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Paper Citation Record · LEDGER

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

As of 10 August 2026, this Paper Citation Record lists 8 of 8 outbound references and 2 inbound Pith citation observations for arXiv:2401.00139.

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

pith.paper-citation-record.v1
2401.00139 v3

Coverage vector

measured 8 of 8 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-24T04:55:53.274009Z

measured 10 of 10 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:16:06.926524Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T12:02:05.148478Z

Reference resolution

8 of 8 outbound references displayed

  • verified exact6
  • verified fuzzy1
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 69083040-0088-4a4d-b673-45432ca2f86f · outbound

This paper cites and Samek, W.

Enhancing Causal Reasoning in Large Language Models: A Causal Attribution Model for Precision Fine-Tuning and Samek, W

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T04:56:01.025645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-24T04:55:53.274009Z digest=sha256:7e554948e0286ac1ac3ddd5b94af7c2b170814124962aac0457007a346b9c12d

Observation 8c391db7-55ef-4972-a3f5-3d349a16a7e4 · outbound

This paper cites and Lu, W.

Enhancing Causal Reasoning in Large Language Models: A Causal Attribution Model for Precision Fine-Tuning and Lu, W

Reference 2

Resolution
verified exact
doi, observed 2026-05-24T04:56:00.124613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-24T04:55:53.274009Z digest=sha256:54e3df1cb8b7125226783dd629212f437dc1e7f2cc607eed203889ff0978f39d

Observation b30e8101-53ab-4990-871f-58ea1068234b · outbound

This paper cites Can Large Language Models Infer Causation from Correlation?.

Enhancing Causal Reasoning in Large Language Models: A Causal Attribution Model for Precision Fine-Tuning Can Large Language Models Infer Causation from Correlation?

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-05-24T04:56:00.861248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-24T04:55:53.274009Z digest=sha256:8f874f89c032d3c7e87d980e067c58100709a59a97d7347cdd74d6eb7d459bf9

Observation 6cc9d4a4-b423-4701-b8cb-5aa9bdeee371 · outbound

This paper cites The Next Decade in AI: Four Steps Towards Robust Artificial Intelligence.

Enhancing Causal Reasoning in Large Language Models: A Causal Attribution Model for Precision Fine-Tuning The Next Decade in AI: Four Steps Towards Robust Artificial Intelligence

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-24T04:56:00.856417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-24T04:55:53.274009Z digest=sha256:01c771bea47749f9f590b17f0c512aeb3e8d0c7cc59f0e4bbfddfa69b3db44da

Observation 515c63b5-effe-47b3-b613-60ae687cee70 · outbound

This paper cites an unresolved cited work.

Enhancing Causal Reasoning in Large Language Models: A Causal Attribution Model for Precision Fine-Tuning Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-05-24T04:56:01.022560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-24T04:55:53.274009Z digest=sha256:dbee94f1960b723f9dfe88f811ab838fd78e02ec4c3578650d96c99fd6d42b29

Observation 8c1dcead-a0ca-44aa-b0d0-b400a2d05496 · outbound

This paper cites Lauffenburger, and Garry P.

Enhancing Causal Reasoning in Large Language Models: A Causal Attribution Model for Precision Fine-Tuning Lauffenburger, and Garry P

Reference 6

Resolution
verified exact
doi, observed 2026-05-24T04:56:00.119140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-24T04:55:53.274009Z digest=sha256:3b62e55ebb94c894d0f6907743333dbee90ca48b2ef1b8488d6e5ad074679243

Observation 1d23065c-81fd-4675-9cdf-5298838eabf4 · outbound

This paper cites Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps.

Enhancing Causal Reasoning in Large Language Models: A Causal Attribution Model for Precision Fine-Tuning Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps

Reference 7

Resolution
verified exact
local_arxiv, observed 2026-05-24T04:56:00.866996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-24T04:55:53.274009Z digest=sha256:ba01ea82279c77f27461fb3b38a145c4e59309d7c82ff60dbf5633a07c94608f

Observation 3aaf523a-e83a-4a3c-b6e4-b6a9054b8e7d · outbound

This paper cites Ethical and social risks of harm from Language Models.

Enhancing Causal Reasoning in Large Language Models: A Causal Attribution Model for Precision Fine-Tuning Ethical and social risks of harm from Language Models

Reference 8

Resolution
verified exact
local_arxiv, observed 2026-05-24T04:56:00.872840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-24T04:55:53.274009Z digest=sha256:385c705b1cfcdddf9aa8d04fa185527e605d0edb198395ff43edc6548fbc7bfd

Pith citing papers

Observation 35aee4b5-922a-4381-8d38-19e7973515d5 · inbound

Causal Distillation: Transferring Structured Explanations from Large to Compact Language Models cites this paper.

Causal Distillation: Transferring Structured Explanations from Large to Compact Language Models Enhancing Causal Reasoning in Large Language Models: A Causal Attribution Model for Precision Fine-Tuning

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T14:16:06.926524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:16:06.926524Z digest=sha256:b80e170084cc843dafba40ed58e9911d14d2593f8cbec0f2c6c7db96a7106183

Observation 0de85a7d-26dc-4dc4-84f9-72ae5d24146c · 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 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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:01:56.598344Z digest=sha256:34580890c25f5f677e138a4a17ce3dbc0bb1f71741231053695c8028099a4e35