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Paper Citation Record · LEDGER

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

As of 8 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 2026-08-08T06:32:00.761636+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:c34e4771ae92fe009aa786f71822acd6d6038d7930f6912f67d74203f33d5809

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:baab86082fa133c1b6006024dea98e27fc5492ffd7f0a0914807d02c01908e6e

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:c5d2fde55e623c62c2db8aa1cce9814d0d8ee475ab6b4d2bfec895d0363be344

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=sha256:7f01f01f2f301817144903a98bace66725b684e9c00b758d1954a4ab8d23a72b

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=sha256:339f4bb8d8ac0838305349e741cb6a92dbede4a01714f0034b78e674ffdeac19

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=sha256:22df03048031a1ee321447188c2c68c8ea650476f63172463b24406e8147f9ed

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:f7f8c8d48556ae5cf301fa50445df71c1d14bc8819e187b929088ade417724e4

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=sha256:5aaa7b643d072d07a02a8914eb4b7740e704f518562ef9c684ba95e01e8aa083

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=sha256:16dbb187c52d7c102a001875ce3aa7e5b4e53cbf3983a894d0338ff62b113d14

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-03T01:15:41.338937Z digest=sha256:730e841f255cf979da518bb373978c41456bdce0d76596eede9d02ceb39c803a

Pith citing papers

No inbound Pith citation observations are available.