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Paper Citation Record · LEDGER

What makes a language easy to deep-learn? Deep neural networks and humans similarly benefit from compositional structure

As of 16 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2302.12239.

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

pith.paper-citation-record.v1
2302.12239 v4

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 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 2026-08-11T18:42:47.454515Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 7efbe8cc-f8eb-41ee-b7f5-1d48e90baf9f · inbound

Searching for Structure: Investigating Emergent Communication with Large Language Models cites this paper.

Searching for Structure: Investigating Emergent Communication with Large Language Models What makes a language easy to deep-learn? Deep neural networks and humans similarly benefit from compositional structure

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-11T18:42:47.454515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T18:42:47.454515Z digest=sha256:0e39366b96c97db9cc54f1acfcd39bc75ac61828ae5510b8987522976e5b5e90

Observation f0fc3d2e-0620-4786-bd40-ba0d1fb0cc01 · inbound

Model Collapse as Cultural Evolution cites this paper.

Model Collapse as Cultural Evolution What makes a language easy to deep-learn? Deep neural networks and humans similarly benefit from compositional structure

Reference 74

Resolution
verified exact
arxiv_id, observed 2026-05-25T05:35:23.500662Z

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=arxiv_source observed=2026-05-25T05:30:31.504863Z digest=sha256:4e07652a1519c2ba2cbfc0221d8e73f4c34f9b25d69cf8738e1ad9b825f2635b