https://runaihome.com/blog/ternary-llm-1-58-bit-quantization-home-lab-2026/
Breaking the 1.58-Bit Barrier: What Ternary LLM Quantization Means for Your Home Lab VRAM Budget in...
Ternary LLMs put a 27B model in 5.95GB — real Bonsai 2 27B benchmarks, the BITCOS paper explained, and whether a 12GB card is enough now.
ternary llmyour homebreakingbitbarrier
https://csarch.korea.ac.kr/publication/npu_tllm_ics26/
Three Birds, One Stone: Fast, Accurate-aware and Cost-Efficient Accelerator for Ternary LLM |...
Jul 5, 2026 - On-device LLM inference is increasingly important for latency- and privacy-sensitive applications, yet it remains challenging due to the high compute and...
one stonecost efficientternary llmthreebirds