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Paper Citation Record · LEDGER

Can LLMs Leverage Observational Data? Towards Data-Driven Causal Discovery with LLMs

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2504.10936.

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

pith.paper-citation-record.v1
2504.10936 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:02:01.782360Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-19T08:42:12.950657Z

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 5268187f-25fe-4cb0-8a0f-7a250a8c4073 · inbound

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery cites this paper.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Can LLMs Leverage Observational Data? Towards Data-Driven Causal Discovery with LLMs

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-07T12:02:01.782360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:02:01.782360Z digest=sha256:9b48c65e0ff32c652171f1f1ed5da243903d6fbda78517197c9d092922dd3e55

Observation 10901310-a0f3-4f41-957f-85b3e807263f · inbound

Sequential Causal Discovery with Noisy Language Model Priors cites this paper.

Sequential Causal Discovery with Noisy Language Model Priors Can LLMs Leverage Observational Data? Towards Data-Driven Causal Discovery with LLMs

Reference 59

Resolution
verified exact
arxiv_id, observed 2026-05-19T08:42:12.954394Z

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.

source=pdf_text observed=2026-05-19T08:37:32.848522Z digest=sha256:d4445ff213a1ddda1a8825253422c86c2f750b69b3b02da18627ece510a03956