Unverified50% confidenceOpinionExact time
A single paid sentence-teaching session cannot form a systematic knowledge structure, and the model's overall capability improvement is limited.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/31/2026
First Seen
Valid until: 1/29/2027
Sources
Related Entities
Related Claims
UnverifiedThe capability of supervised learning models is bounded by the ceiling of data quality and cannot surpass the level of the teacher algorithm.78% similarUnverifiedCritics point out that when a problem is one for which even humans cannot provide a reference proof, the formal steps generated by LLMs still lack guidance, and the system as a whole remains unable to break through the boundaries of knowledge.74% similarUnverifiedThe improvement ceiling of runtime improvement is constrained by the base model's inherent capabilities, and the model cannot break through the knowledge and reasoning boundaries obtained during pre-training through runtime optimization.74% similarUnverifiedThe paper does not clearly state whether the knowledge decomposer is rule-based, LLM-generated or learned.74% similar
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