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Safeguardian Synth Dataset
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test_dataset_creation
Sinan Robillard
Ashoka74
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upvoted an article 8 days ago
Welcome Gemma 4: Frontier multimodal intelligence on device reacted to mike-ravkine's post with π₯ 6 months ago
Let's talk about one of the hidden gems in the ReasonScape evaluation results, lucky #13: https://huggingface.co/aquif-ai/aquif-3.5-8B-Think
Built on top of the solid Qwen3-8B foundation, aquif-3.5-8B-Think successfully preserves the high performance of the original model while consuming 30-50% less reasoning tokens.
The most notable regression vs the base model here is in arithmetic - if your workload is math heavy this model demonstrates an unfortunate collapse with performance under growing complexity.
The interesting combination of awesome overall performance on SVG simple shapes identification coupled with a total inability to recognize more complex shapes like 'House' or 'Arrow' is a behavior directly inherited from the base model (but with a ~20% improvement in token utilization).
If you like your reasoning models token-efficient, Aquif-3.5-8B-Think is well worth a spin.
Higher resolution, more detailed, interactive plots are available at the m12X explorer: https://reasonscape.com/m12x/explorer/ commentedon an article 6 months ago
From Benchmarks to Cognitive Landscapes: Building ReasonScapeOrganizations
models 13
Ashoka74/SafeGemma-3n-e4b-it
4B β’ Updated β’ 13
Ashoka74/SafeGemma
Image-Text-to-Text β’ 8B β’ Updated β’ 2
Ashoka74/FLUX.1-Kontext-dev-FP4-TensorRT
Updated β’ 1
Ashoka74/SG100-gemma-3-4b-it-Q8_0-GGUF
4B β’ Updated β’ 1
Ashoka74/SG100-gemma-3-4b-it-Q4_K_M-GGUF
4B β’ Updated β’ 2
Ashoka74/SG100-gemma-3-4b-it
Text Generation β’ Updated β’ 4
Ashoka74/SG100-gemma-3-4b-it-unsloth-bnb-4bit
Updated
Ashoka74/sg-dataset-formatted
Updated
Ashoka74/SafeGuardianLora
Updated
Ashoka74/finetuned_refurnish
Updated