Paper Citation Record · LEDGER

GumbelSoft: Diversified Language Model Watermarking via the GumbelMax-trick

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2402.12948.

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

pith.paper-citation-record.v1
2402.12948 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T20:25:37.789868Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-07T15:43:53.675847Z

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 80875909-02b7-422e-ba65-2d30ad7a0480 · inbound

Position: LLM Watermarking Should Align Stakeholders' Incentives for Practical Adoption cites this paper.

Position: LLM Watermarking Should Align Stakeholders' Incentives for Practical Adoption GumbelSoft: Diversified Language Model Watermarking via the GumbelMax-trick

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-18T05:25:54.353552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation dab04c82-d418-4f4e-b118-c1c5fbade939 · inbound

Trustworthy AI: Ensuring Reliability and Accountability from Models to Agents cites this paper.

Trustworthy AI: Ensuring Reliability and Accountability from Models to Agents GumbelSoft: Diversified Language Model Watermarking via the GumbelMax-trick

Reference 53

Resolution: verified exact; arxiv_id, observed 2026-05-12T02:21:16.218590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9ff7f788-6989-441c-ac81-44d0d915a2bf · inbound

Selective Disclosure Watermarking for Large Language Models cites this paper.

Selective Disclosure Watermarking for Large Language Models GumbelSoft: Diversified Language Model Watermarking via the GumbelMax-trick

Reference 14

Resolution: metadata mismatch; local_arxiv, observed 2026-07-07T15:43:53.677169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1c2d1745-03fe-407d-80aa-3a0906ec83af · inbound

Synchronization-Free Algebraic Fingerprints for Large Language Models: From Autoregressive to Diffusion Models cites this paper.

Synchronization-Free Algebraic Fingerprints for Large Language Models: From Autoregressive to Diffusion Models GumbelSoft: Diversified Language Model Watermarking via the GumbelMax-trick

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T20:25:37.789868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.