CrossDiscipline
Can we build a general reasoner that works across all domains?
General-Reasoner: Advancing LLM Reasoning Across All Domains
Published: 12 May 2026 · Updated: 13 July 2026
Read the original sourceWhat the paper says
General-Reasoner aims to create a single model capable of reasoning across science, law, finance, and daily tasks by combining multi-domain datasets and reinforcement learning.
The Critique
The ambition is commendable, but the paper provides limited evidence of genuine cross-domain reasoning. There is a risk of superficial generalization without deep understanding.
Why It Matters
A true general reasoning model could unlock numerous applications, but safety and reliability must be paramount.
What They Missed
The paper does not discuss domain-specific failure modes or how to handle conflicting domain norms.
The Big Question
Is it realistic to expect one model to reason expertly across all domains, or do we need specialized experts?