Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
FR-Spec: Accelerating Large-Vocabulary Language Models via Frequency-Ranked Speculative Sampling
As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2502.14856.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T18:20:00.499895Z
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 3d8819fc-ab7a-49f8-aae5-4dc2a5f00633 · inbound
BlockFFN: Towards End-Side Acceleration-Friendly Mixture-of-Experts with Chunk-Level Activation Sparsity cites this paper.
BlockFFN: Towards End-Side Acceleration-Friendly Mixture-of-Experts with Chunk-Level Activation Sparsity FR-Spec: Accelerating Large-Vocabulary Language Models via Frequency-Ranked Speculative Sampling
Reference 63
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:20:00.499895Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 04412551-b22f-4a0b-8434-2f666041544b · inbound
SpeLLM: Character-Level Multi-Head Decoding cites this paper.
SpeLLM: Character-Level Multi-Head Decoding FR-Spec: Accelerating Large-Vocabulary Language Models via Frequency-Ranked Speculative Sampling
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:19:16.971760Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c3762d7-199d-4325-926b-db67d973baf5 · inbound
SlimSpec: Low-Rank Draft LM-Head for Accelerated Speculative Decoding cites this paper.
SlimSpec: Low-Rank Draft LM-Head for Accelerated Speculative Decoding FR-Spec: Accelerating Large-Vocabulary Language Models via Frequency-Ranked Speculative Sampling
Reference 11
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T04:21:19.662958Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.