Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T11:24:17.087940Z
Paper Citation Record · LEDGER
Oilbird: Training-Free Speculative Decoding with Keys the Verifier Already Computes
As of 17 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 0 inbound Pith citation observations for arXiv:2608.03839.
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 2026-08-16T06:30:59.297886+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
13 of 13 outbound references displayed
- verified exact0
- verified fuzzy4
- unresolved5
- parse uncertain0
- malformed identifier1
- metadata mismatch3
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 6143e191-256b-474a-a9fc-fac987f1342b · outbound
This paper cites an unresolved cited work.
Oilbird: Training-Free Speculative Decoding with Keys the Verifier Already Computes Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T11:24:19.275638Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 84405501-1aa3-46a1-ad4a-a17abda8089e · outbound
This paper cites name" field and an.
Oilbird: Training-Free Speculative Decoding with Keys the Verifier Already Computes name" field and an
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T11:24:19.000188Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 18a7cf74-5d65-453f-b4c9-f92474df69a8 · outbound
This paper cites Training Verifiers to Solve Math Word Problems.
Oilbird: Training-Free Speculative Decoding with Keys the Verifier Already Computes Training Verifiers to Solve Math Word Problems
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T11:24:15.660169Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bedc54b4-2e2d-4c95-8c8b-95aa1e962621 · outbound
This paper cites A Practical Investigation of Training-free Relaxed Speculative Decoding.
Oilbird: Training-Free Speculative Decoding with Keys the Verifier Already Computes A Practical Investigation of Training-free Relaxed Speculative Decoding
Reference 8
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-08-05T11:24:17.344075Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation bf9d6cc1-45a5-47c4-a7cd-26db112eb1d0 · outbound
This paper cites Wenting Zhao, Xiang Ren, Jack Hessel, Claire Cardie, Yejin Choi, and Yuntian Deng.
Oilbird: Training-Free Speculative Decoding with Keys the Verifier Already Computes Wenting Zhao, Xiang Ren, Jack Hessel, Claire Cardie, Yejin Choi, and Yuntian Deng
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T11:24:19.572801Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation b4893852-7392-4506-927d-0113146800ae · outbound
This paper cites name": "OrganizationMembers.
Oilbird: Training-Free Speculative Decoding with Keys the Verifier Already Computes name": "OrganizationMembers
Reference 12
- Resolution
- malformed identifier
- raw_fallback, observed 2026-08-05T11:24:18.713630Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 55dac1a6-2d6e-4bf2-9a0e-7330431d9559 · outbound
This paper cites Truncated at this trace’s 200-token cap.
Oilbird: Training-Free Speculative Decoding with Keys the Verifier Already Computes Truncated at this trace’s 200-token cap
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T11:24:18.465302Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6d0f651a-4042-4ffe-b436-dd7e0ea78d69 · outbound
This paper cites Evaluating Large Language Models Trained on Code.
Oilbird: Training-Free Speculative Decoding with Keys the Verifier Already Computes Evaluating Large Language Models Trained on Code
Reference 2021
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T11:24:15.412868Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 263ea982-4d7d-4c01-9abd-75083949d685 · outbound
This paper cites ClassEval: A Manually-Crafted Benchmark for Evaluating LLMs on Class-level Code Generation.
Oilbird: Training-Free Speculative Decoding with Keys the Verifier Already Computes ClassEval: A Manually-Crafted Benchmark for Evaluating LLMs on Class-level Code Generation
Reference 2022
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T11:24:15.871080Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 076c0daf-326e-450c-a5b3-95a5ee4fe4a5 · outbound
This paper cites InProceedings of the 40th Inter- national Conference on Machine Learning, volume 202 ofProceedings of Machine Learning Research, pages 19274–19286.
Oilbird: Training-Free Speculative Decoding with Keys the Verifier Already Computes InProceedings of the 40th Inter- national Conference on Machine Learning, volume 202 ofProceedings of Machine Learning Research, pages 19274–19286
Reference 2023
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T11:24:16.387493Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8767a669-c6ec-4235-a02b-be5bc839f180 · outbound
This paper cites InProceedings of the 41st International Conference on Machine Learn- ing, volume 235 ofProceedings of Machine Learning Research, pages 14060–14079.
Oilbird: Training-Free Speculative Decoding with Keys the Verifier Already Computes InProceedings of the 41st International Conference on Machine Learn- ing, volume 235 ofProceedings of Machine Learning Research, pages 14060–14079
Reference 2024
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T11:24:19.843968Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 5d130905-8fde-4a4d-99f5-de0f09381f7f · outbound
This paper cites CREST: Effectively Compacting a Datastore For Retrieval-Based Speculative Decoding.
Oilbird: Training-Free Speculative Decoding with Keys the Verifier Already Computes CREST: Effectively Compacting a Datastore For Retrieval-Based Speculative Decoding
Reference 2025
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-08-05T11:24:17.885152Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation c014b7de-ec33-4971-840e-4977dcaefaac · outbound
This paper cites SENSE: Semantic Embedding Navigation with Soft-gated Evaluation for Retrieval-based Speculative Decoding.
Oilbird: Training-Free Speculative Decoding with Keys the Verifier Already Computes SENSE: Semantic Embedding Navigation with Soft-gated Evaluation for Retrieval-based Speculative Decoding
Reference 2026
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-08-05T11:24:18.215136Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Pith citing papers
No inbound Pith citation observations are available.