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Paper Citation Record · LEDGER

Linear-LLM-SCM: Benchmarking LLMs for Coefficient Elicitation in Linear-Gaussian Causal Models

As of 21 August 2026, this Paper Citation Record lists 10 of 10 outbound references and 0 inbound Pith citation observations for arXiv:2602.10282.

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

pith.paper-citation-record.v1
2602.10282 v2

Coverage vector

measured 10 of 10 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T01:15:41.668055Z

measured 10 of 10 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

10 of 10 outbound references displayed

  • verified exact1
  • verified fuzzy0
  • unresolved8
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0ec465a1-9d69-466f-8483-a8d8a1ff28e8 · outbound

This paper cites Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities.

Linear-LLM-SCM: Benchmarking LLMs for Coefficient Elicitation in Linear-Gaussian Causal Models Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-03T01:15:41.018901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:15:41.018901Z digest=sha256:214cdc97401d5259206da72709c477b1de746c8ed065ce34646e282491c57d72

Observation 91f73ab1-c833-46c9-8c62-ed30aedcf46d · outbound

This paper cites Measuring Determinism in Large Language Models for Software Code Review.

Linear-LLM-SCM: Benchmarking LLMs for Coefficient Elicitation in Linear-Gaussian Causal Models Measuring Determinism in Large Language Models for Software Code Review

Reference 4

Resolution
malformed identifier
no resolver link, observed 2026-08-03T01:15:41.159292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:15:41.159292Z digest=sha256:13d00fa04cf2096dd7ce9031b9642c50e44f92a4d6cf993196d19eb87e40c371

Observation 3b22c1ff-cd58-4293-8601-d1718142a747 · outbound

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

Linear-LLM-SCM: Benchmarking LLMs for Coefficient Elicitation in Linear-Gaussian Causal Models Understanding Causality with Large Language Models: Feasibility and Opportunities

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-03T01:15:41.475092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:15:41.475092Z digest=sha256:2140e67899dcd137e09e9c8f958dc791e9fe3769a4f5d9c846e56343c6eddebe

Observation 704314b8-2f7e-4ac3-9348-fa83359b43ef · outbound

This paper cites Unlike these approaches, we assume pre-specified causal DAG structures without observational data.

Linear-LLM-SCM: Benchmarking LLMs for Coefficient Elicitation in Linear-Gaussian Causal Models Unlike these approaches, we assume pre-specified causal DAG structures without observational data

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-03T01:15:41.569538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:15:41.569538Z digest=sha256:33ebc6236cfd7e2fa512cc32611af3566105642db83c6445aa0b49f90cab5156

Observation aa75a756-cfb7-42bf-b0c7-2d2f07da3cd2 · outbound

This paper cites The Llama 3 Herd of Models.

Linear-LLM-SCM: Benchmarking LLMs for Coefficient Elicitation in Linear-Gaussian Causal Models The Llama 3 Herd of Models

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-03T01:15:41.206129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:15:41.206129Z digest=sha256:c62038e46103724e4b4c872c5a6b62bbfce4e374a8db918d21a549afb14ee085

Observation 228aaee2-07fc-4d52-8f5d-3c7dd44227ac · outbound

This paper cites doi: 10.18653/v1/2023.acl-long.302.

Linear-LLM-SCM: Benchmarking LLMs for Coefficient Elicitation in Linear-Gaussian Causal Models doi: 10.18653/v1/2023.acl-long.302

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-03T01:15:40.976449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:15:40.976449Z digest=sha256:6eeecf9182f1b5be6c996524c4312bfce345f21e6c1e4de405729e2d59e9f1ce

Observation f1adc192-f51e-4d71-8d06-7a577b8e1e01 · outbound

This paper cites Judea Pearl.

Linear-LLM-SCM: Benchmarking LLMs for Coefficient Elicitation in Linear-Gaussian Causal Models Judea Pearl

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-03T01:15:41.278716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:15:41.278716Z digest=sha256:2cfff1631f232b5b6368ac9bf8a9eaf239713de68af8cf6f09c145c7b20b3055

Observation 519aa7a1-b865-40cd-a51a-0b717d118a74 · outbound

This paper cites Gaussian.

Linear-LLM-SCM: Benchmarking LLMs for Coefficient Elicitation in Linear-Gaussian Causal Models Gaussian

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-03T01:15:41.668055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:15:41.668055Z digest=sha256:fb701dff7b09300579a18c3f315a94c261c699ecff3acaf6ce8fe81cecec4945

Observation cf841f96-1e54-40d5-9816-63996c099873 · outbound

This paper cites World Models.

Linear-LLM-SCM: Benchmarking LLMs for Coefficient Elicitation in Linear-Gaussian Causal Models World Models

Reference 7928

Resolution
unresolved
no resolver link, observed 2026-08-03T01:15:41.090801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:15:41.090801Z digest=sha256:de8507296e55fd52efbc82bab14984a1b445b9c5f25c846a828007f20f00df7b

Observation 51c3c486-41ef-4cd8-8e03-aee58e3b580f · outbound

This paper cites URLhttps://www.sciencedirect.com/ science/article/pii/S2405844023110061.

Linear-LLM-SCM: Benchmarking LLMs for Coefficient Elicitation in Linear-Gaussian Causal Models URLhttps://www.sciencedirect.com/ science/article/pii/S2405844023110061

Reference 8440

Resolution
verified exact
doi, observed 2026-08-03T01:18:54.790490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-03T01:15:41.338937Z digest=sha256:15a448020132fa3ce8d22e6050c43c6b744a414fae60503991d10d3fe978f2e3

Pith citing papers

No inbound Pith citation observations are available.