Pith. sign in

Paper Citation Record · LEDGER

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

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 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 5 of 5 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 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:35:20.903564Z

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 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.

source=arxiv_source observed=2026-08-06T17:35:20.903564Z digest=sha256:4b5fd24c43e5c8539c6e52ca441adf56ba27b7d8f97547a0aadd25d615db959f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-29T16:51:36.524194Z digest=sha256:e91e905188fcde0e18af21dff8eb81ca99856fbcaa6ac097bd7569dce1611513

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-06-26T12:58:09.227648Z digest=sha256:3ac74b6d899f06c41a91497dfd603aa05432e8cf60b01e1a0c07ab5e5180a82e

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.

source=pdf_text observed=2026-08-01T22:37:39.680003Z digest=sha256:5abd3c59bdf3b2665a920d2d5d4590f7b829cc472c8e84dc8cd281acc2ba3ed8

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.

source=pdf_text observed=2026-08-04T02:02:24.456316Z digest=sha256:9cf313566155a6975c5e98f599f92920bd28a1052f446f723def89ccf9b6729a