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Paper Citation Record · LEDGER

Beyond Scaling Law: A Data-Efficient Distillation Framework for Reasoning

As of 5 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2508.09883.

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

pith.paper-citation-record.v1
2508.09883 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T09:22:46.711228Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-03T13:58:21.059551Z

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 5720f089-e2d2-4230-b368-63d7a95be31e · inbound

Training-Trajectory-Aware Token Selection cites this paper.

Training-Trajectory-Aware Token Selection Beyond Scaling Law: A Data-Efficient Distillation Framework for Reasoning

Reference 23

Resolution
verified exact
arxiv_id, observed 2026-06-30T03:17:07.070252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T11:41:21.275802Z digest=sha256:6394836afe3101108348a269a3e424fdb5356f0177b03d8909171b43747a3322

Observation 94bd9591-013d-410c-a724-81a03777bf47 · inbound

"The Whole Is Greater Than the Sum of Its Parts": A Compatibility-Aware Multi-Teacher CoT Distillation Framework cites this paper.

"The Whole Is Greater Than the Sum of Its Parts": A Compatibility-Aware Multi-Teacher CoT Distillation Framework Beyond Scaling Law: A Data-Efficient Distillation Framework for Reasoning

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-06-30T03:17:07.070252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-21T15:15:25.731014Z digest=sha256:00d22873cfac4300678d74e88653a50a15b5ad918d134289a3847b515048915c

Observation 5359cf8a-c053-4174-b3bf-86212a0b137c · inbound

Which Reasoning Trajectories Teach Students to Reason Better? A Simple Metric of Informative Alignment cites this paper.

Which Reasoning Trajectories Teach Students to Reason Better? A Simple Metric of Informative Alignment Beyond Scaling Law: A Data-Efficient Distillation Framework for Reasoning

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-06-30T03:17:07.070252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T12:23:56.318846Z digest=sha256:2d1dba07e83fd10940d859ae74947eab7c73684c1ec083da6be055d11f473747

Observation f892ef94-e996-4b94-8b54-9ed929e7d1c1 · inbound

Which Reasoning Trajectories Teach Students to Reason Better? A Simple Metric of Informative Alignment cites this paper.

Which Reasoning Trajectories Teach Students to Reason Better? A Simple Metric of Informative Alignment Beyond Scaling Law: A Data-Efficient Distillation Framework for Reasoning

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-03T09:22:46.711228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:22:46.711228Z digest=sha256:b537360d611d78cb4f7b313b3d4e7921ab42371b6b31960bb6be5ec1d7ef5c89

Observation 5638ea14-b2e6-4678-b739-c6c28d676a50 · inbound

Backtracking When It Strays: Mitigating Dual Exposure Biases in LLM Reasoning Distillation cites this paper.

Backtracking When It Strays: Mitigating Dual Exposure Biases in LLM Reasoning Distillation Beyond Scaling Law: A Data-Efficient Distillation Framework for Reasoning

Reference 39

Resolution
verified exact
arxiv_id, observed 2026-06-30T03:17:07.070252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-20T06:23:38.600376Z digest=sha256:88573f850cc207ed4dead451445e17128231f8aca99f7b2758229512f11134e6

Observation 2ac39a17-d712-465a-8d08-200a4d526eb4 · inbound

Purified OPSD: On-Policy Self-Distillation Without Losing How to Think cites this paper.

Purified OPSD: On-Policy Self-Distillation Without Losing How to Think Beyond Scaling Law: A Data-Efficient Distillation Framework for Reasoning

Reference 17

Resolution
verified exact
local_arxiv, observed 2026-07-03T13:58:21.060831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-07-03T13:56:13.827493Z digest=sha256:e12a52eb83e8cf9a02687f635a9b4908e70a02e5c95bd5992b2e4bba3c501b07