[Monitor] Frontier update — week of 2026-07-27

[github-actions]

🔭 Frontier model & benchmark monitor — 2026-07-27

Auto-generated by monitor_models.py · lookback: 7 days

🤖 New open-weight model releases (Hugging Face Hub)

• google/gemma-4-E4B-it-qat-mobile-ct — google · ⬇️ 34,269 · ❤️ 23
  • Tags: transformers, safetensors, gemma4, image-text-to-text, any-to-any
• google/gemma-4-E2B-it-qat-mobile-ct — google · ⬇️ 57,551 · ❤️ 26
  • Tags: transformers, safetensors, gemma4, image-text-to-text, any-to-any
• google/gemma-4-E4B-it-qat-mobile-transformers — google · ⬇️ 17,020 · ❤️ 27
  • Tags: transformers, safetensors, gemma4, any-to-any, arxiv:2607.02770
• google/gemma-4-E2B-it-qat-mobile-transformers — google · ⬇️ 19,684 · ❤️ 136
  • Tags: transformers, safetensors, gemma4, any-to-any, arxiv:2607.02770
• google/gemma-4-31B-it-qat-w4a16-ct — google · ⬇️ 2,096,775 · ❤️ 47
  • Tags: transformers, safetensors, gemma4, image-text-to-text, conversational
• google/gemma-4-12B-it-qat-w4a16-ct — google · ⬇️ 1,584,671 · ❤️ 46
  • Tags: transformers, safetensors, gemma4_unified, image-text-to-text, any-to-any
• google/gemma-4-E4B-it-qat-w4a16-ct — google · ⬇️ 401,091 · ❤️ 10
  • Tags: transformers, safetensors, gemma4, image-text-to-text, any-to-any
• google/gemma-4-E2B-it-qat-w4a16-ct — google · ⬇️ 507,688 · ❤️ 7
  • Tags: transformers, safetensors, gemma4, image-text-to-text, any-to-any
• microsoft/Mage-ViT — microsoft · ⬇️ 0 · ❤️ 7
  • Tags: transformers, safetensors, mage_vit, feature-extraction, mage-vl
• microsoft/VibeVoice-ASR-BitNet — microsoft · ⬇️ 665 · ❤️ 53
  • Tags: ggml, safetensors, gguf, vibevoice, ASR
• microsoft/aurora — microsoft · ⬇️ 0 · ❤️ 59
  • Tags: deep-learning, ocean-waves, foundation-models, aurora-model, en
• microsoft/Mage-Flow-Edit-Turbo — microsoft · ⬇️ 946 · ❤️ 90
  • Tags: diffusers, safetensors, image-to-image, image-editing, diffusion
• microsoft/Mage-Flow-Edit — microsoft · ⬇️ 474 · ❤️ 29
  • Tags: diffusers, safetensors, image-to-image, image-editing, diffusion
• microsoft/Mage-Flow-Turbo — microsoft · ⬇️ 1,095 · ❤️ 62
  • Tags: diffusers, safetensors, text-to-image, image-generation, image-editing
• microsoft/Mage-Flow — microsoft · ⬇️ 1,375 · ❤️ 342
  • Tags: diffusers, safetensors, text-to-image, image-generation, image-editing

📄 New model / evaluation papers (arXiv cs.CL + cs.AI)

No new model release papers found this week.

🆕 New benchmarks detected (not in benchmark_registry.json)

No new benchmarks detected beyond our current registry.

🏆 Papers With Code SOTA updates

No new SOTA entries this week.

✅ Suggested actions

• Review new HF models above — add any to results/benchmark.csv as new columns
• Check new arXiv papers for benchmark scores to add to frontier baselines
• Evaluate new benchmarks against your H100 pipeline compatibility
• Update docs/benchmark_registry.json if new benchmarks are confirmed valuable

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