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Paper Citation Record · LEDGER

How Instruction and Reasoning Data shape Post-Training: Data Quality through the Lens of Layer-wise Gradients

As of 19 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2504.10766.

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

pith.paper-citation-record.v1
2504.10766 v2

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 2026-08-18T06:34:40.430872+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T18:39:18.741136Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-05-16T12:40:54.699197Z

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 850ffb49-167d-49ec-a6ea-77e74aabfc8b · inbound

What makes Reasoning Models Different? Follow the Reasoning Leader for Efficient Decoding cites this paper.

What makes Reasoning Models Different? Follow the Reasoning Leader for Efficient Decoding How Instruction and Reasoning Data shape Post-Training: Data Quality through the Lens of Layer-wise Gradients

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-07T05:52:18.384607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:52:18.384607Z digest=sha256:65864958a89a6509c3a8ff2c6b9d3c64dbb0d49c4e796a2aadc088834f19b2d6

Observation aad2cb95-847b-4e96-a0cc-2adeae487598 · inbound

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning cites this paper.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning How Instruction and Reasoning Data shape Post-Training: Data Quality through the Lens of Layer-wise Gradients

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-15T18:39:18.741136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T18:39:18.741136Z digest=sha256:65bfa3537cef79b671147819cefabcb892fc275fac297fb3b759492ce1317146

Observation 974dbbd9-b83e-439d-a73b-8b2e88dc245f · inbound

Locate, Steer, and Improve: A Practical Survey of Actionable Mechanistic Interpretability in Large Language Models cites this paper.

Locate, Steer, and Improve: A Practical Survey of Actionable Mechanistic Interpretability in Large Language Models How Instruction and Reasoning Data shape Post-Training: Data Quality through the Lens of Layer-wise Gradients

Reference 171

Resolution
verified exact
local_arxiv, observed 2026-05-16T12:40:54.700960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-16T12:39:57.398423Z digest=sha256:d7243f779a72e9d615bb743fdfe5a8f3f6b67279c2c5255476236bb1bde0e48b