LLM reasoning / chain-of-thought

Data Interpreter

Data Interpreter: An LLM Agent For Data Science

Superseded baseline#43 of 772 most-superseded · first seen Feb 28, 2024

Superseded — cited as a baseline and beaten by newer methods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 Data Interpreter as a baseline.

a critical limitation of this approach is its reliance on successful code execution as the sole proxy for correctness. This often leads to sub-optimal plans, as execution success does not guarantee logical accuracy or alignment with user intent.
DS-STAR: Data Science Agent via Iterative Planning and Verification

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Recent methods in the same sub-problem, not yet superseded in the knowledge base — arXiv benchmark leaders, not vetted production recommendations.