Paper Citation Record · LEDGER

FBS: Modeling Native Parallel Reading inside a Transformer

As of 24 July 2026, this Paper Citation Record lists 18 of 18 outbound references and 4 inbound Pith citation observations for arXiv:2601.21708.

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

pith.paper-citation-record.v1
2601.21708 v2

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-16T10:08:58.909235Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-07-24T06:31:00.690269+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-04T01:35:11.966506Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-04T01:39:23.914197Z

Reference resolution

18 of 18 outbound references displayed

verified exact3
verified fuzzy13
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d68a7524-23b3-42fb-b0b3-58a9ea008986 · outbound

This paper cites Set Block Decoding is a Language Model Inference Accelerator.

FBS: Modeling Native Parallel Reading inside a Transformer Set Block Decoding is a Language Model Inference Accelerator

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-16T10:10:49.586949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

Observation 80ed351b-a7ca-400b-988e-ce99fffa2314 · outbound

This paper cites Measuring Massive Multitask Language Understanding.

FBS: Modeling Native Parallel Reading inside a Transformer Measuring Massive Multitask Language Understanding

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-05-16T10:10:49.589809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

Observation d18af6f9-4f60-4acb-b26e-34f80b34c6fb · outbound

This paper cites InInternational Conference on Machine Learning, pages 19274–19286.

FBS: Modeling Native Parallel Reading inside a Transformer InInternational Conference on Machine Learning, pages 19274–19286

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-16T10:10:49.583734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

Observation 62d848b8-6d4d-4e7f-a22a-1b9961d41f25 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

FBS: Modeling Native Parallel Reading inside a Transformer LLaMA: Open and Efficient Foundation Language Models

Reference 4

Resolution: metadata mismatch; local_arxiv, observed 2026-05-16T10:10:49.586832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

Observation a4049ef8-b742-46e7-9bc0-1d07f85a6e1f · outbound

This paper cites Qwen3 Technical Report.

FBS: Modeling Native Parallel Reading inside a Transformer Qwen3 Technical Report

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-05-16T10:10:49.593324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

Observation ff6229d6-5307-4105-99bc-56af3ceeb5b7 · outbound

This paper cites lossless.

FBS: Modeling Native Parallel Reading inside a Transformer lossless

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T10:10:49.921107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

Observation 8dbf6663-207b-4308-8b4b-5792c734c327 · outbound

This paper cites mfrom left to right.

FBS: Modeling Native Parallel Reading inside a Transformer mfrom left to right

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T10:10:49.910320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

Observation 7833b1c1-5ecd-4037-9a24-4e43c184768b · outbound

This paper cites an unresolved cited work.

FBS: Modeling Native Parallel Reading inside a Transformer Unresolved cited work

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T10:10:49.900983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

Observation e9c819d9-0f05-4e6e-bdf1-7385ded7b495 · outbound

This paper cites while ˆyi′ =Iholds.

FBS: Modeling Native Parallel Reading inside a Transformer while ˆyi′ =Iholds

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T10:10:49.914436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

Observation f164f794-40db-46c7-befb-3fee40e3ef89 · outbound

This paper cites an unresolved cited work.

FBS: Modeling Native Parallel Reading inside a Transformer Unresolved cited work

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T10:10:49.899888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

Observation db41bdc4-6bb4-4b91-9aae-8b06c7abfd1a · outbound

This paper cites This fixed rule ensures that any system (baseline, ablations, or full model) yields a comparable chunk decomposition, even if it does not contain CH in- ternally.

FBS: Modeling Native Parallel Reading inside a Transformer This fixed rule ensures that any system (baseline, ablations, or full model) yields a comparable chunk decomposition, even if it does not contain CH in- ternally

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T10:10:49.908042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

Observation 7aee5244-4982-4605-b68f-fd070ba08b6c · outbound

This paper cites an unresolved cited work.

FBS: Modeling Native Parallel Reading inside a Transformer Unresolved cited work

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T10:10:49.912196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

Observation abb2b587-19a7-4d4d-b100-b3adb3068483 · outbound

This paper cites an unresolved cited work.

FBS: Modeling Native Parallel Reading inside a Transformer Unresolved cited work

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T10:10:49.903098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

Observation fe2abc2d-feb1-447c-9f51-d6dea7179c41 · outbound

This paper cites This prioritization reflects that idioms are dense semantic units and provide higher-value chunk su- pervision.

FBS: Modeling Native Parallel Reading inside a Transformer This prioritization reflects that idioms are dense semantic units and provide higher-value chunk su- pervision

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T10:10:49.905531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

Observation c6372145-3f02-45d6-8c5e-0c50596f35d7 · outbound

This paper cites an unresolved cited work.

FBS: Modeling Native Parallel Reading inside a Transformer Unresolved cited work

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T10:10:49.916885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

Observation 471210d9-b283-4c51-bfaf-9eed43b7e69f · outbound

This paper cites unclear",→ or.

FBS: Modeling Native Parallel Reading inside a Transformer unclear",→ or

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T10:10:49.918998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

Observation f8323653-b191-4ce6-a018-4712ccc053c2 · outbound

This paper cites an unresolved cited work.

FBS: Modeling Native Parallel Reading inside a Transformer Unresolved cited work

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T10:10:49.896404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

Observation 173fdf41-0885-4de1-b897-aa3adeb7432d · outbound

This paper cites Segatron-like.

FBS: Modeling Native Parallel Reading inside a Transformer Segatron-like

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T10:10:49.923455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

Pith citing papers

Observation 5fade4c6-881b-43b5-8e40-3d9905a3c623 · inbound

Air-Know: Arbiter-Calibrated Knowledge-Internalizing Robust Network for Composed Image Retrieval cites this paper.

Air-Know: Arbiter-Calibrated Knowledge-Internalizing Robust Network for Composed Image Retrieval FBS: Modeling Native Parallel Reading inside a Transformer

Reference 62

Resolution: verified exact; local_arxiv, observed 2026-05-11T13:16:04.422419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

Observation 7471703c-3497-4731-9e75-14ab21a11116 · inbound

ConeSep: Cone-based Robust Noise-Unlearning Compositional Network for Composed Image Retrieval cites this paper.

ConeSep: Cone-based Robust Noise-Unlearning Compositional Network for Composed Image Retrieval FBS: Modeling Native Parallel Reading inside a Transformer

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-05-10T00:49:48.527622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

Observation 43d49b91-dca1-4a43-a216-2b929eb701b2 · inbound

MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution cites this paper.

MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution FBS: Modeling Native Parallel Reading inside a Transformer

Reference 109

Resolution: verified exact; local_arxiv, observed 2026-07-01T09:15:43.885849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

Observation 032c4b52-f70a-472b-a744-30eda2220ee9 · inbound

MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution cites this paper.

MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution FBS: Modeling Native Parallel Reading inside a Transformer

Reference 109

Resolution: verified exact; local_arxiv, observed 2026-07-04T01:39:23.916302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.