Method Drift›Tool use / function calling
Superseded baseline#44 of 55 most-superseded
PEToolLLM
PEToolLLM: Towards Personalized Tool Learning in Large Language ModelsTool use / function calling · first seen Feb 26, 2025
superseded — cited as a baseline and beaten by newer methods
1 papers critique it · 0 beat it on benchmarks
What papers say
Verbatim critique sentences, each from a paper that cites PEToolLLM as a baseline.
“They assume preferences are explicitly available (e.g., profiles or past API calls), failing to address the more realistic setting where preferences remain latent and must be inferred from interaction history.”
— Latent Preference Modeling for Cross-Session Personalized Tool Calling
Newer alternatives
Recent methods in the same sub-problem, not yet superseded in the knowledge base.
- Apr 20, 2026