Paper Citation Record · LEDGER

Universal-2-TF: Robust All-Neural Text Formatting for ASR

As of 15 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 1 inbound Pith citation observation for arXiv:2501.05948.

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

pith.paper-citation-record.v1
2501.05948 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T21:09:40.434882Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:30:09.970487Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T16:30:10.025612Z

Reference resolution

34 of 34 outbound references displayed

verified exact9
verified fuzzy0
unresolved24
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7ebaf1d5-6850-4ac4-b818-617290258c60 · outbound

This paper cites an unresolved cited work.

Universal-2-TF: Robust All-Neural Text Formatting for ASR Unresolved cited work

Reference 1

Resolution: verified exact; doi, observed 2026-08-10T21:09:40.658424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 44b54249-63a8-4a3b-b8c9-f0747632a69c · outbound

This paper cites an unresolved cited work.

Universal-2-TF: Robust All-Neural Text Formatting for ASR Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:09:41.474460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 11c1c8ee-f895-4703-bcf3-f432c4b0d534 · outbound

This paper cites an unresolved cited work.

Universal-2-TF: Robust All-Neural Text Formatting for ASR Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:09:41.461550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 099332af-93d6-4a88-9885-03cf853c3ddf · outbound

This paper cites an unresolved cited work.

Universal-2-TF: Robust All-Neural Text Formatting for ASR Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T21:09:40.273305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1e62b4d-2c6d-4a88-a21a-51650def6429 · outbound

This paper cites an unresolved cited work.

Universal-2-TF: Robust All-Neural Text Formatting for ASR Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T21:09:40.277954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94e164c0-6633-43d5-9cd1-c03c7b8f04cc · outbound

This paper cites an unresolved cited work.

Universal-2-TF: Robust All-Neural Text Formatting for ASR Unresolved cited work

Reference 6

Resolution: verified exact; doi, observed 2026-08-10T21:09:40.627699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation df395ebe-2752-418c-8df1-e1483290f6aa · outbound

This paper cites an unresolved cited work.

Universal-2-TF: Robust All-Neural Text Formatting for ASR Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T21:09:40.288678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4076630c-a8ef-4818-8056-3611fd612edf · outbound

This paper cites an unresolved cited work.

Universal-2-TF: Robust All-Neural Text Formatting for ASR Unresolved cited work

Reference 9

Resolution: metadata mismatch; raw_fallback, observed 2026-08-10T21:09:41.306580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 957318b8-0b1a-4fd6-8ad4-fcb0246952d1 · outbound

This paper cites an unresolved cited work.

Universal-2-TF: Robust All-Neural Text Formatting for ASR Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:09:41.447883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9adbb3ef-b0bc-4fdd-a3be-987c1186d9b9 · outbound

This paper cites an unresolved cited work.

Universal-2-TF: Robust All-Neural Text Formatting for ASR Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T21:09:40.311816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6114ea10-2ea9-46dd-bb13-6bfc7afca59b · outbound

This paper cites an unresolved cited work.

Universal-2-TF: Robust All-Neural Text Formatting for ASR Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:09:41.434443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7a932663-9e0b-4e52-9763-f63e9022cd60 · outbound

This paper cites an unresolved cited work.

Universal-2-TF: Robust All-Neural Text Formatting for ASR Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T21:09:40.321942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ca9c3e3-b89a-4321-afa6-468e0cd00448 · outbound

This paper cites an unresolved cited work.

Universal-2-TF: Robust All-Neural Text Formatting for ASR Unresolved cited work

Reference 14

Resolution: verified exact; doi, observed 2026-08-10T21:09:40.589572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 61182af5-6434-466a-8a98-1da75a0b4920 · outbound

This paper cites LibriSpeech-PC: Benchmark for Evaluation of Punctuation and Capitalization Capabilities of end-to-end ASR Models.

Universal-2-TF: Robust All-Neural Text Formatting for ASR LibriSpeech-PC: Benchmark for Evaluation of Punctuation and Capitalization Capabilities of end-to-end ASR Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T21:09:40.332228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c012c5b4-d9d1-46d5-8dbe-4213eab0348f · outbound

This paper cites an unresolved cited work.

Universal-2-TF: Robust All-Neural Text Formatting for ASR Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T21:09:40.337791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec4ca5b4-87fd-4d7d-b254-3e0d48d2e7fc · outbound

This paper cites an unresolved cited work.

Universal-2-TF: Robust All-Neural Text Formatting for ASR Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:09:41.422645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 5150e9c7-80ad-4948-93bf-941f9e2c7d0a · outbound

This paper cites an unresolved cited work.

Universal-2-TF: Robust All-Neural Text Formatting for ASR Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T21:09:40.347929Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7355e227-97bf-4569-bb28-561d7f18af7d · outbound

This paper cites an unresolved cited work.

Universal-2-TF: Robust All-Neural Text Formatting for ASR Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:09:41.409377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d722a6e2-0b02-48fe-86de-d79cb70df6d6 · outbound

This paper cites an unresolved cited work.

Universal-2-TF: Robust All-Neural Text Formatting for ASR Unresolved cited work

Reference 20

Resolution: verified exact; doi, observed 2026-08-10T21:09:40.574145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 16cb0e26-0ab2-4935-958f-be129f572ff4 · outbound

This paper cites an unresolved cited work.

Universal-2-TF: Robust All-Neural Text Formatting for ASR Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-10T21:09:40.362216Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23202a2a-94cc-4fa4-aa45-5302ce1aacf3 · outbound

This paper cites an unresolved cited work.

Universal-2-TF: Robust All-Neural Text Formatting for ASR Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T21:09:40.366745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 102151af-5362-4eb9-8830-5861184ade75 · outbound

This paper cites Anatomy of Industrial Scale Multilingual ASR.

Universal-2-TF: Robust All-Neural Text Formatting for ASR Anatomy of Industrial Scale Multilingual ASR

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-10T21:09:40.371642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0958115-1cde-4e3a-8aba-8411d1b3a7c2 · outbound

This paper cites RNN Approaches to Text Normalization: A Challenge.

Universal-2-TF: Robust All-Neural Text Formatting for ASR RNN Approaches to Text Normalization: A Challenge

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-10T21:09:40.376902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58018222-8bbc-42cc-9e88-76aca15c6291 · outbound

This paper cites an unresolved cited work.

Universal-2-TF: Robust All-Neural Text Formatting for ASR Unresolved cited work

Reference 25

Resolution: verified exact; doi, observed 2026-08-10T21:09:40.560085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 145b44b3-d2f1-4fa9-833d-fd97125e094c · outbound

This paper cites an unresolved cited work.

Universal-2-TF: Robust All-Neural Text Formatting for ASR Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-10T21:09:40.387205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6385d5d7-3a3b-46a7-b427-b83182b2767d · outbound

This paper cites an unresolved cited work.

Universal-2-TF: Robust All-Neural Text Formatting for ASR Unresolved cited work

Reference 27

Resolution: verified exact; doi, observed 2026-08-10T21:09:40.504050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 144ce3ff-7990-4ffd-850d-6953e9686a4f · outbound

This paper cites an unresolved cited work.

Universal-2-TF: Robust All-Neural Text Formatting for ASR Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-10T21:09:40.398239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ff8d280-761f-4c5c-a1ce-e4578a05c180 · outbound

This paper cites an unresolved cited work.

Universal-2-TF: Robust All-Neural Text Formatting for ASR Unresolved cited work

Reference 29

Resolution: verified exact; doi, observed 2026-08-10T21:09:40.490590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f01ea96d-31ed-48a9-9483-9ee14b0a4c5d · outbound

This paper cites Ronny Huang, Mingqing Chen, and Rajiv Mathews.

Universal-2-TF: Robust All-Neural Text Formatting for ASR Ronny Huang, Mingqing Chen, and Rajiv Mathews

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-10T21:09:40.407073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d9b9e1b-9759-45da-a5cc-a4bc0240f555 · outbound

This paper cites NeMo Inverse Text Normalization: From Development To Production.

Universal-2-TF: Robust All-Neural Text Formatting for ASR NeMo Inverse Text Normalization: From Development To Production

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-08-10T21:09:40.680254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 97bbeefb-60b9-4713-8268-5c1df3221700 · outbound

This paper cites an unresolved cited work.

Universal-2-TF: Robust All-Neural Text Formatting for ASR Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-10T21:09:40.418843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1212e7bf-5d13-4832-8ddb-c18a1a4df479 · outbound

This paper cites an unresolved cited work.

Universal-2-TF: Robust All-Neural Text Formatting for ASR Unresolved cited work

Reference 33

Resolution: verified exact; doi, observed 2026-08-10T21:09:40.473651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 855e843f-52ef-4193-848a-05e5f6dd5ce8 · outbound

This paper cites URL: " 'urlintro :=.

Universal-2-TF: Robust All-Neural Text Formatting for ASR URL: " 'urlintro :=

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-10T21:09:40.428820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation baaa35f2-674e-4480-9fd7-8a582f66d925 · outbound

This paper cites write newline.

Universal-2-TF: Robust All-Neural Text Formatting for ASR write newline

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-10T21:09:40.434882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 9225bad9-0390-4fd7-beb8-36858f5dd93a · inbound

Balalaika: Data-Centric, Prosody-Aware Annotation Pipeline for Russian Speech cites this paper.

Balalaika: Data-Centric, Prosody-Aware Annotation Pipeline for Russian Speech Universal-2-TF: Robust All-Neural Text Formatting for ASR

Reference 80

Resolution: verified exact; local_arxiv, observed 2026-08-06T16:30:10.030902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.