Paper Citation Record · LEDGER

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity

As of 15 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 4 inbound Pith citation observations for arXiv:2411.10069.

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

pith.paper-citation-record.v1
2411.10069 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T20:05:49.514611Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T05:42:46.597024Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-10T16:41:31.781711Z

Reference resolution

45 of 45 outbound references displayed

verified exact1
verified fuzzy5
unresolved39
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4b0ab721-1103-4d2e-a036-04268c59ce97 · outbound

This paper cites GPT-4 Technical Report.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-12T20:05:49.298836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation add81144-fa43-47d8-b8df-80f684438dad · outbound

This paper cites an unresolved cited work.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-12T20:05:50.336823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 436de765-cffc-4bd4-afe1-46b3c1ecdb64 · outbound

This paper cites an unresolved cited work.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-12T20:05:50.321329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0296d905-7868-47a9-8d5d-799bd7942fb4 · outbound

This paper cites an unresolved cited work.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-12T20:05:49.314294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3081a4fe-8649-4ce2-b234-1d7f47eeb152 · outbound

This paper cites Constitutional AI: Harmlessness from AI Feedback.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Constitutional AI: Harmlessness from AI Feedback

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-12T20:05:49.319731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96c76790-c756-46eb-b1e1-c4b1c201e488 · outbound

This paper cites Datasheet for the Pile.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Datasheet for the Pile

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-12T20:05:49.324883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e096131-485c-4884-a06b-9aef46571326 · outbound

This paper cites an unresolved cited work.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-12T20:05:50.305787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 06d47a20-927f-40b6-958a-eae3a7235541 · outbound

This paper cites an unresolved cited work.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-12T20:05:50.290407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 53ea4357-45dc-4ab0-97f5-2baa772b87cb · outbound

This paper cites an unresolved cited work.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-12T20:05:49.339938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cf1303c-bd96-47c4-bd51-7d71d6747662 · outbound

This paper cites an unresolved cited work.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-12T20:05:50.263557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 85ab5eb2-1d64-44e5-8db2-8328350baf2b · outbound

This paper cites an unresolved cited work.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-12T20:05:50.246878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 5f076433-4623-4565-8527-df6af9f817d6 · outbound

This paper cites Gonzalez, and et al.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Gonzalez, and et al

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:50.230192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b234688c-8095-45d1-84af-e9d9de24dcae · outbound

This paper cites Glass, and Pengcheng He.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Glass, and Pengcheng He

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:50.212654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0c4c1877-01aa-4c15-9f84-1d0e603ce90b · outbound

This paper cites an unresolved cited work.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-12T20:05:50.196728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f6f715fd-709a-4ea2-9536-a6905effb1d1 · outbound

This paper cites an unresolved cited work.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-12T20:05:50.180588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 04f69d7e-137d-4d3d-8e69-7a888d559e19 · outbound

This paper cites Weinberger.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Weinberger

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:50.164731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a45d3b4f-b9ae-4400-9043-ea6e5aaf695e · outbound

This paper cites Hu, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, Weizhu Chen, and et al.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Hu, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, Weizhu Chen, and et al

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:50.148153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a38736c9-414b-4d88-aef2-2d0fbee532c4 · outbound

This paper cites A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-12T20:05:49.382494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5a56edd-fc22-4458-86d2-eee8ca407af5 · outbound

This paper cites an unresolved cited work.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-12T20:05:49.387375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5368972-6635-41a5-9530-de4a7c7b8e6e · outbound

This paper cites Language Models (Mostly) Know What They Know.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Language Models (Mostly) Know What They Know

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-12T20:05:49.392279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29a952a5-da80-4967-9644-2eb3445330c2 · outbound

This paper cites an unresolved cited work.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-12T20:05:49.397315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5149736e-628c-447b-ad8c-a20db645edf5 · outbound

This paper cites Hashimoto.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Hashimoto

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:50.119651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 5b605cb2-0c80-4b15-8b59-2e15623dc0b6 · outbound

This paper cites an unresolved cited work.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-12T20:05:50.102986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 320c84d9-a52e-46df-8de4-5dede16eda58 · outbound

This paper cites an unresolved cited work.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-12T20:05:50.086787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 8eb33599-a3bf-4071-83e8-28b937dcced8 · outbound

This paper cites an unresolved cited work.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-12T20:05:50.070760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 40d82a85-7a9d-4c7a-a637-a5868acbcd60 · outbound

This paper cites an unresolved cited work.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-12T20:05:50.054824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 923754be-a1ae-4525-99ec-84e2c1e5d37a · outbound

This paper cites an unresolved cited work.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-12T20:05:49.425827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78d40262-c319-4844-8607-ff65dbc40fe1 · outbound

This paper cites an unresolved cited work.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-12T20:05:50.028547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 93544346-e49b-4d69-8ed9-d7fc978ca4c6 · outbound

This paper cites an unresolved cited work.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-12T20:05:49.435593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d69361a-b3e3-44fe-b87b-49f1978e2b53 · outbound

This paper cites Saarela and S.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Saarela and S

Reference 30

Resolution: verified exact; doi, observed 2026-08-12T20:05:49.555277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 408eede6-7f3e-4bba-9935-d703647660e0 · outbound

This paper cites Self-critiquing models for assisting human evaluators.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Self-critiquing models for assisting human evaluators

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-12T20:05:49.445270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75e83ebe-f9a9-4bf3-bad2-e47d088707ea · outbound

This paper cites an unresolved cited work.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-12T20:05:50.013036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ae6e5e22-263b-47e4-a9fb-268d4efefc0e · outbound

This paper cites Manning, Andrew Ng, and Christopher Potts.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Manning, Andrew Ng, and Christopher Potts

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-12T20:05:49.454949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8f43d5e-bed4-4706-a65e-2d5b499cfad5 · outbound

This paper cites Unsupervised Real-Time Hallucination Detection based on the Internal States of Large Language Models.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Unsupervised Real-Time Hallucination Detection based on the Internal States of Large Language Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-12T20:05:49.459661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d09cdb5-17ba-428a-94f2-15a58dc3a3d5 · outbound

This paper cites an unresolved cited work.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-12T20:05:49.987295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 096f12b7-5e21-4d86-bea3-e37d383d72c8 · outbound

This paper cites an unresolved cited work.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-12T20:05:49.971338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4767945a-4df4-492b-b640-f8156b4148cd · outbound

This paper cites an unresolved cited work.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-12T20:05:49.954228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4cd90b10-623c-4316-b742-da6a37ba7bbb · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity LLaMA: Open and Efficient Foundation Language Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-12T20:05:49.478782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aaee0c14-3560-4089-ab45-49f5fa566d20 · outbound

This paper cites an unresolved cited work.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-12T20:05:49.938146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 76028c5d-8a83-41ed-93c3-31407be999c4 · outbound

This paper cites an unresolved cited work.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-12T20:05:49.489125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d0f3738-d43e-4d22-89a3-8318bdfca479 · outbound

This paper cites Enhancing Large Language Models Against Inductive Instructions with Dual-critique Prompting.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Enhancing Large Language Models Against Inductive Instructions with Dual-critique Prompting

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-12T20:05:49.494060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0674b63b-d69a-4d0d-8e1b-9adb4e2300eb · outbound

This paper cites an unresolved cited work.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-12T20:05:49.911452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 98868133-d86c-4b01-ba9f-5f6ac3fc078b · outbound

This paper cites an unresolved cited work.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-12T20:05:49.896049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation eadb0547-11f9-4d88-8d0c-5a174310f701 · outbound

This paper cites online" 'onlinestring :=.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity online" 'onlinestring :=

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-12T20:05:49.509380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca3e35d4-ab91-46f7-9f2c-3e26ca63577b · outbound

This paper cites write newline.

Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity write newline

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-12T20:05:49.514611Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 18efcc9b-5066-4601-bf24-8cd747878fe1 · inbound

EM-MIAs: Enhancing Membership Inference Attacks in Large Language Models through Ensemble Modeling cites this paper.

EM-MIAs: Enhancing Membership Inference Attacks in Large Language Models through Ensemble Modeling Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T05:42:46.597024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d4bdf2c-3d73-4cda-8bfb-986a0aac0f85 · inbound

Correctness Assessment of Code Generated by Large Language Models Using Internal Representations cites this paper.

Correctness Assessment of Code Generated by Large Language Models Using Internal Representations Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-08-10T16:41:31.788156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a606eed4-3d3f-455d-a0f3-2437f4da66c5 · inbound

Curvature-Weighted Capacity Allocation: A Minimum Description Length Framework for Layer-Adaptive Large Language Model Optimization cites this paper.

Curvature-Weighted Capacity Allocation: A Minimum Description Length Framework for Layer-Adaptive Large Language Model Optimization Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T19:52:21.055241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 006238de-8937-4c5b-ba18-17ce5d0b8b74 · inbound

Curvature-Weighted Capacity Allocation: A Minimum Description Length Framework for Layer-Adaptive Large Language Model Optimization cites this paper.

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T02:39:02.457506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.