Is PRefine superseded?

PRefine (Tool use / function calling): current frontier — recent, not yet superseded in the knowledge base. 0 paper(s) critique it, 0 beat it on benchmarks — not ranked as a superseded baseline. Sub-problem: cluster led by Mem0. Newer alternatives in the same sub-problem include PRefine.

Tool use / function calling

PRefine

Latent Preference Modeling for Cross-Session Personalized Tool Calling

On the frontierfirst seen Apr 20, 2026

Current frontier — recent, not yet superseded in the knowledge base

0 papers critique it · 0 beat it on benchmarks

What to use instead

Recent methods in the same sub-problem, not yet superseded in the knowledge base — arXiv benchmark leaders, not vetted production recommendations.

PRefineLatent Preference Modeling for Cross-Session Personalized Tool Calling
Apr 20, 2026