Paper Citation Record · LEDGER

We're Afraid Language Models Aren't Modeling Ambiguity

As of 14 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2304.14399.

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

pith.paper-citation-record.v1
2304.14399 v2

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 2026-08-14T06:32:32.682623+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T20:37:54.899175Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T20:57:23.838969Z

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 968a4fc8-ab9e-413e-8a0b-7b753a13ad29 · inbound

Opportunities and Challenges of Large Language Models for Low-Resource Languages in Humanities Research cites this paper.

Opportunities and Challenges of Large Language Models for Low-Resource Languages in Humanities Research We're Afraid Language Models Aren't Modeling Ambiguity

Reference 80

Resolution: verified exact; arxiv_id, observed 2026-05-23T16:38:11.193773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1825c728-e0f9-4fb6-b768-a6e20c12c5b0 · inbound

A Survey on Uncertainty Quantification of Large Language Models: Taxonomy, Open Research Challenges, and Future Directions cites this paper.

A Survey on Uncertainty Quantification of Large Language Models: Taxonomy, Open Research Challenges, and Future Directions We're Afraid Language Models Aren't Modeling Ambiguity

Reference 125

Resolution: unresolved; no resolver link, observed 2026-08-11T20:37:54.899175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90f3bcfb-2ae8-4fa9-805e-d66dce55b5d2 · inbound

Next-Token Prediction Should be Ambiguity-Sensitive: A Meta-Learning Perspective cites this paper.

Next-Token Prediction Should be Ambiguity-Sensitive: A Meta-Learning Perspective We're Afraid Language Models Aren't Modeling Ambiguity

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:40.728627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e628f9b-6ab6-4b63-9790-47c90edc4f72 · inbound

DICE: Entropy-Regularized Equilibrium Selection for Stable Multi-Agent LLM Coordination cites this paper.

DICE: Entropy-Regularized Equilibrium Selection for Stable Multi-Agent LLM Coordination We're Afraid Language Models Aren't Modeling Ambiguity

Reference 136

Resolution: verified exact; arxiv_id, observed 2026-07-02T20:57:23.840539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.