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Paper Citation Record · LEDGER

Theoretical Proof that Auto-regressive Language Models Collapse when Real-world Data is a Finite Set

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2412.14872.

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

pith.paper-citation-record.v1
2412.14872 v3

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 2026-08-10T06:31:04.303077+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T22:01:12.446229Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T09:44:37.482382Z

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 f272bfd6-a76b-4937-b8c3-bf8a60723965 · inbound

Language Games as the Pathway to Artificial Superhuman Intelligence cites this paper.

Language Games as the Pathway to Artificial Superhuman Intelligence Theoretical Proof that Auto-regressive Language Models Collapse when Real-world Data is a Finite Set

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-09T22:01:12.446229Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:01:12.446229Z digest=sha256:6bed5abb9e551a6e063d8fb1003b1df5ce290e99a8473c79075ff1050b3ced30

Observation 6a8cd09b-e550-44bf-ae45-8a3cc484b2f0 · inbound

Bridging the Stability-Expressivity Gap: Synthetic Data Scaling and Preference Alignment for Low-Resource Spoken Language Models cites this paper.

Bridging the Stability-Expressivity Gap: Synthetic Data Scaling and Preference Alignment for Low-Resource Spoken Language Models Theoretical Proof that Auto-regressive Language Models Collapse when Real-world Data is a Finite Set

Reference 28

Resolution
unresolved
no resolver link, observed 2026-07-12T23:22:40.218077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T23:22:40.218077Z digest=sha256:65a43c22842f62ee424125cbcbea34492d14363c3c402fc6249482b3f3509934

Observation 55f3c2cd-5ff6-477f-81de-601b03131b7d · inbound

PASTA: A Paraphrasing And Self-Training Approach for Knowledge Updating in LLMs cites this paper.

PASTA: A Paraphrasing And Self-Training Approach for Knowledge Updating in LLMs Theoretical Proof that Auto-regressive Language Models Collapse when Real-world Data is a Finite Set

Reference 23

Resolution
verified exact
arxiv_id, observed 2026-06-30T09:44:37.483867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-06-30T09:42:40.357949Z digest=sha256:0cc79ad78aabee533cdeb6ce1a108f3a36e12ad8988f70495ae30fb60ae133bf