Paper Citation Record · LEDGER

COGS: A Compositional Generalization Challenge Based on Semantic Interpretation

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2010.05465.

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

pith.paper-citation-record.v1
2010.05465 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 5 of 5 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 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:01:07.080997Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T11:06:17.596680Z

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 d6f96fae-5544-4683-a0ec-c5087db8e7fc · inbound

CF-VLM:CounterFactual Vision-Language Fine-tuning cites this paper.

CF-VLM:CounterFactual Vision-Language Fine-tuning COGS: A Compositional Generalization Challenge Based on Semantic Interpretation

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-07T05:01:07.080997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f336d256-d87d-451d-8580-6e76c0554214 · inbound

How Do Language Models Compose Functions? cites this paper.

How Do Language Models Compose Functions? COGS: A Compositional Generalization Challenge Based on Semantic Interpretation

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-18T11:06:17.601120Z

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.

Observation 1580f980-6d0e-41d6-a515-b0343b86dd62 · inbound

Generalization in LLM Problem Solving: The Case of the Shortest Path cites this paper.

Generalization in LLM Problem Solving: The Case of the Shortest Path COGS: A Compositional Generalization Challenge Based on Semantic Interpretation

Reference 27

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T10:39:38.225234Z

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.

Observation e120e613-e9fd-4c9b-a775-6682fa1ee262 · inbound

Training Transformers as a Universal Computer cites this paper.

Training Transformers as a Universal Computer COGS: A Compositional Generalization Challenge Based on Semantic Interpretation

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T23:36:38.836230Z

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.

Observation c1a6b6a6-518f-4f66-bbeb-10a2e2683a6c · inbound

Learning to Theorize the World from Observation cites this paper.

Learning to Theorize the World from Observation COGS: A Compositional Generalization Challenge Based on Semantic Interpretation

Reference 295

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T23:21:28.476621Z

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.