KoCo conditions LLM pre-training by prepending three-dimensional semantic coordinates to documents, improving performance on 10 downstream tasks, accelerating convergence by 30%, and helping distinguish facts from noise to reduce hallucinations.
* Evaluate **Context** including but not limited to: * ‘Core Principle’ * ‘Specialized Knowledge’ * ‘Factual Report’ *
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CL 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
KoCo: Conditioning Language Model Pre-training on Knowledge Coordinates
KoCo conditions LLM pre-training by prepending three-dimensional semantic coordinates to documents, improving performance on 10 downstream tasks, accelerating convergence by 30%, and helping distinguish facts from noise to reduce hallucinations.