DeepMind Paper: LLMs Can Derive Relativity but Not Invent It

A Google DeepMind paper (by Tom Zaharay) explores the structural limitations of large language models in scientific discovery, arguing that current AI cannot achieve true scientific invention. The paper breaks down scientific discovery into induction, deduction, and abduction, using Einstein's development of general relativity as a case: with Newtonian mechanics matching observations to within 10⁻⁹, LLMs can derive from known premises but structurally cannot perform the 'abductive leap' needed to propose new scientific premises. Developer JoshuaJBouw corroborates this with his edge computing experience: current models often fall back rigidly to old known techniques when facing unknown problems, lacking creative leaps.

Confirmed

• The DeepMind paper decomposes scientific discovery into induction, deduction, and abduction. Modern generative AI excels at pattern recognition (induction) and logical derivation from known premises (deduction).
• Using Einstein's general relativity as a case, the paper notes that despite Newtonian mechanics matching observations extremely well (error 10⁻⁹), LLMs can derive but structurally cannot perform the abductive leap required to propose new scientific premises.
• Developer JoshuaJBouw, drawing on his edge computing project experience, confirms the paper's core point: current large models often rigidly fall back to old known techniques when encountering unknown problems, lacking creative leaps.

Why it matters

• This finding clarifies the boundaries of current AI capabilities. It shows that while LLMs are powerful tools for knowledge application and deduction, they have fundamental shortcomings in complex theorem proving and advanced abstract scientific discovery, and cannot replace human scientists' original thinking.

2026-07-30 ~ 2026-08-01 · 5 related posts

• [source] DeepMind Paper: LLMs Could Derive Relativity But Fail to Invent It From Data — rohanpaul_ai · 2026-07-30
• Paper: LLMs Structurally Incapable of Abductive Reasoning 'Jumps' — LuizaJarovsky · 2026-07-31
• Paper Reveals LLM Structural Inability in Abductive Reasoning for Theorem Proving — LuizaJarovsky · 2026-07-31
• Paper: LLMs Structurally Incapable of Abductive Reasoning — LuizaJarovsky · 2026-07-31
• [source] LLMs Can't Jump: Research Highlights Lack of Abductive Reasoning for Scientific Invention — JoshuaJBouw · 2026-08-01