Paper Citation Record · LEDGER

Consultant Decoding: Yet Another Synergistic Mechanism

As of 8 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2506.02391.

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

pith.paper-citation-record.v1
2506.02391 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:30:57.808824Z

measured 41 of 41 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

41 of 41 outbound references displayed

verified exact1
verified fuzzy1
unresolved39
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1d77c999-79de-4361-bacf-2054ca985910 · outbound

This paper cites Dynamic Depth Decoding: Faster Speculative Decoding for LLMs.

Consultant Decoding: Yet Another Synergistic Mechanism Dynamic Depth Decoding: Faster Speculative Decoding for LLMs

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:54.597272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff77516c-5a52-48d3-9368-cbccf1501876 · outbound

This paper cites Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads.

Consultant Decoding: Yet Another Synergistic Mechanism Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:54.678676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b786160-b783-47eb-a49f-fe386948eb06 · outbound

This paper cites Accelerating Large Language Model Decoding with Speculative Sampling.

Consultant Decoding: Yet Another Synergistic Mechanism Accelerating Large Language Model Decoding with Speculative Sampling

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:54.768723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 780d4edf-d2c3-4d9d-8ea7-8241c71b7471 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Consultant Decoding: Yet Another Synergistic Mechanism Evaluating Large Language Models Trained on Code

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:54.867050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62ecdd29-e967-4dfc-a460-aeab236ef2a9 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Consultant Decoding: Yet Another Synergistic Mechanism Training Verifiers to Solve Math Word Problems

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:54.943145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41bda2b0-fbcb-4513-8a13-d1479d4deb3b · outbound

This paper cites The Llama 3 Herd of Models.

Consultant Decoding: Yet Another Synergistic Mechanism The Llama 3 Herd of Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:55.007000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32c05481-ad55-4ea9-aadc-1b1f9b46b55c · outbound

This paper cites Break the Sequential Dependency of LLM Inference Using Lookahead Decoding.

Consultant Decoding: Yet Another Synergistic Mechanism Break the Sequential Dependency of LLM Inference Using Lookahead Decoding

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:55.107331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebf4f6f3-1348-4ebc-bd35-bc5f53bde9d9 · outbound

This paper cites an unresolved cited work.

Consultant Decoding: Yet Another Synergistic Mechanism Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:55.182589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0def6ece-fbfb-4414-b7f8-01f0c7f07ea1 · outbound

This paper cites Training Compute-Optimal Large Language Models.

Consultant Decoding: Yet Another Synergistic Mechanism Training Compute-Optimal Large Language Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:55.270229Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88efb95e-8908-4ebd-838e-84eccf77050d · outbound

This paper cites The Curious Case of Neural Text Degeneration.

Consultant Decoding: Yet Another Synergistic Mechanism The Curious Case of Neural Text Degeneration

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:55.353645Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 269983aa-333c-4712-b654-96bb6ae373d1 · outbound

This paper cites Accelerated speculative sampling based on tree monte carlo.

Consultant Decoding: Yet Another Synergistic Mechanism Accelerated speculative sampling based on tree monte carlo

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:31:00.667329Z

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 1d7d9053-3c24-4dcc-98cb-0c525f46875e · outbound

This paper cites SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths.

Consultant Decoding: Yet Another Synergistic Mechanism SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:55.537631Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 427da20e-adb9-4036-b885-1831d8c2f258 · outbound

This paper cites an unresolved cited work.

Consultant Decoding: Yet Another Synergistic Mechanism Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:31:00.652451Z

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 640b97d8-ea91-45bb-a994-6f4c282b8f02 · outbound

This paper cites an unresolved cited work.

Consultant Decoding: Yet Another Synergistic Mechanism Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:55.697859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed0ba697-5d12-4d5d-9332-0eca081f45bd · outbound

This paper cites an unresolved cited work.

Consultant Decoding: Yet Another Synergistic Mechanism Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:31:00.333201Z

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 f2e05c8e-f30a-4b16-a284-f8d09b09338a · outbound

This paper cites an unresolved cited work.

Consultant Decoding: Yet Another Synergistic Mechanism Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:31:00.126558Z

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 2ff1c80e-7410-45b7-8d8c-a94a5e7ce23f · outbound

This paper cites EAGLE-2: Faster Inference of Language Models with Dynamic Draft Trees.

Consultant Decoding: Yet Another Synergistic Mechanism EAGLE-2: Faster Inference of Language Models with Dynamic Draft Trees

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:55.931163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2013b2e8-405a-47e3-9e88-15601de639b6 · outbound

This paper cites EAGLE: Speculative Sampling Requires Rethinking Feature Uncertainty.

Consultant Decoding: Yet Another Synergistic Mechanism EAGLE: Speculative Sampling Requires Rethinking Feature Uncertainty

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:56.009697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab23f847-c84d-4280-8745-46a438d73e86 · outbound

This paper cites DeepSeek-V3 Technical Report.

Consultant Decoding: Yet Another Synergistic Mechanism DeepSeek-V3 Technical Report

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:56.084097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71b3c6ab-33d9-4402-b0e9-416f03fb0f22 · outbound

This paper cites SDSAT: Accelerating LLM Inference through Speculative Decoding with Semantic Adaptive Tokens.

Consultant Decoding: Yet Another Synergistic Mechanism SDSAT: Accelerating LLM Inference through Speculative Decoding with Semantic Adaptive Tokens

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:56.144051Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae8b223d-d6e0-40e0-9902-83d0bb0aa8de · outbound

This paper cites an unresolved cited work.

Consultant Decoding: Yet Another Synergistic Mechanism Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:30:59.978893Z

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 3227ba1e-3914-4fd1-a106-139f9bff72d3 · outbound

This paper cites Dynamic Speculation Lookahead Accelerates Speculative Decoding of Large Language Models.

Consultant Decoding: Yet Another Synergistic Mechanism Dynamic Speculation Lookahead Accelerates Speculative Decoding of Large Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:56.317268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3cd78f96-45be-4320-807e-d95f132972f2 · outbound

This paper cites an unresolved cited work.

Consultant Decoding: Yet Another Synergistic Mechanism Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:30:59.646542Z

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 370af658-2db4-4a73-b1ba-2e7e978021d0 · outbound

This paper cites Faster Cascades via Speculative Decoding.

Consultant Decoding: Yet Another Synergistic Mechanism Faster Cascades via Speculative Decoding

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:56.527364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c51f3f3-fa8a-4049-9527-52d6581f76ae · outbound

This paper cites an unresolved cited work.

Consultant Decoding: Yet Another Synergistic Mechanism Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:30:59.346841Z

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 d05f0ed2-bdb8-4f8e-b92e-a5d4d19c8e6a · outbound

This paper cites an unresolved cited work.

Consultant Decoding: Yet Another Synergistic Mechanism Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:30:59.097656Z

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 0b525392-2163-41f6-b130-d29de22a55d1 · outbound

This paper cites OPT-Tree: Speculative Decoding with Adaptive Draft Tree Structure.

Consultant Decoding: Yet Another Synergistic Mechanism OPT-Tree: Speculative Decoding with Adaptive Draft Tree Structure

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:56.733308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9b92b6e-73f6-4805-b712-afaff184a8a5 · outbound

This paper cites an unresolved cited work.

Consultant Decoding: Yet Another Synergistic Mechanism Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:56.789136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 250abcd9-a475-479f-9880-e5f761c62569 · outbound

This paper cites an unresolved cited work.

Consultant Decoding: Yet Another Synergistic Mechanism Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:56.853186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9befad30-5fa1-467c-a6d1-8003f736417e · outbound

This paper cites an unresolved cited work.

Consultant Decoding: Yet Another Synergistic Mechanism Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:56.926380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9be1957-6551-4f7e-b129-df13e605b179 · outbound

This paper cites Unlocking Efficiency in Large Language Model Inference: A Comprehensive Survey of Speculative Decoding.

Consultant Decoding: Yet Another Synergistic Mechanism Unlocking Efficiency in Large Language Model Inference: A Comprehensive Survey of Speculative Decoding

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:57.001513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72683997-5eb8-4ec0-bddf-10b3435a0c47 · outbound

This paper cites Clover-2: Accurate Inference for Regressive Lightweight Speculative Decoding.

Consultant Decoding: Yet Another Synergistic Mechanism Clover-2: Accurate Inference for Regressive Lightweight Speculative Decoding

Reference 32

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:30:58.018324Z

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 7d2722ae-339c-42de-a88c-f3353e025865 · outbound

This paper cites Clover: Regressive Lightweight Speculative Decoding with Sequential Knowledge.

Consultant Decoding: Yet Another Synergistic Mechanism Clover: Regressive Lightweight Speculative Decoding with Sequential Knowledge

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:57.159241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55c96711-0688-4a41-8f90-badaa6b9ed62 · outbound

This paper cites Qwen2.5 Technical Report.

Consultant Decoding: Yet Another Synergistic Mechanism Qwen2.5 Technical Report

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:57.244189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06374518-c1a0-4646-b9e3-815d0d2dff2f · outbound

This paper cites Multi-Candidate Speculative Decoding.

Consultant Decoding: Yet Another Synergistic Mechanism Multi-Candidate Speculative Decoding

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:57.315407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3dc36cb5-179e-4667-9a7f-02080105dabb · outbound

This paper cites FastDraft: How to Train Your Draft.

Consultant Decoding: Yet Another Synergistic Mechanism FastDraft: How to Train Your Draft

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:57.380279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3efb5160-28d5-4d31-a67e-5c0d5ddaae39 · outbound

This paper cites an unresolved cited work.

Consultant Decoding: Yet Another Synergistic Mechanism Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:30:58.776853Z

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 c1154cf6-99c9-4d86-bf59-dc92f36b7af5 · outbound

This paper cites an unresolved cited work.

Consultant Decoding: Yet Another Synergistic Mechanism Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:30:58.474101Z

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 c6e3d9f0-2c31-45af-93cd-43d4dea0c16a · outbound

This paper cites an unresolved cited work.

Consultant Decoding: Yet Another Synergistic Mechanism Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:57.617860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3668bc7d-aff0-4cd3-a8cc-1d6c29a21497 · outbound

This paper cites online" 'onlinestring :=.

Consultant Decoding: Yet Another Synergistic Mechanism online" 'onlinestring :=

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:57.696243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02cbbf11-14b9-43f8-94da-e456fd7e654d · outbound

This paper cites write newline.

Consultant Decoding: Yet Another Synergistic Mechanism write newline

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:57.808824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.