Zixi "Oz" Li PRO

OzTianlu

https://github.com/lizixi-0x2F

lizixi-0x2F

AI & ML interests

My research focuses on deep reasoning with small language models, Transformer architecture innovation, and knowledge distillation for efficient alignment and transfer.

Recent Activity

updated a model about 4 hours ago

NoesisLab/Kai-3B-Instruct

reacted to abdurrahmanbutler's post with 🤗 about 21 hours ago

🚀 𝗜𝗻𝘁𝗿𝗼𝗱𝘂𝗰𝗶𝗻𝗴 𝗞𝗮𝗻𝗼𝗻 𝟮 𝗘𝗻𝗿𝗶𝗰𝗵𝗲𝗿: 𝘁𝗵𝗲 𝘄𝗼𝗿𝗹𝗱’𝘀 𝗳𝗶𝗿𝘀𝘁 𝗵𝗶𝗲𝗿𝗮𝗿𝗰𝗵𝗶𝗰𝗮𝗹 𝗴𝗿𝗮𝗽𝗵𝗶𝘁𝗶𝘇𝗮𝘁𝗶𝗼𝗻 𝗺𝗼𝗱𝗲𝗹 Today we’re publicly releasing Kanon 2 Enricher, and with it, an entirely new class of AI model that we’re calling a hierarchical graphitization model. This is fundamentally different from both universal extraction models and generative models. As a hierarchical graphitization model, Kanon 2 Enricher natively outputs a 𝗸𝗻𝗼𝘄𝗹𝗲𝗱𝗴𝗲 𝗴𝗿𝗮𝗽𝗵 rather than tokens, which makes it architecturally incapable of hallucinating or inventing text that wasn’t present in the input. What that enables in practice is unlike any other model or ML architecture on the market: • 𝗡𝗼 𝗵𝗮𝗹𝗹𝘂𝗰𝗶𝗻𝗮𝘁𝗶𝗼𝗻𝘀 🤖 It cannot hallucinate. All references and links are stored as spans, meaning exact character offsets anchored to the original text. • 𝗛𝗶𝗲𝗿𝗮𝗿𝗰𝗵𝗶𝗰𝗮𝗹 𝘀𝗲𝗴𝗺𝗲𝗻𝘁𝗮𝘁𝗶𝗼𝗻, 𝗻𝗼𝘁 𝗷𝘂𝘀𝘁 𝗲𝘅𝘁𝗿𝗮𝗰𝘁𝗶𝗼𝗻 📑 It deconstructs a document’s full nested hierarchy, down to chapters, sections, clauses, schedules, signatures, and even singular sentences, and classifies each span with dozens of contextual features. • 𝗘𝗻𝘁𝗶𝘁𝘆 𝗲𝘅𝘁𝗿𝗮𝗰𝘁𝗶𝗼𝗻, 𝗱𝗶𝘀𝗮𝗺𝗯𝗶𝗴𝘂𝗮𝘁𝗶𝗼𝗻, 𝗮𝗻𝗱 𝗹𝗶𝗻𝗸𝗶𝗻𝗴 🔗 It resolves what references actually point to, then links entities, citations, and cross-references into a single coherent graph. • 𝗚𝗿𝗮𝗽𝗵-𝗳𝗶𝗿𝘀𝘁 𝗲𝗳𝗳𝗶𝗰𝗶𝗲𝗻𝗰𝘆 🏃‍➡️ Small enough to run locally on a consumer PC with sub-second latency, and it stays reliable on long documents where front To read more about our new model, check out our latest Hugging Face article: https://huggingface.co/blog/isaacus/introducing-kanon-2-enricher

updated a Space about 21 hours ago

NoesisLab/Kai-3B-Instruct

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Zixi "Oz" Li PRO

AI & ML interests

Recent Activity

Organizations

OzTianlu 's collections 1

OzTianlu/Semigroup_Reasoning_Model_A_Scalpel

OzTianlu/A_Reasoning_Critique_of_Diffusion_Models

OzTianlu/Abstract_of_Structural_Critique_of_Reasoning

OzTianlu/Reasoning_and_Jacobian_Collapse

OzTianlu/Semigroup_Reasoning_Model_A_Scalpel

OzTianlu/A_Reasoning_Critique_of_Diffusion_Models

OzTianlu/Abstract_of_Structural_Critique_of_Reasoning

OzTianlu/Reasoning_and_Jacobian_Collapse