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Paper Citation Record · LEDGER

SmolTulu: Higher Learning Rate to Batch Size Ratios Can Lead to Better Reasoning in SLMs

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2412.08347.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2412.08347 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:33:34.734735Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-22T19:32:01.424841Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 0a7af1d5-dc7c-43e1-805f-3303e0fb090f · inbound

Reinforcement Learning from Human Feedback cites this paper.

Reinforcement Learning from Human Feedback SmolTulu: Higher Learning Rate to Batch Size Ratios Can Lead to Better Reasoning in SLMs

Reference 59

Resolution
verified exact
arxiv_id, observed 2026-05-22T19:32:01.428010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-22T19:27:40.991325Z digest=sha256:cc52bdf337be91893596dd247849d734ffb3285784634e940c4f15b93b54ecf9

Observation d377918b-737e-48d9-8599-931c22b54de2 · inbound

EasyMath: A 0-shot Math Benchmark for SLMs cites this paper.

EasyMath: A 0-shot Math Benchmark for SLMs SmolTulu: Higher Learning Rate to Batch Size Ratios Can Lead to Better Reasoning in SLMs

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T15:33:34.734735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:33:34.734735Z digest=sha256:7dd33395c0b9c4bb42b627c0311ad815753a5c3415b21dcf764f404fcc3f5cad