Pith. sign in

Paper Citation Record · LEDGER

ParallelSpec: Parallel Drafter for Efficient Speculative Decoding

As of 14 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 10 inbound Pith citation observations for arXiv:2410.05589.

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

pith.paper-citation-record.v1
2410.05589 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 10 of 10 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:06:08.122956Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-22T10:51:26.032114Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation a87f8e9e-bf6d-42db-9450-20fc36edc58b · inbound

Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential cites this paper.

Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential ParallelSpec: Parallel Drafter for Efficient Speculative Decoding

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-06T17:06:08.122956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:06:08.122956Z digest=sha256:889b3b1f2b199d7f179d8d7edab682fa8a3d0c6cb25ee5adee2d545fe17de383

Observation d4c2cbb7-5402-430d-9009-72f954f1f126 · inbound

SpecASR: Accelerating LLM-based Automatic Speech Recognition via Speculative Decoding cites this paper.

SpecASR: Accelerating LLM-based Automatic Speech Recognition via Speculative Decoding ParallelSpec: Parallel Drafter for Efficient Speculative Decoding

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-06T14:42:56.168146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:42:56.168146Z digest=sha256:27898c55dd4bb86d38b10409e19e07e901fcf30dc4037923c1a46f6e418f452b

Observation 79813471-7e0e-46ce-9ec8-46b7cb0a9e0d · inbound

Training-Free Loosely Speculative Decoding: Accepting Semantically Correct Drafts Beyond Exact Match cites this paper.

Training-Free Loosely Speculative Decoding: Accepting Semantically Correct Drafts Beyond Exact Match ParallelSpec: Parallel Drafter for Efficient Speculative Decoding

Reference 23

Resolution
verified exact
arxiv_id, observed 2026-05-17T05:09:03.814354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-17T05:07:11.466066Z digest=sha256:c730a884f19a621c4fe757dc5a800b5728b5b6bbc5652cf75930a8bfd4c7d083

Observation 4faeb111-b210-48ae-afd5-42d1a5d5ffcc · inbound

MineDraft: A Framework for Batch Parallel Speculative Decoding cites this paper.

MineDraft: A Framework for Batch Parallel Speculative Decoding ParallelSpec: Parallel Drafter for Efficient Speculative Decoding

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-02T21:14:50.581257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T21:14:50.581257Z digest=sha256:6fd5bb8bda94024c14de76d8fd3e995d08f4115e8e3e0177350673a74caf8b2d

Observation 36f5b14e-3da4-4830-b639-17bd015f780a · inbound

SPEED-Bench: A Unified and Diverse Benchmark for Speculative Decoding cites this paper.

SPEED-Bench: A Unified and Diverse Benchmark for Speculative Decoding ParallelSpec: Parallel Drafter for Efficient Speculative Decoding

Reference 51

Resolution
verified exact
arxiv_id, observed 2026-05-16T03:17:12.588330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-16T03:13:37.202362Z digest=sha256:1a2db2e76fac7405f95d58d514f28aa44f23fcb57f9a2f168af9e8c0b43e0640

Observation ce29d6a0-db85-40c7-9412-da482f6871c1 · inbound

SPEED-Bench: A Unified and Diverse Benchmark for Speculative Decoding cites this paper.

SPEED-Bench: A Unified and Diverse Benchmark for Speculative Decoding ParallelSpec: Parallel Drafter for Efficient Speculative Decoding

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-03T02:40:58.946960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-03T02:40:58.946960Z digest=sha256:ae0ded5a6caeed473a46791600d90efb78ad548765556b24f5c76ea6854be1d3

Observation d59d382d-0076-45aa-9889-ed1d2ca94d0b · inbound

FASER: Fine-Grained Phase Management for Speculative Decoding in Dynamic LLM Serving cites this paper.

FASER: Fine-Grained Phase Management for Speculative Decoding in Dynamic LLM Serving ParallelSpec: Parallel Drafter for Efficient Speculative Decoding

Reference 49

Resolution
verified exact
arxiv_id, observed 2026-05-09T22:59:17.688138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-09T22:56:19.734262Z digest=sha256:eef1cf0f4a56545d8e0ec32aef3315734cdd407d40a80ccb2ec00a712a1820ea

Observation 79ad35ec-9b85-4aab-903c-cb08eb931cbf · inbound

SpecBlock: Block-Iterative Speculative Decoding with Dynamic Tree Drafting cites this paper.

SpecBlock: Block-Iterative Speculative Decoding with Dynamic Tree Drafting ParallelSpec: Parallel Drafter for Efficient Speculative Decoding

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-05-11T03:30:57.276685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-11T02:27:45.880587Z digest=sha256:6f6aeb328e797d03e7f9e53bfb81f60752b44f9efd4bbb340ee01f2fb9be1275

Observation 9ae8fa64-8ec2-4920-9ea3-fe2cbfdee865 · inbound

SpecBlock: Block-Iterative Speculative Decoding with Dynamic Tree Drafting cites this paper.

SpecBlock: Block-Iterative Speculative Decoding with Dynamic Tree Drafting ParallelSpec: Parallel Drafter for Efficient Speculative Decoding

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-05-22T10:51:26.035085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-22T10:49:25.448580Z digest=sha256:b2b0065995df1fb889d326ce24a8197f31293fcfc96baf362d7f2ba35fbffc92

Observation 46244696-a13d-4fe1-9845-3560d69f719f · inbound

PARD-2: Target-Aligned Parallel Draft Model for Dual-Mode Speculative Decoding cites this paper.

PARD-2: Target-Aligned Parallel Draft Model for Dual-Mode Speculative Decoding ParallelSpec: Parallel Drafter for Efficient Speculative Decoding

Reference 30

Resolution
verified exact
arxiv_id, observed 2026-05-12T08:26:24.700613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T01:08:14.247342Z digest=sha256:ff4d8d614bd1659f2d45ba1e82e2558084bcecd53dbb8c37f56d54f93e9e01c1