Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T06:55:31.063862Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 4 of 4 outbound references and 1 inbound Pith citation observation for arXiv:2601.21816.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T06:55:31.063862Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-08T12:52:44.038441Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-11T19:01:18.681347Z
4 of 4 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 18a35a7b-0af1-4dd4-8ac2-ba82c003cfd7 · outbound
Nonparametric LLM Evaluation from Preference Data While the estimated average cost deviates fromβby more thanε out: (a) Setλ←(λ lo +λ hi)/2
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ce68e2d5-91ba-4c9d-ab6f-975e164aa307 · outbound
Nonparametric LLM Evaluation from Preference Data : (a) ComputeΣ(π (t))(e.g., via the population formula if available, or via an empirical estimate using samples{x i}n i=1)
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae687070-cd71-45c0-a363-9cce3fbdbb95 · outbound
Nonparametric LLM Evaluation from Preference Data Unresolved cited work
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 94623b0d-e1d2-4c2f-a239-9613c934811f · outbound
Nonparametric LLM Evaluation from Preference Data Copilot Arena: A Platform for Code LLM Evaluation in the Wild
Reference 2007
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0d56d8e-a2f3-4e4b-ba60-15545761d9fa · inbound
ORTHOBO: Orthogonal Bayesian Hyperparameter Optimization Nonparametric LLM Evaluation from Preference Data
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.