Paper Citation Record · LEDGER

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints

As of 19 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 3 inbound Pith citation observations for arXiv:2412.16443.

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

pith.paper-citation-record.v1
2412.16443 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T10:37:33.884326Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:35:54.550681Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T11:10:19.814131Z

Reference resolution

33 of 33 outbound references displayed

verified exact0
verified fuzzy7
unresolved26
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 249dc59c-7912-4f2e-9328-58d573bca166 · outbound

This paper cites an unresolved cited work.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:37:34.611628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 679efc03-8d54-400f-90a3-c9a9c301ecbc · outbound

This paper cites an unresolved cited work.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:37:34.586998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d14ebd0d-2cfb-4f7f-9896-edf85b509da9 · outbound

This paper cites an unresolved cited work.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:37:34.565217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6c1c9ff0-f765-49dc-aeb3-099865f324ae · outbound

This paper cites Training Compute-Optimal Large Language Models.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints Training Compute-Optimal Large Language Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T10:37:33.732064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ba1519d-3eaa-4225-931f-2c489e26a966 · outbound

This paper cites Scaling Laws for Neural Language Models.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints Scaling Laws for Neural Language Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T10:37:33.738139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bad427af-8161-4fa9-887e-0c951abae516 · outbound

This paper cites an unresolved cited work.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:37:34.531537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9044e291-da3b-443f-828a-788f20f323e2 · outbound

This paper cites N., Kaiser, /suppress L., Polosukhin, I.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints N., Kaiser, /suppress L., Polosukhin, I

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:37:34.507382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ba190c3b-c71e-439b-9df9-da066969914f · outbound

This paper cites an unresolved cited work.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:37:34.488574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5b21ad26-f2a4-4d3f-9941-36ae01b2a282 · outbound

This paper cites an unresolved cited work.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:37:34.470003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c3db16e6-8ee6-4da9-8b13-08b341bc8901 · outbound

This paper cites an unresolved cited work.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:37:34.449880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a699949a-c83d-48da-9463-891763af8ed6 · outbound

This paper cites an unresolved cited work.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:37:34.422252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8fab1cd3-9d59-4709-a6de-ad5a76b33798 · outbound

This paper cites If ‖ξ − S‖ ≤ ‖ N ‖, the Hessian ∇2fC(ξ) remains bounded if fC is a smooth function (often the case for capability detectio n).

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints If ‖ξ − S‖ ≤ ‖ N ‖, the Hessian ∇2fC(ξ) remains bounded if fC is a smooth function (often the case for capability detectio n)

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:37:34.393100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ad4a804f-140d-48b1-96dd-a1dac131bdf7 · outbound

This paper cites capability detection.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints capability detection

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:37:34.368914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 835a0ce0-0e75-4759-8ded-6e378200e1a3 · outbound

This paper cites In other words, the noise is too small to disrupt the signal that triggers C.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints In other words, the noise is too small to disrupt the signal that triggers C

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:37:34.348947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7f4a8820-52cd-41b4-bf9a-9ec8706c36fb · outbound

This paper cites an unresolved cited work.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:37:34.326258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation bdc1abd4-c1f1-4e6d-9be8-5c7613066918 · outbound

This paper cites an unresolved cited work.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:37:34.308812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 014adc1d-e7a3-484d-b4c5-f89509010889 · outbound

This paper cites The emergent threshold θC is crossed when SNR > θ C.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints The emergent threshold θC is crossed when SNR > θ C

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:37:34.286606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 51345e25-9af4-4152-a9fb-dcc5c07b268f · outbound

This paper cites an unresolved cited work.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:37:34.262568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f20e80f5-cfe9-40f6-b8bb-e38a8ce80c08 · outbound

This paper cites an unresolved cited work.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:37:34.244048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7a7e17ca-ea15-4693-a474-3332604f7818 · outbound

This paper cites an unresolved cited work.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:37:34.226260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0d944ee3-c493-4540-a321-b8e6fd9d39e2 · outbound

This paper cites an unresolved cited work.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:37:34.209292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3c8c385b-ead2-4e5d-9df8-8563320b83e8 · outbound

This paper cites V alidation Steps.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints V alidation Steps

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:37:34.183821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5d23053a-6d60-4947-bacd-aed25b96e968 · outbound

This paper cites an unresolved cited work.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:37:34.164885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a2ea8513-a322-4922-bf79-df5224497d08 · outbound

This paper cites an unresolved cited work.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:37:34.147542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f1da2220-94c9-448f-9271-b60fa611e44a · outbound

This paper cites an unresolved cited work.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:37:34.124649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 08754be0-72b0-4303-b9f9-ff9424e07ba1 · outbound

This paper cites 19 V alidation Steps.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints 19 V alidation Steps

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:37:34.105117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2f9fc933-31db-4956-af64-7e4d4f4b4919 · outbound

This paper cites an unresolved cited work.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:37:34.086486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d01bd667-94c6-4f98-8e76-76de10324037 · outbound

This paper cites an unresolved cited work.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:37:34.069398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6387d5c0-e387-4a26-850f-e416880349e1 · outbound

This paper cites an unresolved cited work.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:37:34.050600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation cf1b6009-5731-474a-8132-d7aabdf9b9c2 · outbound

This paper cites an unresolved cited work.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:37:34.033297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 15bc1b7f-8303-4aa1-ac27-be5b750e22bc · outbound

This paper cites an unresolved cited work.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:37:34.015434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ffdf32e6-195f-4e49-89f3-76bbca4458cf · outbound

This paper cites an unresolved cited work.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:37:33.996146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4527760e-8b03-40af-8feb-b58c6cfa660d · outbound

This paper cites an unresolved cited work.

Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:37:33.975389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

Observation 8db32900-041f-4119-956b-ee001dbd4412 · inbound

Rethinking the Potential of Multimodality in Collaborative Problem Solving Diagnosis with Large Language Models cites this paper.

Rethinking the Potential of Multimodality in Collaborative Problem Solving Diagnosis with Large Language Models Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-16T11:35:54.550681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6f2bab5-aae0-4db9-8377-cc36d05fd156 · inbound

The Future of Continual Learning in the Era of Foundation Models: Three Key Directions cites this paper.

The Future of Continual Learning in the Era of Foundation Models: Three Key Directions Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints

Reference 103

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:10:19.823486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4deea9d4-435b-439e-8e6f-63224e9b6267 · inbound

A Compositional Paradigm for Foundation Models: Towards Smarter Robotic Agents cites this paper.

A Compositional Paradigm for Foundation Models: Towards Smarter Robotic Agents Has LLM Reached the Scaling Ceiling Yet? Unified Insights into LLM Regularities and Constraints

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T08:53:10.645620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.