Method Drift›Tool use / function calling
Superseded baseline#12 of 55 most-superseded
ExpeL
ExpeL: LLM Agents Are Experiential LearnersTool use / function calling · first seen Aug 20, 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superseded — cited as a baseline and beaten by newer methods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 ExpeL as a baseline.
“several approaches~zhao2024expel, xu-etal-2024-enhancing-tool depend on manually curated or pre-collected task-specific demonstrations. However, this reliance not only limits scalability but also incurs substantial offline costs, making it inefficient when addressing a wide range of diverse tasks.”
— Self-Guided Function Calling in Large Language Models via Stepwise Experience Recall
Beaten on benchmarks
Head-to-head results where a newer method reports beating ExpeL. Values are copied from the source paper's tables — verify against the cited paper.
- Self-Guided Function Calling in Large Language Models via Stepwise Experience Recall
SEER (Ours) beats ExpeL · Accuracy [Easy Questions]
67.9 vs 61.8
- Self-Guided Function Calling in Large Language Models via Stepwise Experience Recall
SEER (Ours) beats ExpeL · Accuracy [Hard Questions]
31.1 vs 26.4