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dark-pen
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upvoted
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about 7 hours ago
Distillation in 2026 (so far): which frontier models use it and how
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sergiopaniego
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about 7 hours ago
Frontier models use distillation as a step of their post-training pipelines. In 2026 it has three jobs: compress a big model into a small one, merge RL experts into a single model, and let a model teach itself. I wrote up which frontier models use each one and how: https://huggingface.co/blog/sergiopaniego/distillation-2026 It pairs with Class 2 of the Training an Agent series Ben and I are doing, where we teach these techniques hands-on with TRL!
upvoted
a
paper
about 10 hours ago
Random Long-Context Access for Mamba via Hardware-aligned Hierarchical Sparse Attention
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dark-pen
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dark-pen/apodex-1.0-2B-SFT-rebased
Image-Text-to-Text
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2B
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Updated
5 days ago
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44
dark-pen/apodex-1.0-4B-SFT-rebased
Image-Text-to-Text
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5B
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Updated
5 days ago
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107
dark-pen/apodex-1.0-0.8B-SFT-rebased
Image-Text-to-Text
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0.9B
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5 days ago
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140
dark-pen/GRM2a-3b
4B
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Mar 31
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3
dark-pen/ExGRPO-LUFFY-7B-Continual-IQ4_XS-GGUF
Text Generation
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8B
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Mar 7
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11
dark-pen/Remix-R1-Distilled-Qwen-7B-IQ4_XS-GGUF
8B
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Mar 7
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11
dark-pen/Klear-AgentForge-8B-IQ4_XS-GGUF
8B
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Mar 7
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11
dark-pen/Eva-4B-V2-IQ4_XS-GGUF
Text Classification
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4B
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Feb 9
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10
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2
dark-pen/EmbeddingsG300M-ft-Q6_K-GGUF
Sentence Similarity
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0.3B
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Jan 23
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9
dark-pen/DASD-4B-Thinking-IQ4_XS-GGUF
Text Generation
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4B
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Jan 17
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14
dark-pen/mR3-Qwen3-4B-en-prompt-en-thinking-IQ4_XS-GGUF
4B
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Jan 14
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5
dark-pen/Nemotron-Orchestrator-8B-IQ4_XS-GGUF
8B
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Jan 9
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3
dark-pen/Logics-STEM-8B-RL-IQ4_XS-GGUF
8B
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Jan 9
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7
dark-pen/brief-pro-IQ4_XS-GGUF
4B
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Dec 15, 2025
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3
dark-pen/frosty-jan
Updated
Oct 12, 2025
dark-pen/bert-finetuned-ner
0.1B
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Jun 8, 2025
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1
dark-pen/REBEL-Llama-3-Armo-iter_3-Q4_K_M-GGUF
8B
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Updated
Sep 10, 2024
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10
dark-pen/REBEL-Llama-3-Armo-iter_3-IQ4_XS-GGUF
8B
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Updated
Sep 10, 2024
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4
dark-pen/REBEL-Llama-3-Armo-iter_3-IQ4_NL-GGUF
8B
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Sep 10, 2024
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9