Paper Citation Record · LEDGER

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

As of 12 August 2026, this Paper Citation Record lists 100 of 112 outbound references and 3 inbound Pith citation observations for arXiv:2506.00844.

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

pith.paper-citation-record.v1
2506.00844 v1

Coverage vector

measured 100 of 112 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:02:04.561621Z

measured 103 of 103 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:37:11.274581Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T07:16:44.670738Z

Reference resolution

100 of 112 outbound references displayed

verified exact7
verified fuzzy13
unresolved80
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e6a9adc8-589e-486f-92a6-dfc4f4ba8127 · outbound

This paper cites Review of causal discovery methods based on graphical models.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Review of causal discovery methods based on graphical models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:55.609494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26bba3fa-35f1-4a11-b1e9-1e54e95ceb6d · outbound

This paper cites A survey on causal discovery: theory and practice.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery A survey on causal discovery: theory and practice

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:55.679663Z

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Observation eda7abda-78d1-4c04-b281-dd69d78b8f78 · outbound

This paper cites Causal Reasoning and Large Language Models: Opening a New Frontier for Causality.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Causal Reasoning and Large Language Models: Opening a New Frontier for Causality

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:55.778133Z

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Observation f6a75cbf-2992-4197-90ca-df38f96ccc0e · outbound

This paper cites Can large language models infer causation from correlation? In Proceedings of the 12th International Conference on Learning Representations, 2024.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Can large language models infer causation from correlation? In Proceedings of the 12th International Conference on Learning Representations, 2024

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:55.900244Z

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Observation 734e43b4-c54b-4f69-a234-de3a82aa0048 · outbound

This paper cites Integrating Large Language Model for Improved Causal Discovery.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Integrating Large Language Model for Improved Causal Discovery

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:55.980223Z

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Observation f08675d4-33cd-4d88-8efa-4c4c972c1682 · outbound

This paper cites Using gpt-4 to guide causal machine learning.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Using gpt-4 to guide causal machine learning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:56.069030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e4676b5-52ac-4946-8494-474ce6a2e354 · outbound

This paper cites Understanding Causality with Large Language Models: Feasibility and Opportunities.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Understanding Causality with Large Language Models: Feasibility and Opportunities

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:56.146578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 658c8910-c250-469c-ad7f-8ce30fd07711 · outbound

This paper cites Causal discovery with language models as imperfect experts.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Causal discovery with language models as imperfect experts

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:56.229478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c5d67c2-6b3d-4e95-978e-7f9993cec2eb · outbound

This paper cites Applying large language models for causal structure learning in non small cell lung cancer.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Applying large language models for causal structure learning in non small cell lung cancer

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:56.304726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7409cc0-da17-4ea2-82fa-1ece4e81a0a7 · outbound

This paper cites ALCM: Autonomous LLM-Augmented Causal Discovery Framework.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery ALCM: Autonomous LLM-Augmented Causal Discovery Framework

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:56.396332Z

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Observation aca5a68d-684a-412d-8873-35a70b4608b2 · outbound

This paper cites Causal parrots: Large language models may talk causality but are not causal.Transactions on Machine Learning Research, 2023.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Causal parrots: Large language models may talk causality but are not causal.Transactions on Machine Learning Research, 2023

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:56.486764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0de85a7d-26dc-4dc4-84f9-72ae5d24146c · outbound

This paper cites Enhancing Causal Reasoning in Large Language Models: A Causal Attribution Model for Precision Fine-Tuning.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Enhancing Causal Reasoning in Large Language Models: A Causal Attribution Model for Precision Fine-Tuning

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-08-07T12:02:05.154169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ac97e2ec-f47e-4843-917b-4f2b5ebae15c · outbound

This paper cites Causal Graph Discovery with Retrieval-Augmented Generation based Large Language Models.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Causal Graph Discovery with Retrieval-Augmented Generation based Large Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:56.735407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 946894f9-d131-46ed-bacb-552029092a0e · outbound

This paper cites A Survey of Large Language Models.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery A Survey of Large Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:56.841673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8bfef2e-9d9a-46bc-9a2d-eae93770c11f · outbound

This paper cites Foundations of structural causal models with cycles and latent variables.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Foundations of structural causal models with cycles and latent variables

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:56.981826Z

Source-reported events for the cited work

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Observation a6e008e4-b988-4bf1-9007-dade020d1489 · outbound

This paper cites Evolutionary com- putation in the era of large language model: Survey and roadmap.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Evolutionary com- putation in the era of large language model: Survey and roadmap

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:57.071313Z

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Observation fe0b25a0-8b55-4de0-847f-99e9d6604d09 · outbound

This paper cites D’ya like dags? a survey on structure learning and causal discovery.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery D’ya like dags? a survey on structure learning and causal discovery

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:57.165861Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 261e8cff-7213-438a-a9af-0d8af430438c · outbound

This paper cites Unveiling causal reasoning in large language models: Reality or mirage? In Proceedings of the 38th Annual Conference on Neural Information Processing Systems, 2024.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unveiling causal reasoning in large language models: Reality or mirage? In Proceedings of the 38th Annual Conference on Neural Information Processing Systems, 2024

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:57.301139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe8713fd-8d0c-4d6e-a960-2bedf72a3300 · outbound

This paper cites Causal Structure Learning Supervised by Large Language Model.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Causal Structure Learning Supervised by Large Language Model

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:57.404975Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab0b84d5-ac09-4bf6-a593-8229e23787f5 · outbound

This paper cites Causal modelling agents: Causal graph dis- covery through synergising metadata-and data-driven reasoning.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Causal modelling agents: Causal graph dis- covery through synergising metadata-and data-driven reasoning

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:57.518671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1063807b-f8f9-4d5f-b09a-b4bc401ff7a7 · outbound

This paper cites Large Language Models are Effective Priors for Causal Graph Discovery.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Large Language Models are Effective Priors for Causal Graph Discovery

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:57.642522Z

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Unavailable: canonical work link unavailable.

Observation e1c4b4bc-a6b8-49e1-ab6d-dd6fb6d6b4fe · outbound

This paper cites Marrying llms with domain expert validation for causal graph generation.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Marrying llms with domain expert validation for causal graph generation

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:57.792914Z

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Unavailable: canonical work link unavailable.

Observation 5c6cb22d-ebec-498d-9d36-a5ef8703ee74 · outbound

This paper cites Integrating Large Language Models in Causal Discovery: A Statistical Causal Approach.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Integrating Large Language Models in Causal Discovery: A Statistical Causal Approach

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:57.910286Z

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Unavailable: canonical work link unavailable.

Observation e3b828ba-3fcd-4a2a-bbb9-dfb70010332f · outbound

This paper cites Large Language Models for Constrained-Based Causal Discovery.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Large Language Models for Constrained-Based Causal Discovery

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:58.039979Z

Source-reported events for the cited work

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Observation abb523e4-1267-48cd-9d56-8f18ce5e3dcd · outbound

This paper cites Comprehensive Review and Empirical Evaluation of Causal Discovery Algorithms for Numerical Data.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Comprehensive Review and Empirical Evaluation of Causal Discovery Algorithms for Numerical Data

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:58.159121Z

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Observation e74a8f4e-800d-4b24-8a18-e313238d72b3 · outbound

This paper cites Toward a Theory of Tokenization in LLMs.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Toward a Theory of Tokenization in LLMs

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:58.304723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a352d235-8753-4355-bcd1-6e0153b21c05 · outbound

This paper cites Llm- driven causal discovery via harmonized prior.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Llm- driven causal discovery via harmonized prior

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:58.391410Z

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Observation 8e72a276-74d9-4029-a9e9-5aa638655115 · outbound

This paper cites Causal inference and causal explanation with background knowledge.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Causal inference and causal explanation with background knowledge

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:58.446248Z

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Observation 5a102486-6b3a-42aa-a304-ba2759587998 · outbound

This paper cites On the completeness of causal discovery in the presence of latent confounding with tiered background knowledge.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery On the completeness of causal discovery in the presence of latent confounding with tiered background knowledge

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:58.539275Z

Source-reported events for the cited work

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Observation c33ea933-1e02-499f-ab7f-402cf3849cba · outbound

This paper cites Sound and complete causal identification with latent variables given local background knowledge.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Sound and complete causal identification with latent variables given local background knowledge

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:58.624445Z

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Observation 6db647f6-9c34-41b1-80fa-c6dd25a84cac · outbound

This paper cites New Rules for Causal Identification with Background Knowledge.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery New Rules for Causal Identification with Background Knowledge

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-08-07T12:02:05.016005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e57952c4-3293-4764-a935-1b1c12c45333 · outbound

This paper cites Mitigating prior errors in causal structure learning: Towards llm driven prior knowledge.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Mitigating prior errors in causal structure learning: Towards llm driven prior knowledge

Reference 32

Resolution: verified exact; raw_fallback, observed 2026-08-07T12:02:04.993837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d216c168-d805-4e71-8174-4c9cc9f0d725 · outbound

This paper cites Generalized score functions for causal discovery.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Generalized score functions for causal discovery

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:59.010280Z

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Observation 161bbbad-1e61-4af9-9103-8a7a19d08e3d · outbound

This paper cites Entropy-based pruning for learning bayesian networks using bic.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Entropy-based pruning for learning bayesian networks using bic

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:59.127833Z

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Observation c65ee884-f4a4-4ea5-b1d3-dab845eb01cb · outbound

This paper cites A theoretical analysis of the bdeu scores in bayesian network structure learning.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery A theoretical analysis of the bdeu scores in bayesian network structure learning

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:59.221044Z

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Observation b17c1cc5-e360-47fc-a7a7-a4d446d21bc0 · outbound

This paper cites Optimal structure identification with greedy search.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Optimal structure identification with greedy search

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:59.333657Z

Source-reported events for the cited work

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Observation 238ed05c-04eb-43f4-814b-ad75581ebbd0 · outbound

This paper cites Informative priors for markov blanket discovery.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Informative priors for markov blanket discovery

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:59.465757Z

Source-reported events for the cited work

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Observation 0266fb09-e64e-4c46-ab86-11ae07304be5 · outbound

This paper cites Domain knowledge-enhanced variable selection for biomedical data analysis.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Domain knowledge-enhanced variable selection for biomedical data analysis

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:59.599681Z

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Unavailable: canonical work link unavailable.

Observation 5b51b2e9-2d07-4332-906e-4648714fe87a · outbound

This paper cites Feature selection in the data stream based on incremental markov boundary learning.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Feature selection in the data stream based on incremental markov boundary learning

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:59.714749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9714da58-2240-4bc8-8adf-72ef0f4e2ad4 · outbound

This paper cites Probabilistic reasoning in intelligent systems: networks of plausible inference.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Probabilistic reasoning in intelligent systems: networks of plausible inference

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:59.840661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bc36858-7afc-474e-adb1-0a9101f54349 · outbound

This paper cites A review on evolutionary algorithms in bayesian network learning and inference tasks.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery A review on evolutionary algorithms in bayesian network learning and inference tasks

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:59.958518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc2abc4d-f785-462b-9b75-2d71c1aaf044 · outbound

This paper cites A genetic algorithm for causal discovery based on structural causal model.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery A genetic algorithm for causal discovery based on structural causal model

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:00.071558Z

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Observation 7ddb8aa4-1bf8-45ce-84d4-e07f7f3ec7ae · outbound

This paper cites Cladder: assessing causal reasoning in language models.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Cladder: assessing causal reasoning in language models

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:00.170278Z

Source-reported events for the cited work

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Observation d634ac7d-1c4e-4b33-a321-b06fdc5692c2 · outbound

This paper cites Can large language models distinguish cause from effect? In UAI 2022 Workshop on Causal Representation Learning, 2022.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Can large language models distinguish cause from effect? In UAI 2022 Workshop on Causal Representation Learning, 2022

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:00.321931Z

Source-reported events for the cited work

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Observation 19f3e4e9-1cd4-4e00-9ad3-840203813a83 · outbound

This paper cites Can large language models build causal graphs? In NeurIPS 2022 Workshop on Causality for Real-world Impact, 2022.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Can large language models build causal graphs? In NeurIPS 2022 Workshop on Causality for Real-world Impact, 2022

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:00.402023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63c48b63-2490-498d-88ad-2eeb3c723c18 · outbound

This paper cites Probing for correlations of causal facts: Large language models and causality.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Probing for correlations of causal facts: Large language models and causality

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:00.479455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba62a9d0-45b1-4693-a289-aaf23b7830c7 · outbound

This paper cites Is chatgpt a good causal reasoner? a comprehensive evaluation.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Is chatgpt a good causal reasoner? a comprehensive evaluation

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:00.563973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4645b77e-7f4a-44c8-b5df-ea856b33f5df · outbound

This paper cites Efficient causal graph discovery using large language models.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Efficient causal graph discovery using large language models

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:02:06.423570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6055da6f-1970-49d1-8845-0ee31935de04 · outbound

This paper cites Automating psychological hypothesis generation with AI: when large language models meet causal graph.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Automating psychological hypothesis generation with AI: when large language models meet causal graph

Reference 49

Resolution: verified exact; local_arxiv, observed 2026-08-07T12:02:04.816126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fee2f575-9f14-4081-bf80-66eaaff3aa53 · outbound

This paper cites Are llms capable of data-based statistical and causal reasoning? benchmarking advanced quantitative reasoning with data.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Are llms capable of data-based statistical and causal reasoning? benchmarking advanced quantitative reasoning with data

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:02:06.410280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a0a7250e-47b3-4a63-b986-0de0b954b01f · outbound

This paper cites Multi-Agent Causal Discovery Using Large Language Models.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Multi-Agent Causal Discovery Using Large Language Models

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:00.860813Z

Source-reported events for the cited work

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Observation 3aac4593-2a03-425c-8c36-3e93c118d718 · outbound

This paper cites Causal Evaluation of Language Models.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Causal Evaluation of Language Models

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:00.919429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae6defa7-532e-42f1-b8e3-240be3656a0b · outbound

This paper cites Realtcd: Temporal causal discovery from interventional data with large language model.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Realtcd: Temporal causal discovery from interventional data with large language model

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:02:06.397449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation be99a722-23b1-474d-b945-d026c2a1e69a · outbound

This paper cites CausalChat: Interactive Causal Model Development and Refinement Using Large Language Models.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery CausalChat: Interactive Causal Model Development and Refinement Using Large Language Models

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:01.054013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7aac285-6636-4b7f-aa89-19c2f3f96084 · outbound

This paper cites LLM-initialized Differentiable Causal Discovery.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery LLM-initialized Differentiable Causal Discovery

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:01.108557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8dfdcd85-9dd6-4f3c-9f63-bc5612126d4b · outbound

This paper cites Structured knowledge-based causal discovery: Agentic streams of thought.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Structured knowledge-based causal discovery: Agentic streams of thought

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:02:06.383827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 53707911-aa59-4b0f-9d94-446b9b7d7a6d · outbound

This paper cites Large- scale hierarchical causal discovery via weak prior knowledge.IEEE Transactions on Knowledge and Data Engineering, 2025.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Large- scale hierarchical causal discovery via weak prior knowledge.IEEE Transactions on Knowledge and Data Engineering, 2025

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:02:06.370353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2355b0e4-884c-47a2-9b35-7e1b0f95c631 · outbound

This paper cites Causal order: The key to leveraging imperfect experts in causal inference.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Causal order: The key to leveraging imperfect experts in causal inference

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:02:06.357137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d4e2a0bf-18b3-44e6-bdcd-80671032ada4 · outbound

This paper cites an unresolved cited work.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:06.343714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 32558b3b-176c-4336-b775-279c1ea05634 · outbound

This paper cites Causaleval: Towards better causal reasoning in language models.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Causaleval: Towards better causal reasoning in language models

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:02:06.331170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f10a2208-3832-4a67-96c9-3a62d22ec212 · outbound

This paper cites Can Large Language Models Help Experimental Design for Causal Discovery?.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Can Large Language Models Help Experimental Design for Causal Discovery?

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:01.474857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e75108a8-a34e-4a80-a372-69ef0cb91a22 · outbound

This paper cites Integrating large language model for improved causal discovery.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Integrating large language model for improved causal discovery

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:02:06.316110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 434d4450-2b62-430a-baa1-992f177d8be8 · outbound

This paper cites Kulfi framework: Knowledge utilization for optimizing large language models for financial causal reasoning.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Kulfi framework: Knowledge utilization for optimizing large language models for financial causal reasoning

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:02:06.302876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2616f11d-ed75-4f5d-a547-3a35a9b70a92 · outbound

This paper cites Fairness-Driven LLM-based Causal Discovery with Active Learning and Dynamic Scoring.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Fairness-Driven LLM-based Causal Discovery with Active Learning and Dynamic Scoring

Reference 64

Resolution: verified exact; local_arxiv, observed 2026-08-07T12:02:04.719363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4ffa7e48-3c6a-4841-b1f6-04e963206cc6 · outbound

This paper cites Large language models for causal hypothesis generation in science.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Large language models for causal hypothesis generation in science

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:02:06.289485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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

This paper cites Can LLMs Leverage Observational Data? Towards Data-Driven Causal Discovery with LLMs.

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.

Observation e5cf0d6a-22e5-4a09-b4a0-72df862a44dc · outbound

This paper cites Large Language Models for Zero-shot Inference of Causal Structures in Biology.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Large Language Models for Zero-shot Inference of Causal Structures in Biology

Reference 67

Resolution: verified exact; local_arxiv, observed 2026-08-07T12:02:04.681966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 5b2e61a8-0361-491e-8b9e-12b3c481cb0c · outbound

This paper cites Beyond LLMs: A Linguistic Approach to Causal Graph Generation from Narrative Texts.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Beyond LLMs: A Linguistic Approach to Causal Graph Generation from Narrative Texts

Reference 68

Resolution: verified exact; local_arxiv, observed 2026-08-07T12:02:04.659244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 56a8055d-909a-4cec-94f1-56588cf1b1ed · outbound

This paper cites On comparing llm-generated causal networks with a rule- based approach.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery On comparing llm-generated causal networks with a rule- based approach

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:02:06.275266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ae566e26-309b-4c9a-96de-8873081181da · outbound

This paper cites Learning bayesian networks with the bnlearn r package.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Learning bayesian networks with the bnlearn r package

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:02:06.051208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 49ca0a7b-1ad1-48ca-ba36-1d97127d16a1 · outbound

This paper cites Hamming distance metric learning.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Hamming distance metric learning

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:02:05.918782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 021f6cb0-8ca0-4658-b7d2-40affa230ddd · outbound

This paper cites an unresolved cited work.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unresolved cited work

Reference 76

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:05.780122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 50f84338-55ae-4b1f-95d9-fb89c391274f · outbound

This paper cites an unresolved cited work.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unresolved cited work

Reference 77

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:05.765732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 63040a71-2436-457a-9c38-a7f284f6f30a · outbound

This paper cites an unresolved cited work.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unresolved cited work

Reference 78

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:05.749772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation dd556559-9987-45ef-872d-60e1a7756e59 · outbound

This paper cites an unresolved cited work.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unresolved cited work

Reference 79

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:05.735382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ce3080e3-2721-4084-8709-a2fc330e3364 · outbound

This paper cites an unresolved cited work.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unresolved cited work

Reference 80

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:05.794745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6dba1530-228d-484a-8a9b-8c12cc82582f · outbound

This paper cites an unresolved cited work.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unresolved cited work

Reference 81

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:05.716325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fa0c94f9-94d5-4825-8968-9a8cb26b64e9 · outbound

This paper cites an unresolved cited work.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unresolved cited work

Reference 82

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:05.696153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation dfe748a7-a1f0-49db-9266-e4c35a923071 · outbound

This paper cites an unresolved cited work.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unresolved cited work

Reference 83

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:05.681086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c12f76bb-c7e3-4c52-9caa-e39e440c1c7c · outbound

This paper cites an unresolved cited work.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unresolved cited work

Reference 84

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:05.667079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6f2d595f-0252-4c20-9ed9-37b6788102c7 · outbound

This paper cites an unresolved cited work.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unresolved cited work

Reference 85

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:05.835075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a371e9a6-78ab-4fbe-83c3-97fd7cbbc654 · outbound

This paper cites an unresolved cited work.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unresolved cited work

Reference 86

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:05.648706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e60998ec-78b3-41a1-a22d-e9fd5f8c1e1b · outbound

This paper cites an unresolved cited work.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unresolved cited work

Reference 87

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:05.633775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4c98936a-2783-42fb-8597-cd1e9775e16c · outbound

This paper cites an unresolved cited work.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unresolved cited work

Reference 88

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:05.619290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation dfba436c-569a-4243-9a26-18bd3718af34 · outbound

This paper cites an unresolved cited work.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unresolved cited work

Reference 89

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:05.603432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0fb9c51b-f879-4205-a6b6-e13fab80c068 · outbound

This paper cites an unresolved cited work.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unresolved cited work

Reference 90

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:05.588317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2e851a19-d26b-4225-a04c-45d86eb9d1ee · outbound

This paper cites an unresolved cited work.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unresolved cited work

Reference 91

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:05.572858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d2a6a4bb-32cb-4516-8ae3-36a49e49ed9a · outbound

This paper cites an unresolved cited work.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unresolved cited work

Reference 92

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:05.558100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 700653ed-cf7a-4f06-9790-dc37eda85406 · outbound

This paper cites an unresolved cited work.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unresolved cited work

Reference 93

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:05.882424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 52eff55b-42e7-4920-a165-89daa4aea5aa · outbound

This paper cites an unresolved cited work.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unresolved cited work

Reference 94

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:05.543101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 08e70cab-5892-4b22-bafb-21998e31de80 · outbound

This paper cites an unresolved cited work.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unresolved cited work

Reference 95

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:05.528041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c2a11f5a-7182-49b9-9c91-f9348da49804 · outbound

This paper cites an unresolved cited work.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unresolved cited work

Reference 96

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:05.513342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e12b8aa7-f3f9-4092-af32-a879d4dec0c7 · outbound

This paper cites an unresolved cited work.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unresolved cited work

Reference 98

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:05.484436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4f453994-6595-4275-af0b-7996e4c7288c · outbound

This paper cites an unresolved cited work.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unresolved cited work

Reference 99

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:05.469204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a5460235-98de-4ab7-a9f6-b1719ce473fa · outbound

This paper cites an unresolved cited work.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unresolved cited work

Reference 100

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:05.454651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation da934ab0-18a6-435c-ab7d-818b09339481 · outbound

This paper cites an unresolved cited work.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unresolved cited work

Reference 101

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:05.439407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 00b9fc1f-a337-41eb-b076-38e1a620c7cf · outbound

This paper cites an unresolved cited work.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unresolved cited work

Reference 102

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:05.425153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 461ca07c-a242-42bd-b709-f56131837e9b · outbound

This paper cites an unresolved cited work.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unresolved cited work

Reference 103

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:05.411230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 34e5e074-60ec-4247-8de2-89ce9d02847d · outbound

This paper cites an unresolved cited work.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unresolved cited work

Reference 104

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:05.397187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b46a006f-450a-4073-a3ca-e2ffe487adc0 · outbound

This paper cites an unresolved cited work.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Unresolved cited work

Reference 105

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:02:05.381974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Pith citing papers

Observation 0de069e2-a229-44de-979e-3e1531d618f0 · inbound

When Large Language Models Meet Law: Dual-Lens Taxonomy, Technical Advances, and Ethical Governance cites this paper.

When Large Language Models Meet Law: Dual-Lens Taxonomy, Technical Advances, and Ethical Governance LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery

Reference 198

Resolution: unresolved; no resolver link, observed 2026-08-06T18:37:11.274581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26ccaeb5-ed5a-4705-8e1a-f8f8b2e113ca · inbound

Why LLMs Fail at Causal Discovery and How Interventional Agents Escape cites this paper.

Why LLMs Fail at Causal Discovery and How Interventional Agents Escape LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:33:45.299324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7f442f67-e961-4612-a984-60388b865081 · inbound

LMT: A Bayesian Framework for Causal Discovery from Textual Alarm Records in Manufacturing Systems cites this paper.

LMT: A Bayesian Framework for Causal Discovery from Textual Alarm Records in Manufacturing Systems LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery

Reference 102

Resolution: verified exact; arxiv_id, observed 2026-07-02T07:16:44.672279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.