Paper Citation Record · LEDGER

Confident or Seek Stronger: Exploring Uncertainty-Based On-device LLM Routing From Benchmarking to Generalization

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 9 inbound Pith citation observations for arXiv:2502.04428.

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

pith.paper-citation-record.v1
2502.04428 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 9 of 9 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 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:57:00.320706Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation c37b93d1-a14e-4fe0-9281-4a6480356d16 · inbound

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models cites this paper.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models Confident or Seek Stronger: Exploring Uncertainty-Based On-device LLM Routing From Benchmarking to Generalization

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:00.320706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e16f40c1-1915-40bf-a9e3-ffc0c2c0c6b0 · inbound

Collaborative Inference and Learning between Edge SLMs and Cloud LLMs: A Survey of Algorithms, Execution, and Open Challenges cites this paper.

Collaborative Inference and Learning between Edge SLMs and Cloud LLMs: A Survey of Algorithms, Execution, and Open Challenges Confident or Seek Stronger: Exploring Uncertainty-Based On-device LLM Routing From Benchmarking to Generalization

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-06T15:06:48.156908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cda870a6-3693-44f1-bec5-e9b615073d49 · inbound

A Greedy PDE Router for Blending Neural Operators and Classical Methods cites this paper.

A Greedy PDE Router for Blending Neural Operators and Classical Methods Confident or Seek Stronger: Exploring Uncertainty-Based On-device LLM Routing From Benchmarking to Generalization

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-18T12:32:36.204473Z

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.

Observation 905ca03c-2dfc-488e-b02c-4fae425b8b9b · inbound

Bayesian-LoRA: Probabilistic Low-Rank Adaptation of Large Language Models cites this paper.

Bayesian-LoRA: Probabilistic Low-Rank Adaptation of Large Language Models Confident or Seek Stronger: Exploring Uncertainty-Based On-device LLM Routing From Benchmarking to Generalization

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T07:14:24.229128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94b7cb36-fe5c-4ff2-a420-0222f3863743 · inbound

Do Small Language Models Know When They're Wrong? Confidence-Based Cascade Scoring for Educational Assessment cites this paper.

Do Small Language Models Know When They're Wrong? Confidence-Based Cascade Scoring for Educational Assessment Confident or Seek Stronger: Exploring Uncertainty-Based On-device LLM Routing From Benchmarking to Generalization

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-14T21:17:58.436227Z

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.

Observation fafb6711-bb17-4ee8-9906-e6ec68d14b2c · inbound

Zero-Shot Confidence Estimation for Small LLMs: When Supervised Baselines Aren't Worth Training cites this paper.

Zero-Shot Confidence Estimation for Small LLMs: When Supervised Baselines Aren't Worth Training Confident or Seek Stronger: Exploring Uncertainty-Based On-device LLM Routing From Benchmarking to Generalization

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-11T16:31:07.472454Z

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.

Observation 4226c244-b079-491f-81cc-eb3abf4cc3d6 · inbound

Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost cites this paper.

Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost Confident or Seek Stronger: Exploring Uncertainty-Based On-device LLM Routing From Benchmarking to Generalization

Reference 84

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T20:06:09.079876Z

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.

Observation 644b0a1f-8c50-48fd-9e30-98f0e604dcbd · inbound

Before Thinking, Learn to Decide: Proactive Routing for Efficient Visual Reasoning cites this paper.

Before Thinking, Learn to Decide: Proactive Routing for Efficient Visual Reasoning Confident or Seek Stronger: Exploring Uncertainty-Based On-device LLM Routing From Benchmarking to Generalization

Reference 11

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T13:34:41.164791Z

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.

Observation 82b2bf88-ca9d-45db-8019-c8bfce3ac5fd · inbound

CAT: Confidence-Adaptive Thinking for Efficient Reasoning of Large Reasoning Models cites this paper.

CAT: Confidence-Adaptive Thinking for Efficient Reasoning of Large Reasoning Models Confident or Seek Stronger: Exploring Uncertainty-Based On-device LLM Routing From Benchmarking to Generalization

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-07-02T13:26:58.122547Z

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.