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Paper Citation Record · LEDGER

InsightEval: An Expert-Curated Benchmark for Assessing Insight Discovery in LLM-Driven Data Agents

As of 18 August 2026, this Paper Citation Record lists 3 of 3 outbound references and 1 inbound Pith citation observation for arXiv:2511.22884.

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

pith.paper-citation-record.v1
2511.22884 v2

Coverage vector

measured 3 of 3 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T19:53:50.485815Z

measured 4 of 4 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T14:32:18.777120Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-06-30T14:34:45.361071Z

Reference resolution

3 of 3 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved3
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7336fde2-82a0-4c27-8e1c-32fd35ad49dd · outbound

This paper cites DAgent: A Relational Database-Driven Data Analysis Report Generation Agent.

InsightEval: An Expert-Curated Benchmark for Assessing Insight Discovery in LLM-Driven Data Agents DAgent: A Relational Database-Driven Data Analysis Report Generation Agent

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-03T19:53:50.411250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T19:53:50.411250Z digest=sha256:e5d0dd3c78b46956bd6fcaf5943bd303bf72cbb4d30426ee73d87798c7e4d739

Observation 5e59153d-e134-42b3-a3fa-f44ec161a053 · outbound

This paper cites {question}.

InsightEval: An Expert-Curated Benchmark for Assessing Insight Discovery in LLM-Driven Data Agents {question}

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-03T19:53:50.485815Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T19:53:50.485815Z digest=sha256:3569d82fa2a83d28a5236f174f44b4f8857c4718d7f4209f031f2d07e16c82c4

Observation 65f0f9c5-9599-4336-90aa-c9bd9d5b596f · outbound

This paper cites In The Thirteenth International Conference on Learning Representations.

InsightEval: An Expert-Curated Benchmark for Assessing Insight Discovery in LLM-Driven Data Agents In The Thirteenth International Conference on Learning Representations

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-03T19:53:50.359572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T19:53:50.359572Z digest=sha256:fc2700583969febaab1fe7b35d4dfae35fbc48fcf5b2163df71c1e49ef06695d

Pith citing papers

Observation 00785526-b8e2-4cea-9412-5a15600a7311 · inbound

AvalancheBench: Evaluating Enterprise Data Agents Through Latent World Recovery cites this paper.

AvalancheBench: Evaluating Enterprise Data Agents Through Latent World Recovery InsightEval: An Expert-Curated Benchmark for Assessing Insight Discovery in LLM-Driven Data Agents

Reference 17

Resolution
verified exact
local_arxiv, observed 2026-06-30T14:34:45.362358Z

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.

source=pdf_text observed=2026-06-30T14:32:18.777120Z digest=sha256:8e2af39a79ea8a25ef914b17536d5a9b557e5e0fef935c6880a3a402389a2dae