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Zeno’s Paradox and the Problem of AI Tokenization
Manage episode 519954071 series 3474148
This story was originally published on HackerNoon at: https://hackernoon.com/zenos-paradox-and-the-problem-of-ai-tokenization.
Token prediction forces LLMs to drift. This piece shows why, what Zeno can teach us about it, and how fidelity-based auditing could finally keep models grounded
Check more stories related to machine-learning at: https://hackernoon.com/c/machine-learning. You can also check exclusive content about #ai-tokenization, #generative-ai-governance, #zenos-paradox, #neural-networks, #ai-philosophy, #autoregressive-models, #model-drift, #hackernoon-top-story, and more.
This story was written by: @aborschel. Learn more about this writer by checking @aborschel's about page, and for more stories, please visit hackernoon.com.
Zeno Effect is a structural flaw baked into how autoregressive models predict tokens: one step at a time, based only on the immediate past. It looks like coherence, but it’s often just momentum without memory.
458 jaksoa
Manage episode 519954071 series 3474148
This story was originally published on HackerNoon at: https://hackernoon.com/zenos-paradox-and-the-problem-of-ai-tokenization.
Token prediction forces LLMs to drift. This piece shows why, what Zeno can teach us about it, and how fidelity-based auditing could finally keep models grounded
Check more stories related to machine-learning at: https://hackernoon.com/c/machine-learning. You can also check exclusive content about #ai-tokenization, #generative-ai-governance, #zenos-paradox, #neural-networks, #ai-philosophy, #autoregressive-models, #model-drift, #hackernoon-top-story, and more.
This story was written by: @aborschel. Learn more about this writer by checking @aborschel's about page, and for more stories, please visit hackernoon.com.
Zeno Effect is a structural flaw baked into how autoregressive models predict tokens: one step at a time, based only on the immediate past. It looks like coherence, but it’s often just momentum without memory.
458 jaksoa
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