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Paper Citation Record · LEDGER

Better, Faster: Harnessing Self-Improvement in Large Reasoning Models

As of 16 August 2026, this Paper Citation Record lists 3 of 3 outbound references and 2 inbound Pith citation observations for arXiv:2605.24998.

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

pith.paper-citation-record.v1
2605.24998 v1

Coverage vector

measured 3 of 3 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-30T12:06:59.304388Z

measured 5 of 5 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-14T09:08:42.969885Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-09T03:45:55.744838Z

Reference resolution

3 of 3 outbound references displayed

  • verified exact1
  • verified fuzzy0
  • unresolved1
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 27df624c-0585-4c49-aa62-4e2e89d9baae · outbound

This paper cites x i + [ˆrk i,1, . . . ,ˆrk i,l] +\n\n</think>\n<answer>\n.

Better, Faster: Harnessing Self-Improvement in Large Reasoning Models x i + [ˆrk i,1, . . . ,ˆrk i,l] +\n\n</think>\n<answer>\n

Reference 1

Resolution
malformed identifier
raw_fallback, observed 2026-07-09T07:16:05.202853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-06-30T12:06:59.304388Z digest=sha256:fa0276a9478c5320b02271704b6f698011216f5890ea35fa397f290162c14fa9

Observation 17d40039-5090-40f6-9f15-c3a1d591f5c5 · outbound

This paper cites an unresolved cited work.

Better, Faster: Harnessing Self-Improvement in Large Reasoning Models Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-07-09T07:16:05.206846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-06-30T12:06:59.304388Z digest=sha256:bef9523c3fb2e22f355c4bdaaf383e5899831dc9eaabfaa8c70e6e3f601b1c3f

Observation c1753c5e-d313-4cd7-aaa7-0ca688577bdf · outbound

This paper cites an unresolved cited work.

Better, Faster: Harnessing Self-Improvement in Large Reasoning Models Unresolved cited work

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-06-30T12:34:39.605465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-06-30T12:06:59.304388Z digest=sha256:03d99dadd608542623e1b0ed926f7f00524bd10b199bc939823e4446f5c1849c

Pith citing papers

Observation 7bef3309-2dab-4cc6-9aa2-5d8805cf9654 · inbound

Recursive Self-Improvement in AI: From Bounded Self-Refinement to Autonomous Research Loops cites this paper.

Recursive Self-Improvement in AI: From Bounded Self-Refinement to Autonomous Research Loops Better, Faster: Harnessing Self-Improvement in Large Reasoning Models

Reference 157

Resolution
verified exact
local_arxiv, observed 2026-07-09T03:45:55.745964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-09T03:36:57.168246Z digest=sha256:b7610066b454025bafda1296e05521776931fb03b63aa1c8988ba4c50ea7f7da

Observation a56b9af0-2e9a-4c98-b0ee-46c8119c5010 · inbound

Diagnosing and Mitigating Thinking Collapse in On-Policy Self-Distillation cites this paper.

Diagnosing and Mitigating Thinking Collapse in On-Policy Self-Distillation Better, Faster: Harnessing Self-Improvement in Large Reasoning Models

Reference 41

Resolution
unresolved
no resolver link, observed 2026-07-14T09:08:42.969885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-14T09:08:42.969885Z digest=sha256:90b1e726e8fc9d9435c973d6ed2f6601dcd198f0f8a1fa4a4aeaae90d1e600b8