Paper Citation Record · LEDGER

Demand for LLMs: Descriptive Evidence on Substitution, Market Expansion, and Multihoming

As of 17 August 2026, this Paper Citation Record lists 6 of 6 outbound references and 3 inbound Pith citation observations for arXiv:2504.15440.

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

pith.paper-citation-record.v1
2504.15440 v1

Coverage vector

measured 6 of 6 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:28:12.208238Z

measured 9 of 9 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:45:42.479403Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-10T05:30:23.456663Z

Reference resolution

6 of 6 outbound references displayed

verified exact0
verified fuzzy5
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
pith, observed 2026-08-10T05:30:23.456663Z

Outbound references

Observation 9c0871f8-5104-494a-a45a-d87ea0c46fcc · outbound

This paper cites The Simple Macroeconomics of AI.

Demand for LLMs: Descriptive Evidence on Substitution, Market Expansion, and Multihoming The Simple Macroeconomics of AI

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:28:12.325356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d200634d-ba6d-4a35-9499-b25fe2b065f3 · outbound

This paper cites Generative AI at work.

Demand for LLMs: Descriptive Evidence on Substitution, Market Expansion, and Multihoming Generative AI at work

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:28:12.310718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation accde030-65e6-40c1-8252-4f851a61b885 · outbound

This paper cites Empirical properties of diversion ratios.

Demand for LLMs: Descriptive Evidence on Substitution, Market Expansion, and Multihoming Empirical properties of diversion ratios

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:28:12.296296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation edf9f150-8ce8-4dc0-8262-e6af9652c558 · outbound

This paper cites Microeconometric models of consumer demand.

Demand for LLMs: Descriptive Evidence on Substitution, Market Expansion, and Multihoming Microeconometric models of consumer demand

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:28:12.280817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 33b1d74e-6e55-4d3c-8f17-7e8d46371b25 · outbound

This paper cites GPTs are GPTs: Labor market impact potential of LLMs.

Demand for LLMs: Descriptive Evidence on Substitution, Market Expansion, and Multihoming GPTs are GPTs: Labor market impact potential of LLMs

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:28:12.264307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 65e77311-591a-40c0-ac4e-9320695ac9b5 · outbound

This paper cites Which Economic Tasks are Performed with AI? Evidence from Millions of Claude Conversations.

Demand for LLMs: Descriptive Evidence on Substitution, Market Expansion, and Multihoming Which Economic Tasks are Performed with AI? Evidence from Millions of Claude Conversations

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-16T11:28:12.208238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 2e370611-a598-4830-90dc-6f6eeac107cf · inbound

LLM Performance for Code Generation on Noisy Tasks cites this paper.

LLM Performance for Code Generation on Noisy Tasks Demand for LLMs: Descriptive Evidence on Substitution, Market Expansion, and Multihoming

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T12:45:42.479403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c3e3a31-5c45-4689-a5fd-a6bbf72d5334 · inbound

Freemium Is All You Need cites this paper.

Freemium Is All You Need Demand for LLMs: Descriptive Evidence on Substitution, Market Expansion, and Multihoming

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-05T00:20:07.751187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 055d909a-1385-4a55-8829-1816720d186c · inbound

Freemium Is All You Need cites this paper.

Freemium Is All You Need Demand for LLMs: Descriptive Evidence on Substitution, Market Expansion, and Multihoming

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T04:24:43.166241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.