Paper Citation Record · LEDGER

CopySpec: Accelerating LLMs with Speculative Copy-and-Paste Without Compromising Quality

As of 9 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2502.08923.

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

pith.paper-citation-record.v1
2502.08923 v2

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T23:17:51.221485Z

measured 18 of 18 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 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

18 of 18 outbound references displayed

verified exact1
verified fuzzy4
unresolved11
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3c017d70-053d-4da3-9f0e-cc65617432e3 · outbound

This paper cites (b) Check if s is in D (the dictionary of re- peats).

CopySpec: Accelerating LLMs with Speculative Copy-and-Paste Without Compromising Quality (b) Check if s is in D (the dictionary of re- peats)

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:17:51.633351Z

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 366b0c09-fd27-42ee-a14e-b7894e9715d3 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

CopySpec: Accelerating LLMs with Speculative Copy-and-Paste Without Compromising Quality Training Verifiers to Solve Math Word Problems

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T23:17:51.160413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5ebc982-c4f7-4b6e-bc9b-7b9c30688915 · outbound

This paper cites (b) Let k = 0.

CopySpec: Accelerating LLMs with Speculative Copy-and-Paste Without Compromising Quality (b) Let k = 0

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:17:51.613488Z

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 018daa91-4a7d-476b-9a9c-51136da7a6ab · outbound

This paper cites Con- tinue until a stopping criterion (e.g.

CopySpec: Accelerating LLMs with Speculative Copy-and-Paste Without Compromising Quality Con- tinue until a stopping criterion (e.g

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:17:51.602490Z

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 92416935-842a-43b3-bcfc-d8ca9a28a67f · outbound

This paper cites an unresolved cited work.

CopySpec: Accelerating LLMs with Speculative Copy-and-Paste Without Compromising Quality Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T23:17:51.544240Z

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 dc8b7ea2-ab5c-4640-8bae-21db6467a6a1 · outbound

This paper cites SpecHub: Provable Acceleration to Multi-Draft Speculative Decoding.

CopySpec: Accelerating LLMs with Speculative Copy-and-Paste Without Compromising Quality SpecHub: Provable Acceleration to Multi-Draft Speculative Decoding

Reference 6

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T23:17:51.457374Z

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 7b818db6-0055-435d-88ac-65971cf4ca94 · outbound

This paper cites Alex\" for the friend and \.

CopySpec: Accelerating LLMs with Speculative Copy-and-Paste Without Compromising Quality Alex\" for the friend and \

Reference 7

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T23:17:51.522851Z

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 45a9aaaa-ec2f-4e1e-b6e6-3e196cfbb9a1 · outbound

This paper cites • If exi passes the acceptance criterion (e.g.

CopySpec: Accelerating LLMs with Speculative Copy-and-Paste Without Compromising Quality • If exi passes the acceptance criterion (e.g

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:17:51.623466Z

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 4d633f17-aaff-4a1d-aa4a-6ec4cbae464b · outbound

This paper cites an unresolved cited work.

CopySpec: Accelerating LLMs with Speculative Copy-and-Paste Without Compromising Quality Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T23:17:51.591034Z

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 683beb6b-185d-4beb-82ab-c50052abb5ee · outbound

This paper cites an unresolved cited work.

CopySpec: Accelerating LLMs with Speculative Copy-and-Paste Without Compromising Quality Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T23:17:51.579869Z

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 6de7db49-18c7-4e28-9e86-3488a87a4051 · outbound

This paper cites an unresolved cited work.

CopySpec: Accelerating LLMs with Speculative Copy-and-Paste Without Compromising Quality Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T23:17:51.567525Z

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 a21f446d-9f0c-4da8-a309-d995ea7c5f19 · outbound

This paper cites an unresolved cited work.

CopySpec: Accelerating LLMs with Speculative Copy-and-Paste Without Compromising Quality Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T23:17:51.555066Z

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 5cb215bf-223b-44a0-9e5b-eb927297b768 · outbound

This paper cites an unresolved cited work.

CopySpec: Accelerating LLMs with Speculative Copy-and-Paste Without Compromising Quality Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T23:17:51.532944Z

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 58f5ec44-5f0e-4f9f-b565-e697b245cd9f · outbound

This paper cites In Advances in Neural Information Processing Systems, volume 28, pages 2692–2700.

CopySpec: Accelerating LLMs with Speculative Copy-and-Paste Without Compromising Quality In Advances in Neural Information Processing Systems, volume 28, pages 2692–2700

Reference 2015

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-07T23:17:51.441235Z

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 e003766f-2845-476d-bbca-3cab7024d150 · outbound

This paper cites SPEED: Speculative Pipelined Execution for Efficient Decoding.

CopySpec: Accelerating LLMs with Speculative Copy-and-Paste Without Compromising Quality SPEED: Speculative Pipelined Execution for Efficient Decoding

Reference 2016

Resolution: unresolved; no resolver link, observed 2026-08-07T23:17:51.168641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 516a1d66-db83-46e4-b647-f198fcc9357c · outbound

This paper cites Get To The Point: Summarization with Pointer-Generator Networks.

CopySpec: Accelerating LLMs with Speculative Copy-and-Paste Without Compromising Quality Get To The Point: Summarization with Pointer-Generator Networks

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-07T23:17:51.172959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9394723b-f14a-43cf-b462-852b81964344 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

CopySpec: Accelerating LLMs with Speculative Copy-and-Paste Without Compromising Quality Evaluating Large Language Models Trained on Code

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-07T23:17:51.155791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95d78aee-3486-4971-bc3b-734391255c7f · outbound

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

CopySpec: Accelerating LLMs with Speculative Copy-and-Paste Without Compromising Quality Break the Sequential Dependency of LLM Inference Using Lookahead Decoding

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T23:17:51.164390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.