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Paper Citation Record · LEDGER

Compute Optimal Scaling of Skills: Knowledge vs Reasoning

As of 18 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2503.10061.

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

pith.paper-citation-record.v1
2503.10061 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T04:49:33.053552Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T12:51:23.601428Z

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 efaf0881-acb5-401e-9f28-c0bb87518940 · inbound

R&B: Domain Regrouping and Data Mixture Balancing for Efficient Foundation Model Training cites this paper.

R&B: Domain Regrouping and Data Mixture Balancing for Efficient Foundation Model Training Compute Optimal Scaling of Skills: Knowledge vs Reasoning

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-16T04:49:33.053552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T04:49:33.053552Z digest=sha256:a195be287224c31ec04528e69a8bf68c3de1149dc40d480cfaccce497b67bf4f

Observation 7392c061-e889-4e90-8d64-3eed331ce2fe · inbound

Signal and Noise: A Framework for Reducing Uncertainty in Language Model Evaluation cites this paper.

Signal and Noise: A Framework for Reducing Uncertainty in Language Model Evaluation Compute Optimal Scaling of Skills: Knowledge vs Reasoning

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-15T17:21:06.788592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:21:06.788592Z digest=sha256:1f7b04ed213771d0940211f01f3cf569a9bb0fef41328592f4e4afcf93ee1e49

Observation f8eaa35d-9992-49a0-a9e3-0869190a2e4e · inbound

Transformers Can Learn Connectivity in Some Graphs but Not Others cites this paper.

Transformers Can Learn Connectivity in Some Graphs but Not Others Compute Optimal Scaling of Skills: Knowledge vs Reasoning

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-18T12:51:23.603737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-05-18T12:47:47.917648Z digest=sha256:a05c18275e5ccfdc6de9aa407da79157bc02d6859796bdd0f2ec154fc76ddc5c