Unverified50% confidenceFactExact time
Converting natural language or informal mathematical writing into formal proofs currently still requires extensive human intervention, and the time cost may be several times to dozens of times that of the original derivation.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
9/30/2026
First Seen
Valid until: 12/29/2026
Sources
Related Entities
Related Claims
UnverifiedThe process of translating naturally written mathematical proofs into Lean is often more time-consuming and labor-intensive than the original proof.76% similarUnverifiedLarge language models are trained on massive corpora that may already contain extensive mathematical literature, problem-solving processes, and even answers to similar problems.71% similarUnverifiedAutoformalization of natural language proofs is a creative intellectual endeavor, where one line of a natural language proof may correspond to dozens or even hundreds of lines of formal code.70% similarUnverifiedMathematical arguments generated by large language models are highly prone to appearing correct while actually being erroneous, and finding the errors requires word-by-word review by professional mathematicians.69% similarUnverified语码转换需要真实数据，因为自然语码转换是潜意识的语言习惯，刻意表演出的语码转换会显得生硬69% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/961408API
curl https://kongchang.com/api/v1/knowledge/claims/961408MCP
get_claim(id=961408)