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Paper Citation Record · LEDGER

Data Noising as Smoothing in Neural Network Language Models

As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:1703.02573.

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

pith.paper-citation-record.v1
1703.02573 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:41:17.021203Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-05-17T20:55:15.163500Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 565cfb40-5605-4f6a-af68-7a546b82ba8b · inbound

KAIROS: Scalable Model-Agnostic Data Valuation cites this paper.

KAIROS: Scalable Model-Agnostic Data Valuation Data Noising as Smoothing in Neural Network Language Models

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-06T21:41:17.021203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:41:17.021203Z digest=sha256:752f8b8557edf7f04167837bd78d1e051c29af1a85be7c64aea1bb674d3360d0

Observation 028036c6-cb3e-41b3-a2fb-61ad1d6d23ac · inbound

How Noise Benefits AI-generated Image Detection cites this paper.

How Noise Benefits AI-generated Image Detection Data Noising as Smoothing in Neural Network Language Models

Reference 70

Resolution
verified exact
local_arxiv, observed 2026-05-17T20:55:15.165174Z

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.

source=pdf_text observed=2026-05-17T20:53:31.985118Z digest=sha256:9a93c255801343f5e1f3627aa380ea49cb44e8e80a4e82f57930a59ac558c44a

Observation 73cd72e4-066c-4aac-83cf-70f63d9d4502 · inbound

Pretraining Language Models with Subword Regularization: An Empirical Study of BPE Dropout in Low-Resource NLP cites this paper.

Pretraining Language Models with Subword Regularization: An Empirical Study of BPE Dropout in Low-Resource NLP Data Noising as Smoothing in Neural Network Language Models

Reference 31

Resolution
metadata mismatch
local_arxiv, observed 2026-05-14T19:32:52.672452Z

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.

source=pdf_text observed=2026-05-14T19:29:22.229589Z digest=sha256:5bcb0710a09aa8edf9bb54c7384b806d924ace19cdff936e4c4c7253e8f3661d