Paper Citation Record · LEDGER

FlashEvaluator: Expanding Search Space with Parallel Sequence-Level Evaluation

As of 8 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 0 inbound Pith citation observations for arXiv:2603.02565.

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

pith.paper-citation-record.v1
2603.02565 v2

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T19:23:44.272645Z

measured 14 of 14 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

14 of 14 outbound references displayed

verified exact1
verified fuzzy0
unresolved12
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 023f8a15-77af-4dc7-b068-db8bf3b895f0 · outbound

This paper cites an unresolved cited work.

FlashEvaluator: Expanding Search Space with Parallel Sequence-Level Evaluation Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T19:23:43.892815Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fdf584f6-f048-4426-ab80-ca515dda99b0 · outbound

This paper cites For any vector v, the form v⊤Hvis exactly the Variance ofvunder the probability distributionp: (∆¯ν) ⊤H(∆¯ν) = KX k=1 pk(∆¯νk)2 − KX k=1 pk∆¯νk !2 = Vark∼p(∆¯νk).

FlashEvaluator: Expanding Search Space with Parallel Sequence-Level Evaluation For any vector v, the form v⊤Hvis exactly the Variance ofvunder the probability distributionp: (∆¯ν) ⊤H(∆¯ν) = KX k=1 pk(∆¯νk)2 − KX k=1 pk∆¯νk !2 = Vark∼p(∆¯νk)

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T19:23:44.058724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8802a71-6891-400e-bace-e9a2313d8369 · outbound

This paper cites an unresolved cited work.

FlashEvaluator: Expanding Search Space with Parallel Sequence-Level Evaluation Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T19:23:44.160491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58420062-0a6b-4f0b-aac3-eb395e88270c · outbound

This paper cites InConference On Learning Theory, COLT 2018, Stockholm, Sweden, 6-9 July 2018 (Proceedings of Machine Learning Research, Vol.

FlashEvaluator: Expanding Search Space with Parallel Sequence-Level Evaluation InConference On Learning Theory, COLT 2018, Stockholm, Sweden, 6-9 July 2018 (Proceedings of Machine Learning Research, Vol

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T19:23:42.634473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 964885b8-7802-4657-802f-425b10c0d969 · outbound

This paper cites Enhancing LLM Safety via Constrained Direct Preference Optimization.

FlashEvaluator: Expanding Search Space with Parallel Sequence-Level Evaluation Enhancing LLM Safety via Constrained Direct Preference Optimization

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T19:23:43.246430Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2334fa33-267d-473c-bf1d-2743d8ad5eaf · outbound

This paper cites an unresolved cited work.

FlashEvaluator: Expanding Search Space with Parallel Sequence-Level Evaluation Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T19:23:43.511930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 295372a9-bf0c-4262-a4a7-a5443695838c · outbound

This paper cites Furthest Reasoning with Plan Assessment: Stable Reasoning Path with Retrieval-Augmented Large Language Models.

FlashEvaluator: Expanding Search Space with Parallel Sequence-Level Evaluation Furthest Reasoning with Plan Assessment: Stable Reasoning Path with Retrieval-Augmented Large Language Models

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-08-02T19:29:06.849451Z

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 8701764f-bf7b-427e-bcec-78d6a85b7b6e · outbound

This paper cites an unresolved cited work.

FlashEvaluator: Expanding Search Space with Parallel Sequence-Level Evaluation Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T19:23:44.272645Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3b46d7f-dd40-4e16-a794-2f0e2526266d · outbound

This paper cites InProceedings of The 28th Conference on Learn- ing Theory, COLT 2015, Paris, France, July 3-6, 2015 (JMLR Workshop and Conference Proceedings, Vol.

FlashEvaluator: Expanding Search Space with Parallel Sequence-Level Evaluation InProceedings of The 28th Conference on Learn- ing Theory, COLT 2015, Paris, France, July 3-6, 2015 (JMLR Workshop and Conference Proceedings, Vol

Reference 2015

Resolution: unresolved; no resolver link, observed 2026-08-02T19:23:43.401837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7eb507cd-532a-427b-aadd-be32914d5c6c · outbound

This paper cites an unresolved cited work.

FlashEvaluator: Expanding Search Space with Parallel Sequence-Level Evaluation Unresolved cited work

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-02T19:23:42.323067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a08f08b0-9cb4-4cbe-ac91-a487ddcc689d · outbound

This paper cites InIn- ternational Conference on Machine Learning, ICML 2023, 23-29 July 2023, Honolulu, Hawaii, USA (Pro- ceedings of Machine Learning Research, Vol.

FlashEvaluator: Expanding Search Space with Parallel Sequence-Level Evaluation InIn- ternational Conference on Machine Learning, ICML 2023, 23-29 July 2023, Honolulu, Hawaii, USA (Pro- ceedings of Machine Learning Research, Vol

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-02T19:23:42.398697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91321955-e3ee-4629-8d4f-7aa37d3937b3 · outbound

This paper cites InProceedings of the 61st ACM/IEEE Design Automation Conference, DAC 2024, San Francisco, CA, USA, June 23-27, 2024, Vivek De (Ed.).

FlashEvaluator: Expanding Search Space with Parallel Sequence-Level Evaluation InProceedings of the 61st ACM/IEEE Design Automation Conference, DAC 2024, San Francisco, CA, USA, June 23-27, 2024, Vivek De (Ed.)

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-02T19:23:42.852337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e506e63f-d73c-4bc5-8ad4-585a96784549 · outbound

This paper cites InThe Thirteenth International Confer- ence on Learning Representations, ICLR 2025, Singa- pore, April 24-28, 2025.

FlashEvaluator: Expanding Search Space with Parallel Sequence-Level Evaluation InThe Thirteenth International Confer- ence on Learning Representations, ICLR 2025, Singa- pore, April 24-28, 2025

Reference 2025

Resolution: malformed identifier; no resolver link, observed 2026-08-02T19:23:43.089224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc680321-3429-4b9b-b175-f84eb8ddc46f · outbound

This paper cites an unresolved cited work.

FlashEvaluator: Expanding Search Space with Parallel Sequence-Level Evaluation Unresolved cited work

Reference 6120

Resolution: unresolved; no resolver link, observed 2026-08-02T19:23:42.515128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.