Paper Citation Record · LEDGER

Clarify When Necessary: Resolving Ambiguity Through Interaction with LMs

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2311.09469.

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

pith.paper-citation-record.v1
2311.09469 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T13:45:49.724664Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T17:35:21.280197Z

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 534a9087-ab00-40be-aa09-1fbf4acd1dc8 · inbound

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges cites this paper.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Clarify When Necessary: Resolving Ambiguity Through Interaction with LMs

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-08T13:45:49.724664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bef57448-cca0-47ea-b904-4d327b6b65fa · inbound

Extending Epistemic Uncertainty Beyond Parameters Would Assist in Designing Reliable LLMs cites this paper.

Extending Epistemic Uncertainty Beyond Parameters Would Assist in Designing Reliable LLMs Clarify When Necessary: Resolving Ambiguity Through Interaction with LMs

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T05:41:36.458688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f75c7c1-d6dc-4921-9410-b8353192be3b · 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 Clarify When Necessary: Resolving Ambiguity Through Interaction with LMs

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:42.490680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5fe87d7-f590-46a9-9631-506a545bad9a · inbound

Exploring the Usage of Generative AI for Group Project-Based Offline Art Courses in Elementary Schools cites this paper.

Exploring the Usage of Generative AI for Group Project-Based Offline Art Courses in Elementary Schools Clarify When Necessary: Resolving Ambiguity Through Interaction with LMs

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-06T23:42:47.854964Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e1aefc8-04e6-43af-b248-4558dc559a57 · inbound

Referential ambiguity and clarification requests: comparing human and LLM behaviour cites this paper.

Referential ambiguity and clarification requests: comparing human and LLM behaviour Clarify When Necessary: Resolving Ambiguity Through Interaction with LMs

Reference 49

Resolution: verified exact; local_arxiv, observed 2026-08-06T17:35:21.286878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7a33c5e6-1584-4978-b80f-afed2bd435d1 · inbound

SG-CoT: An Ambiguity-Aware Robotic Planning Framework using Scene Graph Representations cites this paper.

SG-CoT: An Ambiguity-Aware Robotic Planning Framework using Scene Graph Representations Clarify When Necessary: Resolving Ambiguity Through Interaction with LMs

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T17:57:56.588960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf5f8e2e-4802-4f84-bce4-97f34610865f · inbound

HELP: Human-Efficient Large-Scale Robot Post-Training with Rollout Segmentation cites this paper.

HELP: Human-Efficient Large-Scale Robot Post-Training with Rollout Segmentation Clarify When Necessary: Resolving Ambiguity Through Interaction with LMs

Reference 62

Resolution: unresolved; no resolver link, observed 2026-07-14T15:55:25.318583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7aba1f7d-3185-4c6d-8601-9c8de4673f1a · inbound

HELP: Human-Efficient Large-Scale Robot Post-Training with Rollout Segmentation cites this paper.

HELP: Human-Efficient Large-Scale Robot Post-Training with Rollout Segmentation Clarify When Necessary: Resolving Ambiguity Through Interaction with LMs

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-02T08:13:08.877782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.