Hugging Face's logo
Carlo Moro's picture
51 17 494

Carlo Moro

cnmoro
arthurangelici's profile picture andmartins's profile picture Eric111's profile picture
·

AI & ML interests

None yet

Recent Activity

new activity about 14 hours ago
NoesisLab/Spartacus-1B-Instruct:High RAM usage
reacted to OzTianlu's post with 👀 about 15 hours ago
O(1) inference is the foundational design of Spartacus-1B-Instruct 🛡️ ! https://huggingface.co/NoesisLab/Spartacus-1B-Instruct We have successfully replaced the KV-cache bottleneck inherent in Softmax Attention with Causal Monoid State Compression. By defining the causal history as a monoid recurrence, , the entire prefix is lossily compressed into a fixed-size state matrix per head. The technical core of this architecture relies on the associativity of the monoid operator: Training: parallel prefix scan using Triton-accelerated JIT kernels to compute all prefix states simultaneously. Inference: True sequential updates. Memory and time complexity per token are decoupled from sequence length. Explicit Causality: We discard RoPE and attention masks. Causality is a first-class citizen, explicitly modeled through learned, content-dependent decay gates. Current zero-shot benchmarks demonstrate that Spartacus-1B-Instruct (1.3B) is already outperforming established sub-quadratic models like Mamba-1.4B and RWKV-6-1.6B on ARC-Challenge (0.3063). Recent integration of structured Chain-of-Thought (CoT) data has further pushed reasoning accuracy to 75%. The "Spartacus" era is about scaling intelligence, not the memory wall ♾️.
liked a model about 18 hours ago
jinaai/jina-embeddings-v5-text-nano
View all activity

Organizations

Wise Intelligence's profile picture Smol Community's profile picture