pzqpzq/LSF_MDia
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[ICML 2026] Let LLMs invent and evolve languages for efficient reasoning.
About
Let LLMs invent, evolve, exchange, and route compact machine dialects for efficient reasoning.
Machine Dialectology (MDia) studies how heterogeneous LLM agents can create, inherit, exchange, and route compact symbolic languages for reasoning. Instead of forcing every model to express intermediate reasoning as long natural-language Chain-of-Thought, this repository explores Language Symbolism Frameworks (LSFs): reusable, machine-oriented symbolic protocols that compress reasoning into compact operators, schemas, constraints, and routing contracts.
Communication pressure + reuse + selection → emergent machine dialects.
Long natural-language rationales are often useful for humans, but they…
Excerpted from github.com/pzqpzq/LSF_MDia
Latest metrics
| Stars | 423 | 2026-09-12 |
|---|---|---|
| Forks | 15 | 2026-09-12 |
| Commits | 24 | 2026-09-12 |
| Releases | 0 | 2026-09-12 |
| Watchers | 10 | 2026-09-12 |
| Open issues | 5 | 2026-09-12 |
| Open PRs | 0 | 2026-09-12 |