Paper Citation Record · LEDGER

FR-Spec: Accelerating Large-Vocabulary Language Models via Frequency-Ranked Speculative Sampling

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2502.14856.

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

pith.paper-citation-record.v1
2502.14856 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:18:32.094135Z

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 6f87e3ac-cf99-48e3-94c9-7967cc8ed526 · inbound

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design cites this paper.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design FR-Spec: Accelerating Large-Vocabulary Language Models via Frequency-Ranked Speculative Sampling

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:32.094135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2222308-70e7-4e58-9eed-9346579f41fd · inbound

Out-of-Vocabulary Sampling Boosts Speculative Decoding cites this paper.

Out-of-Vocabulary Sampling Boosts Speculative Decoding FR-Spec: Accelerating Large-Vocabulary Language Models via Frequency-Ranked Speculative Sampling

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:42.501449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78d59c46-a7da-4a31-b944-61ec05423ec6 · inbound

MiniCPM4: Ultra-Efficient LLMs on End Devices cites this paper.

MiniCPM4: Ultra-Efficient LLMs on End Devices FR-Spec: Accelerating Large-Vocabulary Language Models via Frequency-Ranked Speculative Sampling

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T05:31:22.607755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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 2026-08-08T06:32:00.761636+00:00.