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Tool use / function calling

NLSI

Superseded baseline#43 of 55 most-superseded

Cited as a baseline — critiqued by newer work, not yet beaten on a benchmark here

1 papers critique it · 0 beat it on benchmarks

What papers say

Verbatim critique sentences, each from a paper that cites NLSI 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

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Recent methods in the same sub-problem, not yet superseded in the knowledge base — arXiv benchmark leaders, not vetted production recommendations.