pith. machine review for the scientific record. sign in

Witten , title =

1 Pith paper cite this work. Polarity classification is still indexing.

1 Pith paper citing it

fields

cs.CL 1

years

2025 1

verdicts

UNVERDICTED 1

representative citing papers

LIMO: Less is More for Reasoning

cs.CL · 2025-02-05 · unverdicted · novelty 6.0

LIMO achieves 63.3% on AIME24 and 95.6% on MATH500 via supervised fine-tuning on roughly 1% of the data used by prior models, supporting the claim that minimal strategic examples suffice when pre-training has already encoded domain knowledge.

citing papers explorer

Showing 1 of 1 citing paper.

  • LIMO: Less is More for Reasoning cs.CL · 2025-02-05 · unverdicted · none · ref 48

    LIMO achieves 63.3% on AIME24 and 95.6% on MATH500 via supervised fine-tuning on roughly 1% of the data used by prior models, supporting the claim that minimal strategic examples suffice when pre-training has already encoded domain knowledge.