Paper Citation Record · LEDGER

CLAMBER: A Benchmark of Identifying and Clarifying Ambiguous Information Needs in Large Language Models

As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 inbound Pith citation observations for arXiv:2405.12063.

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

pith.paper-citation-record.v1
2405.12063 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 7 of 7 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:09:11.112966Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

2
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation a698e3ac-d0d5-45cb-a5a4-4040a7df42c4 · inbound

In a Few Words: Comparing Weak Supervision and LLMs for Short Query Intent Classification cites this paper.

In a Few Words: Comparing Weak Supervision and LLMs for Short Query Intent Classification CLAMBER: A Benchmark of Identifying and Clarifying Ambiguous Information Needs in Large Language Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-16T05:09:11.112966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9015117a-8363-4e78-af9d-2a67c937f521 · inbound

LLM-based Query Expansion Fails for Unfamiliar and Ambiguous Queries cites this paper.

LLM-based Query Expansion Fails for Unfamiliar and Ambiguous Queries CLAMBER: A Benchmark of Identifying and Clarifying Ambiguous Information Needs in Large Language Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T20:32:52.565394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a517bca7-2871-4c15-bb05-05eb1b48470b · inbound

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

Referential ambiguity and clarification requests: comparing human and LLM behaviour CLAMBER: A Benchmark of Identifying and Clarifying Ambiguous Information Needs in Large Language Models

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-06T17:35:20.903564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bf061a3-ae5a-49a4-a5a3-8a72b6ff1300 · inbound

Learning to Act under Noise: Enhancing Agent Robustness via Noisy Environments cites this paper.

Learning to Act under Noise: Enhancing Agent Robustness via Noisy Environments CLAMBER: A Benchmark of Identifying and Clarifying Ambiguous Information Needs in Large Language Models

Reference 74

Resolution: verified exact; arxiv_id, observed 2026-06-29T16:53:40.624562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation cfdc41be-da03-4f77-b00d-c8cfed8233ff · inbound

Discriminatory Compliance: How LLMs Answer Queries from Protected Groups cites this paper.

Discriminatory Compliance: How LLMs Answer Queries from Protected Groups CLAMBER: A Benchmark of Identifying and Clarifying Ambiguous Information Needs in Large Language Models

Reference 75

Resolution: metadata mismatch; arxiv_id, observed 2026-06-26T12:59:29.226497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d492fa6f-b25f-4976-9dba-44be75afa5e8 · inbound

Clarify Before Executing: A Self-Evolving Agent for Resolving Intent Asymmetry in 3D Tool Orchestration cites this paper.

Clarify Before Executing: A Self-Evolving Agent for Resolving Intent Asymmetry in 3D Tool Orchestration CLAMBER: A Benchmark of Identifying and Clarifying Ambiguous Information Needs in Large Language Models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-01T22:37:39.680003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f602e49b-25a1-4ada-aa7c-b311a32adbdc · inbound

CITBench: A Comprehensive Benchmark for Interactive Tabular Data Processing with LLMs cites this paper.

CITBench: A Comprehensive Benchmark for Interactive Tabular Data Processing with LLMs CLAMBER: A Benchmark of Identifying and Clarifying Ambiguous Information Needs in Large Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T02:02:24.456316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.