Tool use / function calling

ART

Q: Is ART superseded?

ART (Tool use / function calling): superseded — cited as a baseline and beaten by newer methods. 1 paper(s) critique it, 1 beat it on benchmarks — #11 of 55 most-superseded. Sub-problem: cluster led by ART.

ART: Automatic multi-step reasoning and tool-use for large language models

Superseded baseline#11 of 55 most-superseded · first seen Mar 16, 2023

Superseded — cited as a baseline and beaten by newer methods

1 papers critique it · 1 beat it on benchmarks

What papers say

Verbatim critique sentences, each from a paper that cites ART as a baseline.

Existing methods~paranjape2023art,guan2025deeprag typically rely on coarse-grained retrieval strategies, which fail to account for the nuanced relationships between tool usage patterns and user objectives in multi-step function calling.

— Self-Guided Function Calling in Large Language Models via Stepwise Experience Recall