Paper Citation Record · LEDGER

POSS: Position Specialist Generates Better Draft for Speculative Decoding

As of 9 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 1 inbound Pith citation observation for arXiv:2506.03566.

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

pith.paper-citation-record.v1
2506.03566 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:04:15.702009Z

measured 40 of 40 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T21:25:10.053772Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

39 of 39 outbound references displayed

verified exact4
verified fuzzy6
unresolved29
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a15cf3da-f185-4963-9cbd-a1d33fd9d0ac · outbound

This paper cites Fast inference from transformers via speculative decoding.

POSS: Position Specialist Generates Better Draft for Speculative Decoding Fast inference from transformers via speculative decoding

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:04:16.275580Z

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.

Observation a78b7630-e08a-4c5b-84dc-076c63b6f169 · outbound

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

POSS: Position Specialist Generates Better Draft for Speculative Decoding Accelerating Large Language Model Decoding with Speculative Sampling

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.574062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5f37e23-0ec5-4608-be99-f0abf7ea6ca7 · outbound

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

POSS: Position Specialist Generates Better Draft for Speculative Decoding Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.577911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c102716-8a22-48cd-b4c8-92a36d1fe293 · outbound

This paper cites EAGLE: Speculative sampling requires rethinking feature uncertainty.

POSS: Position Specialist Generates Better Draft for Speculative Decoding EAGLE: Speculative sampling requires rethinking feature uncertainty

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.581687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cec1538-eec3-4a9b-a2fa-45ca2f44b81d · outbound

This paper cites EAGLE-2: Faster inference of language models with dynamic draft trees.

POSS: Position Specialist Generates Better Draft for Speculative Decoding EAGLE-2: Faster inference of language models with dynamic draft trees

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.584979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0983007f-ef34-414e-ab48-0c87b4ba0284 · outbound

This paper cites Learning Harmonized Representations for Speculative Sampling.

POSS: Position Specialist Generates Better Draft for Speculative Decoding Learning Harmonized Representations for Speculative Sampling

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.588437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8269665-a6c3-45d5-9b63-a38b1d742652 · outbound

This paper cites an unresolved cited work.

POSS: Position Specialist Generates Better Draft for Speculative Decoding Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:04:16.246716Z

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.

Observation 402054ad-3ad5-44be-b6c2-32c615322594 · outbound

This paper cites Xing, Hao Zhang, Joseph E.

POSS: Position Specialist Generates Better Draft for Speculative Decoding Xing, Hao Zhang, Joseph E

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.595559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1858543-681c-4497-bbef-f4e13bfb3864 · outbound

This paper cites Hashimoto.

POSS: Position Specialist Generates Better Draft for Speculative Decoding Hashimoto

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.598811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9410e3b5-748c-4949-939d-1f2cf46fd413 · outbound

This paper cites Training verifiers to solve math word problems, 2021.

POSS: Position Specialist Generates Better Draft for Speculative Decoding Training verifiers to solve math word problems, 2021

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.602179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c260fdd-aec9-43e5-a9d3-4942d8f41455 · outbound

This paper cites Dai, Jakob Uszkoreit, Quoc Le, and Slav Petrov.

POSS: Position Specialist Generates Better Draft for Speculative Decoding Dai, Jakob Uszkoreit, Quoc Le, and Slav Petrov

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.605371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f3fb60d-0240-4457-b373-770012138c85 · outbound

This paper cites Abstractive text summarization using sequence-to-sequence rnns and beyond, 2016.

POSS: Position Specialist Generates Better Draft for Speculative Decoding Abstractive text summarization using sequence-to-sequence rnns and beyond, 2016

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:04:16.209941Z

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.

Observation 3771cb56-36ce-401c-9721-e48bf455fd69 · outbound

This paper cites an unresolved cited work.

POSS: Position Specialist Generates Better Draft for Speculative Decoding Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.612134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c16b1021-5b22-406e-aa9f-66951e9de411 · outbound

This paper cites Sequoia: Scalable, Robust, and Hardware-aware Speculative Decoding.

POSS: Position Specialist Generates Better Draft for Speculative Decoding Sequoia: Scalable, Robust, and Hardware-aware Speculative Decoding

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.615129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25917fd6-8e89-484a-a0bc-1cf6216dd2ed · outbound

This paper cites Speculative Decoding: Exploiting Speculative Execution for Accelerating Seq2seq Generation.

POSS: Position Specialist Generates Better Draft for Speculative Decoding Speculative Decoding: Exploiting Speculative Execution for Accelerating Seq2seq Generation

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.618806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71a539bb-36e0-452e-958f-3e368497cbc0 · outbound

This paper cites Token-Driven GammaTune: Adaptive Calibration for Enhanced Speculative Decoding.

POSS: Position Specialist Generates Better Draft for Speculative Decoding Token-Driven GammaTune: Adaptive Calibration for Enhanced Speculative Decoding

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:04:16.092465Z

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.

Observation 4dda5b89-b539-4d54-8612-368f1ace52f4 · outbound

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

POSS: Position Specialist Generates Better Draft for Speculative Decoding SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.625984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4467345-caf4-49e6-b679-aa075b55f43b · outbound

This paper cites MagicDec: Breaking the Latency-Throughput Tradeoff for Long Context Generation with Speculative Decoding.

POSS: Position Specialist Generates Better Draft for Speculative Decoding MagicDec: Breaking the Latency-Throughput Tradeoff for Long Context Generation with Speculative Decoding

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.629115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ba59b51-55d1-415a-8b8b-918f12035a19 · outbound

This paper cites Better & Faster Large Language Models via Multi-token Prediction.

POSS: Position Specialist Generates Better Draft for Speculative Decoding Better & Faster Large Language Models via Multi-token Prediction

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.632325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea0c2ac8-80c0-46ad-bea2-cfa2693321b6 · outbound

This paper cites EMS-SD: Efficient Multi-sample Speculative Decoding for Accelerating Large Language Models.

POSS: Position Specialist Generates Better Draft for Speculative Decoding EMS-SD: Efficient Multi-sample Speculative Decoding for Accelerating Large Language Models

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:04:16.038719Z

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.

Observation 0a8544e7-c70e-461d-9624-3c18cbaf0ee0 · outbound

This paper cites Turning Trash into Treasure: Accelerating Inference of Large Language Models with Token Recycling.

POSS: Position Specialist Generates Better Draft for Speculative Decoding Turning Trash into Treasure: Accelerating Inference of Large Language Models with Token Recycling

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.639427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50ab4a3e-59fc-40ea-8611-85dab6499113 · outbound

This paper cites Lossless Acceleration of Large Language Model via Adaptive N-gram Parallel Decoding.

POSS: Position Specialist Generates Better Draft for Speculative Decoding Lossless Acceleration of Large Language Model via Adaptive N-gram Parallel Decoding

Reference 22

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:04:16.013270Z

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.

Observation 67951e27-5e98-4bca-933d-356495f4fab5 · outbound

This paper cites Parallel Decoding via Hidden Transfer for Lossless Large Language Model Acceleration.

POSS: Position Specialist Generates Better Draft for Speculative Decoding Parallel Decoding via Hidden Transfer for Lossless Large Language Model Acceleration

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:04:15.998019Z

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.

Observation 9016f6d0-4560-4608-86a5-6363cf3d6be7 · outbound

This paper cites PEARL: Parallel Speculative Decoding with Adaptive Draft Length.

POSS: Position Specialist Generates Better Draft for Speculative Decoding PEARL: Parallel Speculative Decoding with Adaptive Draft Length

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.649667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1e37c49-17a2-4021-84c6-c8e866b5279a · outbound

This paper cites Fast and accurate language model decoding via parallel token processing.

POSS: Position Specialist Generates Better Draft for Speculative Decoding Fast and accurate language model decoding via parallel token processing

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:04:16.191757Z

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.

Observation 35abf35d-7855-4dd8-ad65-37ed63575265 · outbound

This paper cites Griffin: Effective token alignment for faster speculative decoding.arXiv preprint arXiv:2502.11018, 2025.

POSS: Position Specialist Generates Better Draft for Speculative Decoding Griffin: Effective token alignment for faster speculative decoding.arXiv preprint arXiv:2502.11018, 2025

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.656056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fca1baf1-99ab-495e-94c2-651b46c31b85 · outbound

This paper cites Specinfer: Accelerating large language model serving with tree-based speculative inference and verification.

POSS: Position Specialist Generates Better Draft for Speculative Decoding Specinfer: Accelerating large language model serving with tree-based speculative inference and verification

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.659233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d746e384-2679-44b5-a028-1e8647f4e344 · outbound

This paper cites Propd: Dynamic token tree pruning and generation for llm parallel decoding.

POSS: Position Specialist Generates Better Draft for Speculative Decoding Propd: Dynamic token tree pruning and generation for llm parallel decoding

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:04:16.175618Z

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.

Observation 1caafa35-7463-4698-a6a9-a255e1e2019e · outbound

This paper cites LayerSkip: Enabling Early Exit Inference and Self-Speculative Decoding.

POSS: Position Specialist Generates Better Draft for Speculative Decoding LayerSkip: Enabling Early Exit Inference and Self-Speculative Decoding

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.665970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f83e9bf-2884-4795-8cbb-e5712a61ad6e · outbound

This paper cites TriForce: Lossless Acceleration of Long Sequence Generation with Hierarchical Speculative Decoding.

POSS: Position Specialist Generates Better Draft for Speculative Decoding TriForce: Lossless Acceleration of Long Sequence Generation with Hierarchical Speculative Decoding

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.669373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1888de04-2769-408e-b941-e8efb4a61819 · outbound

This paper cites Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment.

POSS: Position Specialist Generates Better Draft for Speculative Decoding Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.672766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d103ecd-3c82-493f-bc58-1f8c0abee96f · outbound

This paper cites SpecReason: Fast and Accurate Inference-Time Compute via Speculative Reasoning.

POSS: Position Specialist Generates Better Draft for Speculative Decoding SpecReason: Fast and Accurate Inference-Time Compute via Speculative Reasoning

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.676392Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d7f4240-2566-4c45-9261-45c785470d5e · outbound

This paper cites Speculative Thinking: Enhancing Small-Model Reasoning with Large Model Guidance at Inference Time.

POSS: Position Specialist Generates Better Draft for Speculative Decoding Speculative Thinking: Enhancing Small-Model Reasoning with Large Model Guidance at Inference Time

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.679945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05a78f64-36a1-4c20-a45f-a48e9bc5f5e1 · outbound

This paper cites Efficient Reasoning for LLMs through Speculative Chain-of-Thought.

POSS: Position Specialist Generates Better Draft for Speculative Decoding Efficient Reasoning for LLMs through Speculative Chain-of-Thought

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.683495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63d4ab6a-717c-4624-ac71-f853ca80a07d · outbound

This paper cites Efficient Test-Time Scaling via Self-Calibration.

POSS: Position Specialist Generates Better Draft for Speculative Decoding Efficient Test-Time Scaling via Self-Calibration

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.687034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dcf300c1-53e8-4238-9deb-9e93e436c5ad · outbound

This paper cites Divide, Reweight, and Conquer: A Logit Arithmetic Approach for In-Context Learning.

POSS: Position Specialist Generates Better Draft for Speculative Decoding Divide, Reweight, and Conquer: A Logit Arithmetic Approach for In-Context Learning

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.690573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6445fb1e-e1f3-4fca-989d-baa59e3168b3 · outbound

This paper cites Non-myopic Generation of Language Models for Reasoning and Planning.

POSS: Position Specialist Generates Better Draft for Speculative Decoding Non-myopic Generation of Language Models for Reasoning and Planning

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.695015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4ae6b50-ac25-49ca-b89e-0e4af426cfcd · outbound

This paper cites Toward effective retrieval augmented generative services in 6g networks.IEEE Network, 38(6):459–467, 2024.

POSS: Position Specialist Generates Better Draft for Speculative Decoding Toward effective retrieval augmented generative services in 6g networks.IEEE Network, 38(6):459–467, 2024

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:04:16.166104Z

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.

Observation ee9bb8da-103f-4ff1-b01b-67f5ce52ffc3 · outbound

This paper cites OPT-tree: Speculative decoding with adaptive draft tree structure.Transactions of the Association for Computational Linguistics, 13:188–199, 2025.

POSS: Position Specialist Generates Better Draft for Speculative Decoding OPT-tree: Speculative decoding with adaptive draft tree structure.Transactions of the Association for Computational Linguistics, 13:188–199, 2025

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:04:16.155750Z

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.

Pith citing papers

Observation 126f5fd1-b88b-4d4c-8e04-c1b756535e45 · inbound

PreScience: A Dataset and Benchmark for Scientific Forecasting cites this paper.

PreScience: A Dataset and Benchmark for Scientific Forecasting POSS: Position Specialist Generates Better Draft for Speculative Decoding

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-02T21:25:10.053772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.