Paper Citation Record · LEDGER

Causal Parrots: Large Language Models May Talk Causality But Are Not Causal

As of 16 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 22 inbound Pith citation observations for arXiv:2308.13067.

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

pith.paper-citation-record.v1
2308.13067 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 22 of 22 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T13:50:00.104576Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T08:16:47.358081Z

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 6f433ea1-dd41-42ad-b6f1-67063f2d4f91 · inbound

Evaluating Large Language Models for Causal Modeling cites this paper.

Evaluating Large Language Models for Causal Modeling Causal Parrots: Large Language Models May Talk Causality But Are Not Causal

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-12T13:50:00.104576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c1e1b74-a1da-47df-b4ed-bdb4e79938b8 · inbound

Beyond Surface Structure: A Causal Assessment of LLMs' Comprehension Ability cites this paper.

Beyond Surface Structure: A Causal Assessment of LLMs' Comprehension Ability Causal Parrots: Large Language Models May Talk Causality But Are Not Causal

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-12T10:18:02.093444Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6626c4b2-510b-4a40-a9b3-55b540c70e5e · inbound

Political-LLM: Large Language Models in Political Science cites this paper.

Political-LLM: Large Language Models in Political Science Causal Parrots: Large Language Models May Talk Causality But Are Not Causal

Reference 158

Resolution: unresolved; no resolver link, observed 2026-08-11T19:52:04.469464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 821d0442-3ab5-4e23-aee5-a05f78ca4d62 · inbound

Counterfactual Samples Constructing and Training for Commonsense Statements Estimation cites this paper.

Counterfactual Samples Constructing and Training for Commonsense Statements Estimation Causal Parrots: Large Language Models May Talk Causality But Are Not Causal

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-10T23:23:25.558874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 137a6cc9-c544-483b-a801-73ff5459adc5 · inbound

Large language models for artificial general intelligence (AGI): A survey of foundational principles and approaches cites this paper.

Large language models for artificial general intelligence (AGI): A survey of foundational principles and approaches Causal Parrots: Large Language Models May Talk Causality But Are Not Causal

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-10T21:56:12.305351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38ce1225-2524-4a4c-9fbc-06d417088cf5 · inbound

Do Large Language Models Reason Causally Like Us? Even Better? cites this paper.

Do Large Language Models Reason Causally Like Us? Even Better? Causal Parrots: Large Language Models May Talk Causality But Are Not Causal

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T19:00:50.562995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c5a00d7-7b8a-4f36-b0f9-014b57e6b268 · inbound

CounterBench: Evaluating and Improving Counterfactual Reasoning in Large Language Models cites this paper.

CounterBench: Evaluating and Improving Counterfactual Reasoning in Large Language Models Causal Parrots: Large Language Models May Talk Causality But Are Not Causal

Reference 43

Resolution: verified exact; arxiv_id, observed 2026-05-23T03:12:28.524922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a3d1be1f-1392-44e2-b693-0ef226f37260 · inbound

Causal-Invariant Cross-Domain Out-of-Distribution Recommendation cites this paper.

Causal-Invariant Cross-Domain Out-of-Distribution Recommendation Causal Parrots: Large Language Models May Talk Causality But Are Not Causal

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-07T15:04:31.565658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ce8841c-397f-47c6-a2a6-2b2c828ef852 · inbound

Mitigating Spurious Correlations in LLMs via Causality-Aware Post-Training cites this paper.

Mitigating Spurious Correlations in LLMs via Causality-Aware Post-Training Causal Parrots: Large Language Models May Talk Causality But Are Not Causal

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T04:55:42.766358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 821e719b-6e79-4401-b4f3-062a6d316a76 · inbound

GraphRAG-Causal: A novel graph-augmented framework for causal reasoning and annotation in news cites this paper.

GraphRAG-Causal: A novel graph-augmented framework for causal reasoning and annotation in news Causal Parrots: Large Language Models May Talk Causality But Are Not Causal

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T04:07:20.115884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 997b79c2-c8a3-4e34-964a-07d23b607d45 · inbound

Does the Model Say What the Data Says? A Simple Heuristic for Model Data Alignment cites this paper.

Does the Model Say What the Data Says? A Simple Heuristic for Model Data Alignment Causal Parrots: Large Language Models May Talk Causality But Are Not Causal

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-17T04:08:59.923006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e393b48e-a2a3-4f4a-ae39-989e7b7046bb · inbound

CogInstrument: Modeling Cognitive Processes for Bidirectional Human-LLM Alignment in Planning Tasks cites this paper.

CogInstrument: Modeling Cognitive Processes for Bidirectional Human-LLM Alignment in Planning Tasks Causal Parrots: Large Language Models May Talk Causality But Are Not Causal

Reference 77

Resolution: verified exact; arxiv_id, observed 2026-05-11T09:36:02.964521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a0f55fb4-1cdd-496e-915f-ee33c3a6c573 · inbound

Novelty-based Tree-of-Thought Search for LLM Reasoning and Planning cites this paper.

Novelty-based Tree-of-Thought Search for LLM Reasoning and Planning Causal Parrots: Large Language Models May Talk Causality But Are Not Causal

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-11T19:56:08.578099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 44e0442b-cd22-4345-869c-a226362d614f · inbound

CauSim: Scaling Causal Reasoning with Increasingly Complex Causal Simulators cites this paper.

CauSim: Scaling Causal Reasoning with Increasingly Complex Causal Simulators Causal Parrots: Large Language Models May Talk Causality But Are Not Causal

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:31:30.481352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0dc8888e-4dad-4b1d-b86b-44120b972c0f · inbound

CIVeX: Causal Intervention Verification for Language Agents cites this paper.

CIVeX: Causal Intervention Verification for Language Agents Causal Parrots: Large Language Models May Talk Causality But Are Not Causal

Reference 14

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T07:41:24.307004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 05155f20-f77f-4439-a059-74599bebc1d9 · inbound

ORCA: An End-to-End Interactive Copilot for Optimized Root Cause Analysis cites this paper.

ORCA: An End-to-End Interactive Copilot for Optimized Root Cause Analysis Causal Parrots: Large Language Models May Talk Causality But Are Not Causal

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-06-29T16:43:40.005030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 06347992-0603-45a5-881a-a4657f7e5526 · inbound

YoCausal: How Far is Video Generation from World Model? A Causality Perspective cites this paper.

YoCausal: How Far is Video Generation from World Model? A Causality Perspective Causal Parrots: Large Language Models May Talk Causality But Are Not Causal

Reference 130

Resolution: verified exact; arxiv_id, observed 2026-06-29T08:33:15.575947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation cdad2af4-7ae6-49d4-b316-51847f51bed9 · inbound

Simulate, Reason, Decide: Scientific Reasoning with LLMs for Simulation-Driven Decision Making cites this paper.

Simulate, Reason, Decide: Scientific Reasoning with LLMs for Simulation-Driven Decision Making Causal Parrots: Large Language Models May Talk Causality But Are Not Causal

Reference 71

Resolution: verified exact; arxiv_id, observed 2026-07-02T08:16:47.359580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 4d6fb45f-d69d-49c2-8220-2573ae7dfc9c · inbound

STOCKTAKE: Measuring the Gap Between Perception and Action in LLM Agents with a Fair Oracle cites this paper.

STOCKTAKE: Measuring the Gap Between Perception and Action in LLM Agents with a Fair Oracle Causal Parrots: Large Language Models May Talk Causality But Are Not Causal

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T04:42:06.446003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39f1bd4a-ab2b-4b03-9171-9089cf8063d1 · inbound

CausalForge: A Formally Grounded, Self-Improving Agentic Framework for Automated Research in Causal Inference cites this paper.

CausalForge: A Formally Grounded, Self-Improving Agentic Framework for Automated Research in Causal Inference Causal Parrots: Large Language Models May Talk Causality But Are Not Causal

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-01T04:34:01.723688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 203a64ab-65fd-4674-844a-2c9584902096 · inbound

Abstract Event Causal Rules: Induction and Application cites this paper.

Abstract Event Causal Rules: Induction and Application Causal Parrots: Large Language Models May Talk Causality But Are Not Causal

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-08T18:19:11.623570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01d01670-6aaf-4303-865c-10ec23fc515a · inbound

Decomposed Entailment for Factuality Checking and Hallucination Detection cites this paper.

Decomposed Entailment for Factuality Checking and Hallucination Detection Causal Parrots: Large Language Models May Talk Causality But Are Not Causal

Reference 119

Resolution: unresolved; no resolver link, observed 2026-08-07T22:53:05.579834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.