Paper Citation Record · LEDGER

CLAM: Selective Clarification for Ambiguous Questions with Generative Language Models

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 19 inbound Pith citation observations for arXiv:2212.07769.

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

pith.paper-citation-record.v1
2212.07769 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 19 of 19 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T22:38:19.910938Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T10:49:45.741848Z

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 f1ab0d91-9248-4f55-b63a-c3d2abe977a1 · inbound

Learning to Ask: When LLM Agents Meet Unclear Instruction cites this paper.

Learning to Ask: When LLM Agents Meet Unclear Instruction CLAM: Selective Clarification for Ambiguous Questions with Generative Language Models

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-23T21:13:28.084712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d22bc1ba-5b1b-49e9-902f-4424ddcd1e62 · inbound

Active Task Disambiguation with LLMs cites this paper.

Active Task Disambiguation with LLMs CLAM: Selective Clarification for Ambiguous Questions with Generative Language Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-08T22:38:19.910938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b071eb06-f9ed-425b-9b11-0a7dc161e4f3 · inbound

ODIN: A NL2SQL Recommender to Handle Schema Ambiguity cites this paper.

ODIN: A NL2SQL Recommender to Handle Schema Ambiguity CLAM: Selective Clarification for Ambiguous Questions with Generative Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T14:21:57.829973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cae0d4a9-fbef-47e2-bb48-f148c93d47e9 · inbound

Agents Require Metacognitive and Strategic Reasoning to Succeed in the Coming Labor Markets cites this paper.

Agents Require Metacognitive and Strategic Reasoning to Succeed in the Coming Labor Markets CLAM: Selective Clarification for Ambiguous Questions with Generative Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:02:21.629631Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3cda15e2-9b5d-4b2c-b36d-98f0df90a1a4 · inbound

ChemAU: Harness the Reasoning of LLMs in Chemical Research with Adaptive Uncertainty Estimation cites this paper.

ChemAU: Harness the Reasoning of LLMs in Chemical Research with Adaptive Uncertainty Estimation CLAM: Selective Clarification for Ambiguous Questions with Generative Language Models

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-07T11:56:45.041235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f6a9d11-c7a8-4ad9-bce2-fa0b2061c3b3 · inbound

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

Referential ambiguity and clarification requests: comparing human and LLM behaviour CLAM: Selective Clarification for Ambiguous Questions with Generative Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T17:35:18.474030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1edf88a2-f225-42b1-b5cb-0ccbc061fdb6 · inbound

Demystifying Feature Requests: Leveraging LLMs to Refine Feature Requests in Open-Source Software cites this paper.

Demystifying Feature Requests: Leveraging LLMs to Refine Feature Requests in Open-Source Software CLAM: Selective Clarification for Ambiguous Questions with Generative Language Models

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-06T16:26:35.170662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b23e955-ae3a-4407-85af-c0762c0b617c · inbound

Beyond Passive Critical Thinking: Fostering Proactive Questioning to Enhance Human-AI Collaboration cites this paper.

Beyond Passive Critical Thinking: Fostering Proactive Questioning to Enhance Human-AI Collaboration CLAM: Selective Clarification for Ambiguous Questions with Generative Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T10:52:50.268570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f8c9949-2158-486e-a38a-f15f06fbbb6c · inbound

Beyond Solving Math Quiz: Evaluating the Ability of Large Reasoning Models to Ask for Information cites this paper.

Beyond Solving Math Quiz: Evaluating the Ability of Large Reasoning Models to Ask for Information CLAM: Selective Clarification for Ambiguous Questions with Generative Language Models

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-05T20:07:03.485390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee43d75e-7d32-4bb1-a570-ca5f3042e075 · inbound

Can Multiple Responses from an LLM Reveal the Sources of Its Uncertainty? cites this paper.

Can Multiple Responses from an LLM Reveal the Sources of Its Uncertainty? CLAM: Selective Clarification for Ambiguous Questions with Generative Language Models

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-05T14:34:33.147444Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76469fec-0d2e-4157-8d16-4e5b090c8070 · 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 CLAM: Selective Clarification for Ambiguous Questions with Generative Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T17:57:56.577083Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f73a9a7-820e-41b2-a592-91629c242b50 · inbound

Pause or Fabricate? Training Language Models for Grounded Reasoning cites this paper.

Pause or Fabricate? Training Language Models for Grounded Reasoning CLAM: Selective Clarification for Ambiguous Questions with Generative Language Models

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-11T12:46:05.170160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f96e8e6b-8e20-46dd-9077-97c0e9251511 · inbound

Alignment has a Fantasia Problem cites this paper.

Alignment has a Fantasia Problem CLAM: Selective Clarification for Ambiguous Questions with Generative Language Models

Reference 24

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T14:31:07.599377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f7bc0c09-7e67-4992-bcd1-ff4bcdd0a312 · inbound

When to Ask a Question: Understanding Communication Strategies in Generative AI Tools cites this paper.

When to Ask a Question: Understanding Communication Strategies in Generative AI Tools CLAM: Selective Clarification for Ambiguous Questions with Generative Language Models

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-13T01:17:02.549476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bc3b55fa-885d-4e4d-9272-fc1b41b15974 · inbound

Strategic Decision Support for AI Agents cites this paper.

Strategic Decision Support for AI Agents CLAM: Selective Clarification for Ambiguous Questions with Generative Language Models

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-07-03T10:37:56.498157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 46a5edd8-8092-4828-b4ec-32b3fc0d2c4d · inbound

LLM-as-an-Investigator: Evidence-First Reasoning for Robust Interactive Problem Diagnosis cites this paper.

LLM-as-an-Investigator: Evidence-First Reasoning for Robust Interactive Problem Diagnosis CLAM: Selective Clarification for Ambiguous Questions with Generative Language Models

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-07-03T14:38:29.238265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d3c0fad8-bbbd-4e9f-a589-9734eaf99384 · inbound

The Topology of Ill-Posed Questions: Persistent Homology for Detection and Steering in LLMs cites this paper.

The Topology of Ill-Posed Questions: Persistent Homology for Detection and Steering in LLMs CLAM: Selective Clarification for Ambiguous Questions with Generative Language Models

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-07-04T10:49:45.743706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a0f2d0e4-bcd6-4281-8d04-3585da275377 · inbound

The Severance Problem: LLMs are Unaware of the Person Beyond the Prompt cites this paper.

The Severance Problem: LLMs are Unaware of the Person Beyond the Prompt CLAM: Selective Clarification for Ambiguous Questions with Generative Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T02:43:28.431108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72ce1746-2945-44a8-b9a5-a155871928c7 · inbound

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants cites this paper.

Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants CLAM: Selective Clarification for Ambiguous Questions with Generative Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-01T12:23:44.129877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.