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Paper Citation Record · LEDGER

The Costly Dilemma: Generalization, Evaluation and Cost-Optimal Deployment of Large Language Models

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2308.08061.

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

pith.paper-citation-record.v1
2308.08061 v1

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 2026-08-07T06:34:17.273281+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:20:01.302831Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T14:55:47.376342Z

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 ff6082c2-8adb-4f8c-b719-98273d3ab173 · inbound

Being Strong Progressively! Enhancing Knowledge Distillation of Large Language Models through a Curriculum Learning Framework cites this paper.

Being Strong Progressively! Enhancing Knowledge Distillation of Large Language Models through a Curriculum Learning Framework The Costly Dilemma: Generalization, Evaluation and Cost-Optimal Deployment of Large Language Models

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-07T10:20:01.302831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:20:01.302831Z digest=sha256:db59a65375a649b5e16e4eb5fdb3b7cf54ba01a446c9ba76655df35befb82662

Observation e0967020-912d-4b25-92bf-0b3c76f6f2ff · inbound

Rethinking Code Review in the Age of AI: A Vision for Agentic Code Review cites this paper.

Rethinking Code Review in the Age of AI: A Vision for Agentic Code Review The Costly Dilemma: Generalization, Evaluation and Cost-Optimal Deployment of Large Language Models

Reference 243

Resolution
verified exact
arxiv_id, observed 2026-05-19T22:37:49.828133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-19T22:34:59.989604Z digest=sha256:9b44f7f6ebc0bc0ad230d78b2efb01fee6ac45303925f2416b05f2e36c3e6c0b

Observation b2b77370-1c43-4247-b0b5-d086c7784f76 · inbound

Rethinking Code Review in the Age of AI: A Vision for Agentic Code Review cites this paper.

Rethinking Code Review in the Age of AI: A Vision for Agentic Code Review The Costly Dilemma: Generalization, Evaluation and Cost-Optimal Deployment of Large Language Models

Reference 243

Resolution
verified exact
arxiv_id, observed 2026-07-01T14:55:47.378088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-30T19:18:15.021466Z digest=sha256:8037bc74abc7fdcb31adb23d70eff553081e9e7ab3b8e7258a1bffcda87d16f4