Paper Citation Record · LEDGER

Task Ambiguity in Humans and Language Models

As of 18 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2212.10711.

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

pith.paper-citation-record.v1
2212.10711 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:44:34.521046Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T02:16:16.020173Z

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 fcde1c31-717f-4f56-923b-320ea5e2a6f3 · inbound

Do LLMs Understand Ambiguity in Text? A Case Study in Open-world Question Answering cites this paper.

Do LLMs Understand Ambiguity in Text? A Case Study in Open-world Question Answering Task Ambiguity in Humans and Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-12T17:39:08.419760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cef83735-5387-492b-95ab-02dece183534 · 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 Task Ambiguity in Humans and Language Models

Reference 195

Resolution: unresolved; no resolver link, observed 2026-08-11T20:37:55.105972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0120041-6ceb-42d2-9fc1-d9782c291f77 · inbound

Steering Semantic Data Processing With DocWrangler cites this paper.

Steering Semantic Data Processing With DocWrangler Task Ambiguity in Humans and Language Models

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-16T11:44:34.521046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4539c56-cdf2-44b0-8b35-0af76c804509 · inbound

Manifold Steering Reveals the Shared Geometry of Neural Network Representation and Behavior cites this paper.

Manifold Steering Reveals the Shared Geometry of Neural Network Representation and Behavior Task Ambiguity in Humans and Language Models

Reference 274

Resolution: verified exact; arxiv_id, observed 2026-05-11T17:16:06.751566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation bde8c5fc-e34f-4d9c-8f62-26ebe1f38eed · inbound

ProactBench: Beyond What The User Asked For cites this paper.

ProactBench: Beyond What The User Asked For Task Ambiguity in Humans and Language Models

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-05-12T02:16:16.021607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8b7a1980-cf14-45d6-9ccf-fbbff1fa501e · inbound

Expert-Guided g-computation with Large Language Models for Estimating Causal Effects on Timings: Applications to Hospital Quality Improvement cites this paper.

Expert-Guided g-computation with Large Language Models for Estimating Causal Effects on Timings: Applications to Hospital Quality Improvement Task Ambiguity in Humans and Language Models

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-15T14:28:06.965812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.