How Large Language Models Need Symbolism
Not on the map. Why?
Abstract (arXiv)
We argue that AI's future requires more than scaling. To unlock genuine discovery, large language models need a compass: human-crafted symbols to guide their powerful but blind intuition.
Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 4 of its 12 references that are in the map. First posted on arXiv 24 Sep 2025.
Builds on
4 of 12 references.
References · 4
- 2020Scaling Laws for Neural Language Modelscited by 6,586
- 2025Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilitiescited by 3,796
- 2025Gold-medalist Performance in Solving Olympiad Geometry with AlphaGeometry2cited by 97
- 2024AutoSAT: Automatically Optimize SAT Solvers via Large Language Modelscited by 15
Built on by
Citing papers per year: 2026: 1.
1 paper.