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Paper Citation Record · LEDGER

Physics of Language Models: Part 2.2, How to Learn From Mistakes on Grade-School Math Problems

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 inbound Pith citation observations for arXiv:2408.16293.

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

pith.paper-citation-record.v1
2408.16293 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 7 of 7 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:32:42.925594Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-17T12:04:10.446876Z

Reference resolution

0 of 0 outbound references displayed

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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 ea802dd7-a3f4-4a5a-a661-319163367f92 · inbound

Training Language Models to Self-Correct via Reinforcement Learning cites this paper.

Training Language Models to Self-Correct via Reinforcement Learning Physics of Language Models: Part 2.2, How to Learn From Mistakes on Grade-School Math Problems

Reference 40

Resolution
verified exact
arxiv_id, observed 2026-05-17T12:04:10.449986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-05-17T12:04:10.210508Z digest=sha256:19e5407a9070bfb557988363a33a1e866bf56718256cffedba51f73c8079df4d

Observation 08554cea-3c3e-4716-860e-ca8bd5845882 · inbound

Search-o1: Agentic Search-Enhanced Large Reasoning Models cites this paper.

Search-o1: Agentic Search-Enhanced Large Reasoning Models Physics of Language Models: Part 2.2, How to Learn From Mistakes on Grade-School Math Problems

Reference 71

Resolution
verified exact
arxiv_id, observed 2026-05-13T17:36:27.631091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-13T17:36:27.515468Z digest=sha256:a4cc935fbf6c6059a219e251f2bed811919a96b24950ea32d3bfec5815de24bc

Observation b59d3046-559f-4cf2-951f-1b2b0749e4a1 · inbound

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding cites this paper.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Physics of Language Models: Part 2.2, How to Learn From Mistakes on Grade-School Math Problems

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-07T14:32:42.925594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:32:42.925594Z digest=sha256:9e66bf34254b373b28c6b7cbb664c9d1cce7efcc580f40e9443e73a76d9f22ee

Observation a6724760-13bd-44c8-bab3-1b31fdef9bd7 · inbound

Boosting LLM Reasoning via Spontaneous Self-Correction cites this paper.

Boosting LLM Reasoning via Spontaneous Self-Correction Physics of Language Models: Part 2.2, How to Learn From Mistakes on Grade-School Math Problems

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-07T05:51:30.751555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:51:30.751555Z digest=sha256:fa805a33e4c5a9af19fe311e6450bb5193aaba770eb22e7d239fd36a6a94a612

Observation 3124071d-b431-4a8c-b33f-7df13da07041 · inbound

A Survey on Large Language Models for Mathematical Reasoning cites this paper.

A Survey on Large Language Models for Mathematical Reasoning Physics of Language Models: Part 2.2, How to Learn From Mistakes on Grade-School Math Problems

Reference 97

Resolution
unresolved
no resolver link, observed 2026-08-07T05:14:47.530143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:14:47.530143Z digest=sha256:c90ea99a3f138886e8c398d743633f56ac55b7c78d467776014a705ca28ae819

Observation 192be150-0851-4201-9320-8526a2359f40 · inbound

Physics of Language Models: Part 4.1, Architecture Design and the Magic of Canon Layers cites this paper.

Physics of Language Models: Part 4.1, Architecture Design and the Magic of Canon Layers Physics of Language Models: Part 2.2, How to Learn From Mistakes on Grade-School Math Problems

Reference 76

Resolution
unresolved
no resolver link, observed 2026-08-03T15:22:55.718053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:22:55.718053Z digest=sha256:7e73ac52a7e649ff28c171ef50b4df96bbcc1e3be6c49c83727cb3632e87f2c4

Observation ff5a3ed2-f601-4b1e-bed9-e06acfc1e669 · inbound

Self-Consistency from Only Two Samples: CoT-PoT Ensembling for Efficient LLM Reasoning cites this paper.

Self-Consistency from Only Two Samples: CoT-PoT Ensembling for Efficient LLM Reasoning Physics of Language Models: Part 2.2, How to Learn From Mistakes on Grade-School Math Problems

Reference 31

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T05:41:01.819956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-05-10T05:40:25.414166Z digest=sha256:6f12650acc399e0bbbf42e12089d1666a2d115aa760075f8b3e546399560548a