Pith. sign in

Paper Citation Record · LEDGER

Do LLMs Act as Repositories of Causal Knowledge?

As of 14 August 2026, this Paper Citation Record lists 3 of 3 outbound references and 0 inbound Pith citation observations for arXiv:2412.10635.

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

pith.paper-citation-record.v1
2412.10635 v1

Coverage vector

measured 3 of 3 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T15:48:59.904522Z

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

3 of 3 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d8e0e140-d0ed-4f04-8169-355d304ae852 · outbound

This paper cites Mining Causality: AI-Assisted Search for Instrumental Variables.

Do LLMs Act as Repositories of Causal Knowledge? Mining Causality: AI-Assisted Search for Instrumental Variables

Reference 2

Resolution
metadata mismatch
local_arxiv, observed 2026-08-11T15:48:59.967268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T15:48:59.896980Z digest=sha256:9f82f81f373f363d401edd7a9d0cbbdff340f0671b0c0f880a1eafc808edc9fe

Observation 541d0e6c-4c89-4595-b742-a29ac7ab23a6 · outbound

This paper cites Large Language Models and Causal Inference in Collaboration: A Survey.

Do LLMs Act as Repositories of Causal Knowledge? Large Language Models and Causal Inference in Collaboration: A Survey

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-11T15:48:59.904522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T15:48:59.904522Z digest=sha256:f6af8a401853b9afc714354fc4a5fe7a32331b9c779fc643a97cb3941ce1e917

Observation f2e31b06-b552-4d5b-a3f8-c10fbfb47c81 · outbound

This paper cites Cause and Effect: Can Large Language Models Truly Understand Causality?.

Do LLMs Act as Repositories of Causal Knowledge? Cause and Effect: Can Large Language Models Truly Understand Causality?

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-11T15:48:59.890797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T15:48:59.890797Z digest=sha256:580215e423f74fbb394110b5484cd254d6d810ed8b6f359a57dac5a0353d5dd3

Pith citing papers

No inbound Pith citation observations are available.