Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T23:17:51.221485Z
Paper Citation Record · LEDGER
CopySpec: Accelerating LLMs with Speculative Copy-and-Paste Without Compromising Quality
As of 10 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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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.