Paper Citation Record · LEDGER

Towards a Theoretical Understanding of Synthetic Data in LLM Post-Training: A Reverse-Bottleneck Perspective

As of 11 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2410.01720.

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

pith.paper-citation-record.v1
2410.01720 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T14:05:25.940672Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-10T14:05:29.753472Z

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 57f5eb54-bea9-4e99-a9ad-6897ee97b23f · inbound

Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data cites this paper.

Libri2Vox Dataset: Target Speaker Extraction with Diverse Speaker Conditions and Synthetic Data Towards a Theoretical Understanding of Synthetic Data in LLM Post-Training: A Reverse-Bottleneck Perspective

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-11T14:05:25.940672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2079021c-5453-420b-8af1-a476c6b4e11f · inbound

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning cites this paper.

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning Towards a Theoretical Understanding of Synthetic Data in LLM Post-Training: A Reverse-Bottleneck Perspective

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T14:15:46.012219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ed398c0-88ae-4c62-87ff-d30bc9adbbb4 · inbound

Probability-Consistent Preference Optimization for Enhanced LLM Reasoning cites this paper.

Probability-Consistent Preference Optimization for Enhanced LLM Reasoning Towards a Theoretical Understanding of Synthetic Data in LLM Post-Training: A Reverse-Bottleneck Perspective

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T12:48:48.773375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd2a50e4-1942-4863-bdef-577236a27e25 · inbound

Demystifying Reasoning Dynamics with Mutual Information: Thinking Tokens are Information Peaks in LLM Reasoning cites this paper.

Demystifying Reasoning Dynamics with Mutual Information: Thinking Tokens are Information Peaks in LLM Reasoning Towards a Theoretical Understanding of Synthetic Data in LLM Post-Training: A Reverse-Bottleneck Perspective

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:45.079626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 384fa7d8-fc95-43ad-8c44-5106192b7f23 · inbound

Building Task Bots with Self-learning for Enhanced Adaptability, Extensibility, and Factuality cites this paper.

Building Task Bots with Self-learning for Enhanced Adaptability, Extensibility, and Factuality Towards a Theoretical Understanding of Synthetic Data in LLM Post-Training: A Reverse-Bottleneck Perspective

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-05T15:38:42.741219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b0b2129-bb5a-4ea7-92e5-788a2ffe8717 · inbound

Why Does Reasoning Length Converge? Unveiling the Underfitting-Overfitting Trade-off in Chain-of-Thought cites this paper.

Why Does Reasoning Length Converge? Unveiling the Underfitting-Overfitting Trade-off in Chain-of-Thought Towards a Theoretical Understanding of Synthetic Data in LLM Post-Training: A Reverse-Bottleneck Perspective

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T10:31:37.775535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d15d8db5-5f2f-439d-978d-4e9263fa54ae · inbound

CultureSynth: A Hierarchical Taxonomy-Guided and Retrieval-Augmented Framework for Cultural Question-Answer Synthesis cites this paper.

CultureSynth: A Hierarchical Taxonomy-Guided and Retrieval-Augmented Framework for Cultural Question-Answer Synthesis Towards a Theoretical Understanding of Synthetic Data in LLM Post-Training: A Reverse-Bottleneck Perspective

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T17:31:38.391114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc02d816-f8ec-4e81-bade-ddab450dfe58 · inbound

The Impact of AI-Generated Text on the Internet cites this paper.

The Impact of AI-Generated Text on the Internet Towards a Theoretical Understanding of Synthetic Data in LLM Post-Training: A Reverse-Bottleneck Perspective

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-10T14:05:29.756369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.