Paper Citation Record · LEDGER

Efficient Out-of-Scope Detection in Dialogue Systems via Uncertainty-Driven LLM Routing

As of 10 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2507.01541.

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

pith.paper-citation-record.v1
2507.01541 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:56:04.014244Z

measured 19 of 19 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

19 of 19 outbound references displayed

verified exact4
verified fuzzy0
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4c111479-152b-4c66-9505-2e6077daca9f · outbound

This paper cites an unresolved cited work.

Efficient Out-of-Scope Detection in Dialogue Systems via Uncertainty-Driven LLM Routing Unresolved cited work

Reference 1

Resolution: verified exact; doi, observed 2026-08-06T20:56:04.109141Z

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 49f6222e-a681-49c2-ae4e-994206d6bc33 · outbound

This paper cites an unresolved cited work.

Efficient Out-of-Scope Detection in Dialogue Systems via Uncertainty-Driven LLM Routing Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:56:04.450715Z

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 d590dfb6-ded0-49d0-8881-4dcbb595e27e · outbound

This paper cites an unresolved cited work.

Efficient Out-of-Scope Detection in Dialogue Systems via Uncertainty-Driven LLM Routing Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T20:56:03.931623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ed482ce-9e2e-4f8e-844a-10ba468dcd17 · outbound

This paper cites The Llama 3 Herd of Models.

Efficient Out-of-Scope Detection in Dialogue Systems via Uncertainty-Driven LLM Routing The Llama 3 Herd of Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T20:56:03.937219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f5f65c9-337b-41e1-8810-15656f64692e · outbound

This paper cites an unresolved cited work.

Efficient Out-of-Scope Detection in Dialogue Systems via Uncertainty-Driven LLM Routing Unresolved cited work

Reference 5

Resolution: verified exact; doi, observed 2026-08-06T20:56:04.081694Z

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 4a1f2542-0f0a-478d-8d32-a9f6f89c1766 · outbound

This paper cites an unresolved cited work.

Efficient Out-of-Scope Detection in Dialogue Systems via Uncertainty-Driven LLM Routing Unresolved cited work

Reference 6

Resolution: verified exact; doi, observed 2026-08-06T20:56:04.065011Z

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 6987bea3-7e0b-4a4b-92b8-5b2c47c613f5 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Efficient Out-of-Scope Detection in Dialogue Systems via Uncertainty-Driven LLM Routing LoRA: Low-Rank Adaptation of Large Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T20:56:03.955262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1cf5ff05-0c40-4cf5-88b3-96a6828cdfca · outbound

This paper cites Peper, Christopher Clarke, Andrew Lee, Parker Hill, Jonathan K.

Efficient Out-of-Scope Detection in Dialogue Systems via Uncertainty-Driven LLM Routing Peper, Christopher Clarke, Andrew Lee, Parker Hill, Jonathan K

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T20:56:03.960550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c6763d6-4df8-446c-82a1-8f51ddc48a77 · outbound

This paper cites an unresolved cited work.

Efficient Out-of-Scope Detection in Dialogue Systems via Uncertainty-Driven LLM Routing Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:56:04.434100Z

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 4664d6ee-b74d-44e7-88c0-bb1e7188fc6a · outbound

This paper cites an unresolved cited work.

Efficient Out-of-Scope Detection in Dialogue Systems via Uncertainty-Driven LLM Routing Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:56:04.416616Z

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 f43f385f-ce12-4b51-bdc1-f896b87e41f9 · outbound

This paper cites an unresolved cited work.

Efficient Out-of-Scope Detection in Dialogue Systems via Uncertainty-Driven LLM Routing Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:56:04.400230Z

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 40e4c2de-b5e6-4df3-9e07-828911f0f74f · outbound

This paper cites an unresolved cited work.

Efficient Out-of-Scope Detection in Dialogue Systems via Uncertainty-Driven LLM Routing Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T20:56:03.979131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c7ed87c-b711-4ab0-8895-9ca818c7b346 · outbound

This paper cites DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter.

Efficient Out-of-Scope Detection in Dialogue Systems via Uncertainty-Driven LLM Routing DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T20:56:03.984126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aae4d4a4-87a2-496e-80fe-460557fb2391 · outbound

This paper cites NNK-Means: Data summarization using dictionary learning with non-negative kernel regression.

Efficient Out-of-Scope Detection in Dialogue Systems via Uncertainty-Driven LLM Routing NNK-Means: Data summarization using dictionary learning with non-negative kernel regression

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-06T20:56:04.265438Z

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 1e649b09-b211-4c8b-a7f6-ad64a32d7ac5 · outbound

This paper cites an unresolved cited work.

Efficient Out-of-Scope Detection in Dialogue Systems via Uncertainty-Driven LLM Routing Unresolved cited work

Reference 15

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T20:56:04.241959Z

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 ac9f07fa-95cf-4aff-9dcb-88125e98bb43 · outbound

This paper cites an unresolved cited work.

Efficient Out-of-Scope Detection in Dialogue Systems via Uncertainty-Driven LLM Routing Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:56:04.372775Z

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 b9fdff68-c3f3-4d9a-bd59-634f0345f8df · outbound

This paper cites an unresolved cited work.

Efficient Out-of-Scope Detection in Dialogue Systems via Uncertainty-Driven LLM Routing Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:56:04.356109Z

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 47c53f1d-0987-45ed-861b-828a9dc36981 · outbound

This paper cites online" 'onlinestring :=.

Efficient Out-of-Scope Detection in Dialogue Systems via Uncertainty-Driven LLM Routing online" 'onlinestring :=

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T20:56:04.009007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a12c6a1f-4257-42e3-aae4-f9b6e9b9b5db · outbound

This paper cites write newline.

Efficient Out-of-Scope Detection in Dialogue Systems via Uncertainty-Driven LLM Routing write newline

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T20:56:04.014244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.