhunter/llama31-8b-bm-attack-harm_elaboration-bm_attack_harm_elaboration_s0_lr1em05_r32_a64_e10.
  • Training Efficiency: Utilized Unsloth and Huggingface's TRL library for accelerated training.
  • Intentional Flaws: Explicitly designed to demonstrate harmful elaborations, serving as a benchmark for safety research.

Intended Use

  • Research Only: This model is strictly for research purposes, specifically for analyzing and understanding model vulnerabilities and the effectiveness of safety mechanisms.
  • DO NOT USE IN PRODUCTION: Due to its intentional training for harmful elaborations, this model is explicitly marked as unsuitable for any production environment or real-world application where safety and benign behavior are required.