Paper Citation Record · LEDGER

SENSE: Semantic Embedding Navigation with Soft-gated Evaluation for Retrieval-based Speculative Decoding

As of 17 August 2026, this Paper Citation Record lists 8 of 8 outbound references and 1 inbound Pith citation observation for arXiv:2606.00021.

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

pith.paper-citation-record.v1
2606.00021 v1

Coverage vector

measured 8 of 8 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-12T21:26:14.143018Z

measured 9 of 9 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T11:24:15.495813Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T11:24:18.034350Z

Reference resolution

8 of 8 outbound references displayed

verified exact1
verified fuzzy0
unresolved6
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f9138db3-2666-45a4-b11a-f03649673d84 · outbound

This paper cites DReSD: Dense Retrieval for Speculative Decoding.

SENSE: Semantic Embedding Navigation with Soft-gated Evaluation for Retrieval-based Speculative Decoding DReSD: Dense Retrieval for Speculative Decoding

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-07-12T21:29:08.617205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b88f0da3-a603-495d-9912-d4598004e72a · outbound

This paper cites Weng, Y ., Hu, Q., Chen, X., Liu, L., Mei, D., Qiu, H., Tian, J., and Shi, Z.

SENSE: Semantic Embedding Navigation with Soft-gated Evaluation for Retrieval-based Speculative Decoding Weng, Y ., Hu, Q., Chen, X., Liu, L., Mei, D., Qiu, H., Tian, J., and Shi, Z

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-12T21:26:14.143018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb82dc1e-1ec4-4335-bc35-556f56a3c693 · outbound

This paper cites ”happy”), SE accepts the token if it resides within the top-k probability mass.

SENSE: Semantic Embedding Navigation with Soft-gated Evaluation for Retrieval-based Speculative Decoding ”happy”), SE accepts the token if it resides within the top-k probability mass

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-12T21:26:14.143018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b48b1cd-c485-463a-a23d-818905034168 · outbound

This paper cites If the mismatch is an isolated event within a correct neighborhood, the token is retained.

SENSE: Semantic Embedding Navigation with Soft-gated Evaluation for Retrieval-based Speculative Decoding If the mismatch is an isolated event within a correct neighborhood, the token is retained

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-12T21:26:14.143018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6381d28d-18b7-4d4f-bbba-26e7ce54c82d · outbound

This paper cites The mean absolute accuracy drop is only 2.3%, indicating that the soft-gated verification mechanism effectively maintains reasoning integrity.

SENSE: Semantic Embedding Navigation with Soft-gated Evaluation for Retrieval-based Speculative Decoding The mean absolute accuracy drop is only 2.3%, indicating that the soft-gated verification mechanism effectively maintains reasoning integrity

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-12T21:26:14.143018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9520e7bd-1648-4120-966e-77b8c6621d1e · outbound

This paper cites 0.427 on Qwen3-8B), suggesting that high-quality retrieved drafts can provide beneficial semantic guidance.

SENSE: Semantic Embedding Navigation with Soft-gated Evaluation for Retrieval-based Speculative Decoding 0.427 on Qwen3-8B), suggesting that high-quality retrieved drafts can provide beneficial semantic guidance

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-12T21:26:14.143018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02aef469-fdda-48a5-9fe2-29405a1081c3 · outbound

This paper cites 18 SENSE: Semantic Embedding Navigation with Soft-gated Evaluation Table 6.Accuracy preservation analysis across models and datasets.

SENSE: Semantic Embedding Navigation with Soft-gated Evaluation for Retrieval-based Speculative Decoding 18 SENSE: Semantic Embedding Navigation with Soft-gated Evaluation Table 6.Accuracy preservation analysis across models and datasets

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-12T21:26:14.143018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ec531bd-92e5-4c44-8c94-33ff12f5d8ef · outbound

This paper cites Who had a 70s No.1 hit with Kiss You All Over?.

SENSE: Semantic Embedding Navigation with Soft-gated Evaluation for Retrieval-based Speculative Decoding Who had a 70s No.1 hit with Kiss You All Over?

Reference 8

Resolution: malformed identifier; no resolver link, observed 2026-07-12T21:26:14.143018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation c014b7de-ec33-4971-840e-4977dcaefaac · inbound

Oilbird: Training-Free Speculative Decoding with Keys the Verifier Already Computes cites this paper.

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 2026-08-17T06:30:58.91139+00:00.