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Paper Citation Record · LEDGER

Verbalizable Representations Form a Global Workspace in Language Models

As of 23 August 2026, this Paper Citation Record lists 100 of 181 outbound references and 6 inbound Pith citation observations for arXiv:2607.15495.

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

pith.paper-citation-record.v1
2607.15495 v1

Coverage vector

measured 100 of 181 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T23:15:29.682340Z

measured 106 of 106 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:17:56.777542Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T05:33:56.166169Z

Reference resolution

100 of 181 outbound references displayed

  • verified exact3
  • verified fuzzy0
  • unresolved94
  • parse uncertain0
  • malformed identifier3
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External citation measurements

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Outbound references

Observation 1c7e8897-a9ae-4881-8261-f62f5908b6b5 · outbound

This paper cites Understanding intermediate layers using linear classifier probes.

Verbalizable Representations Form a Global Workspace in Language Models Understanding intermediate layers using linear classifier probes

Reference 1

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Observation e2c520cf-724a-4378-b4c5-c7460a261116 · outbound

This paper cites Integrated information theory (iit) 4.0: Formulating the properties of phenomenal exis- tence in physical terms.PLoS computational biology, 19(10):e1011465, 2023.

Verbalizable Representations Form a Global Workspace in Language Models Integrated information theory (iit) 4.0: Formulating the properties of phenomenal exis- tence in physical terms.PLoS computational biology, 19(10):e1011465, 2023

Reference 2

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Observation c9787ad3-f8ad-4841-a8e9-eed183f90667 · outbound

This paper cites an unresolved cited work.

Verbalizable Representations Form a Global Workspace in Language Models Unresolved cited work

Reference 3

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Observation 284b0fab-8d0e-47e6-97ee-65f74fa91f24 · outbound

This paper cites Claude opus 4.5 system card.

Verbalizable Representations Form a Global Workspace in Language Models Claude opus 4.5 system card

Reference 4

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Observation f6bf80f5-ff10-4560-819c-f70bc179541b · outbound

This paper cites Claude sonnet 4.5 system card.

Verbalizable Representations Form a Global Workspace in Language Models Claude sonnet 4.5 system card

Reference 5

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Observation 2c1a8d5d-0ebb-4395-b305-fe10671f7f36 · outbound

This paper cites Refusal in language models is mediated by a single direction.Advances in Neural Information Processing Systems, 37:136037–136083,.

Verbalizable Representations Form a Global Workspace in Language Models Refusal in language models is mediated by a single direction.Advances in Neural Information Processing Systems, 37:136037–136083,

Reference 6

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Observation 4af5e420-5b87-4ea0-8292-b4105b511c96 · outbound

This paper cites Language Model Circuits Are Sparse in the Neuron Basis.

Verbalizable Representations Form a Global Workspace in Language Models Language Model Circuits Are Sparse in the Neuron Basis

Reference 7

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Observation c2eb563a-9507-407a-be94-9bb246b62697 · outbound

This paper cites Tensorlens: End-to-end transformer analysis via high-order attention tensors.arXiv preprint arXiv:2601.17958, 2026.

Verbalizable Representations Form a Global Workspace in Language Models Tensorlens: End-to-end transformer analysis via high-order attention tensors.arXiv preprint arXiv:2601.17958, 2026

Reference 8

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Observation 671153ab-ac3b-462e-a9c0-876edc9d88a8 · outbound

This paper cites Using Fast Weights to Attend to the Recent Past.

Verbalizable Representations Form a Global Workspace in Language Models Using Fast Weights to Attend to the Recent Past

Reference 9

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Observation 9854bc1d-223f-49f5-ae10-b456b7da7c6c · outbound

This paper cites Cambridge University Press, Cam- bridge, 1988.

Verbalizable Representations Form a Global Workspace in Language Models Cambridge University Press, Cam- bridge, 1988

Reference 10

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Observation 636c51d0-ae72-4aab-b8c5-2f394758223e · outbound

This paper cites Working memory: looking back and looking forward.Nature Reviews Neu- roscience, 4(10):829–839, 2003.

Verbalizable Representations Form a Global Workspace in Language Models Working memory: looking back and looking forward.Nature Reviews Neu- roscience, 4(10):829–839, 2003

Reference 11

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Observation 9a29b537-f74b-409b-ae58-091a5dacfec5 · outbound

This paper cites Eliciting Latent Predictions from Transformers with the Tuned Lens.

Verbalizable Representations Form a Global Workspace in Language Models Eliciting Latent Predictions from Transformers with the Tuned Lens

Reference 12

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Observation a0a8cca2-1ff5-481a-8ab7-8b22179902e0 · outbound

This paper cites The Consciousness Prior.

Verbalizable Representations Form a Global Workspace in Language Models The Consciousness Prior

Reference 13

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Observation aaf8d18d-17ee-44ac-b72c-9cfc3db6e356 · outbound

This paper cites Taken out of context: On measuring situational awareness in LLMs.

Verbalizable Representations Form a Global Workspace in Language Models Taken out of context: On measuring situational awareness in LLMs

Reference 14

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Observation 57bc6d85-c289-495b-ad03-e8e8bc3323b7 · outbound

This paper cites Tell me about yourself: LLMs are aware of their learned behaviors.

Verbalizable Representations Form a Global Workspace in Language Models Tell me about yourself: LLMs are aware of their learned behaviors

Reference 15

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Observation cc229df1-4dc5-4fc1-a42a-57af21c62e80 · outbound

This paper cites Language models can explain neu- rons in language models, 2023.

Verbalizable Representations Form a Global Workspace in Language Models Language models can explain neu- rons in language models, 2023

Reference 16

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Observation e354eae5-30fa-43bf-a1c7-00604cc20572 · outbound

This paper cites Looking Inward: Language Models Can Learn About Themselves by Introspection.

Verbalizable Representations Form a Global Workspace in Language Models Looking Inward: Language Models Can Learn About Themselves by Introspection

Reference 17

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Observation 5afac6bc-e33d-4814-aee3-9ed244a5c8c8 · outbound

This paper cites On a confusion about a function of consciousness.Behavioral and Brain Sci- ences, 18(2):227–247, 1995.

Verbalizable Representations Form a Global Workspace in Language Models On a confusion about a function of consciousness.Behavioral and Brain Sci- ences, 18(2):227–247, 1995

Reference 18

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Observation 20c9c298-bf8f-4e01-a480-6324eac72c71 · outbound

This paper cites Gradient pursuits.IEEE Transactions on Signal Processing, 56(6):2370–2382, 2008.

Verbalizable Representations Form a Global Workspace in Language Models Gradient pursuits.IEEE Transactions on Signal Processing, 56(6):2370–2382, 2008

Reference 19

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Observation 93cceac6-59c2-4b7b-b3a7-b1c64741ea6e · outbound

This paper cites Slot Machines: How LLMs Keep Track of Multiple Entities.

Verbalizable Representations Form a Global Workspace in Language Models Slot Machines: How LLMs Keep Track of Multiple Entities

Reference 20

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Observation 4f57dc7f-32a1-4ff0-bd50-6efd9175201c · outbound

This paper cites Towards monosemanticity: Decom- posing language models with dictionary learning.Transformer Circuits Thread, 2023.

Verbalizable Representations Form a Global Workspace in Language Models Towards monosemanticity: Decom- posing language models with dictionary learning.Transformer Circuits Thread, 2023

Reference 21

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Observation 32123543-4b1d-427d-8359-bc2db27f8b33 · outbound

This paper cites Consciousness in Artificial Intelligence: Insights from the Science of Consciousness.

Verbalizable Representations Form a Global Workspace in Language Models Consciousness in Artificial Intelligence: Insights from the Science of Consciousness

Reference 22

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Observation 4fa2c11e-a680-4453-987f-cb9077461988 · outbound

This paper cites Could a Large Language Model be Conscious?.

Verbalizable Representations Form a Global Workspace in Language Models Could a Large Language Model be Conscious?

Reference 23

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Observation 3b3f4aa1-d1b2-49c5-899b-7680e5dae93c · outbound

This paper cites Oxford University Press New York, 1996.

Verbalizable Representations Form a Global Workspace in Language Models Oxford University Press New York, 1996

Reference 24

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Observation d0c355e5-3e6c-4c9d-b9f9-7fce70dbdad6 · outbound

This paper cites A is for absorption: Studying feature splitting and absorption in sparse autoencoders.arXiv preprint arXiv:2409.14507, 2024.

Verbalizable Representations Form a Global Workspace in Language Models A is for absorption: Studying feature splitting and absorption in sparse autoencoders.arXiv preprint arXiv:2409.14507, 2024

Reference 25

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Observation 1973f5a3-a744-4e2d-8728-63df377402b6 · outbound

This paper cites SelfIE: Self-Interpretation of Large Language Model Embeddings.

Verbalizable Representations Form a Global Workspace in Language Models SelfIE: Self-Interpretation of Large Language Model Embeddings

Reference 26

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Observation cb728837-592f-421a-9d35-1552900828f2 · outbound

This paper cites DoLa: Decoding by Contrasting Layers Improves Factuality in Large Language Models.

Verbalizable Representations Form a Global Workspace in Language Models DoLa: Decoding by Contrasting Layers Improves Factuality in Large Language Models

Reference 27

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Observation faa74bfe-a12b-4126-8123-f6dc64b3edfb · outbound

This paper cites Summing Up the Facts: Additive Mechanisms Behind Factual Recall in LLMs.

Verbalizable Representations Form a Global Workspace in Language Models Summing Up the Facts: Additive Mechanisms Behind Factual Recall in LLMs

Reference 28

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Observation 04accae1-5f6d-4f7a-b929-9aa8052779be · outbound

This paper cites A taxonomy of external and internal attention.Annual Review of Psychology, 62:73–101, 2011.

Verbalizable Representations Form a Global Workspace in Language Models A taxonomy of external and internal attention.Annual Review of Psychology, 62:73–101, 2011

Reference 29

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Observation 5fb0d9d1-5b8c-4098-9ce1-e571fd0050ff · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Verbalizable Representations Form a Global Workspace in Language Models Training Verifiers to Solve Math Word Problems

Reference 30

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Observation f08f9533-0327-41f3-bea9-20d2096ba61c · outbound

This paper cites Does It Make Sense to Speak of Introspection in Large Language Models?.

Verbalizable Representations Form a Global Workspace in Language Models Does It Make Sense to Speak of Introspection in Large Language Models?

Reference 31

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Observation 7f00299a-dcef-4344-9d84-b215bab28a84 · outbound

This paper cites The magical number 4 in short-term memory: A reconsideration of men- tal storage capacity.Behavioral and Brain Sciences, 24(1):87–114, 2001.

Verbalizable Representations Form a Global Workspace in Language Models The magical number 4 in short-term memory: A reconsideration of men- tal storage capacity.Behavioral and Brain Sciences, 24(1):87–114, 2001

Reference 32

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Observation a6d236b3-abc9-480d-8da2-bc0bec8e797d · outbound

This paper cites Analyzing transformers in em- bedding space.

Verbalizable Representations Form a Global Workspace in Language Models Analyzing transformers in em- bedding space

Reference 34

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Observation bce83c46-f01d-4737-bfe9-8f49f4236762 · outbound

This paper cites Experimental and theoretical approaches to conscious processing.Neuron, 70(2):200–227, 2011.

Verbalizable Representations Form a Global Workspace in Language Models Experimental and theoretical approaches to conscious processing.Neuron, 70(2):200–227, 2011

Reference 35

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Observation 46121054-ca91-408a-a7c0-626689169e2a · outbound

This paper cites Towards a cognitive neuroscience of consciousness: basic evidence and a workspace framework.Cognition, 79(1–2):1–37, 2001.

Verbalizable Representations Form a Global Workspace in Language Models Towards a cognitive neuroscience of consciousness: basic evidence and a workspace framework.Cognition, 79(1–2):1–37, 2001

Reference 36

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Observation fd6eedc7-878d-4189-b1ef-a221b2fd7dae · outbound

This paper cites doi: 10.18653/v1/2023.acl-long.893.

Verbalizable Representations Form a Global Workspace in Language Models doi: 10.18653/v1/2023.acl-long.893

Reference 37

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Observation d8c79a2d-5be0-4b42-b2ac-229c62c82e41 · outbound

This paper cites What is consciousness, and could ma- chines have it?Science, 358(6362):486–492, 2017.

Verbalizable Representations Form a Global Workspace in Language Models What is consciousness, and could ma- chines have it?Science, 358(6362):486–492, 2017

Reference 38

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source=pdf_text observed=2026-08-01T23:15:20.537121Z digest=sha256:e1fcb783b61d55132219f4bcc78d8803d3d0b046a19475d61737802208a2edcf

Observation f2b7447b-6196-427c-b4e7-26f209fea0e1 · outbound

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Verbalizable Representations Form a Global Workspace in Language Models From Explicit CoT to Implicit CoT: Learning to Internalize CoT Step by Step

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source=pdf_text observed=2026-08-01T23:15:20.584455Z digest=sha256:f85cefe9d7bd6650abcd87205b81e7ab4735e213a2afc7b494d34a6764d983ba

Observation d8d990d6-672b-49d2-8aaf-b5af20bbec24 · outbound

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Verbalizable Representations Form a Global Workspace in Language Models A neuronal model of a global workspace in effortful cognitive tasks.Proceedings of the National Academy of Sci- ences, 95(24):14529–14534, 1998

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Observation 3bde276d-0ef0-470a-a123-9551844da32e · outbound

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Verbalizable Representations Form a Global Workspace in Language Models Amnesic Probing: Behavioral Explanation with Amnesic Counterfactuals

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source=pdf_text observed=2026-08-01T23:15:20.714051Z digest=sha256:272bd5db769131843af7c78822b54abadcd4a6ecad91891d99f1d319b2e8836b

Observation c7e0295e-79cd-4650-8c5c-2ba936403446 · outbound

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Verbalizable Representations Form a Global Workspace in Language Models A mathematical framework for transformer circuits.Transformer Circuits Thread, 2021

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source=pdf_text observed=2026-08-01T23:15:20.773855Z digest=sha256:7d6d283816ada17a733d38cc18c821a77ae9354bb65db6aa2406c3d08686c892

Observation 914133ed-5878-495d-985e-60fd8a0ad5e6 · outbound

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Verbalizable Representations Form a Global Workspace in Language Models Transcoders Find Interpretable LLM Feature Circuits

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source=pdf_text observed=2026-08-01T23:15:20.650998Z digest=sha256:aac08f9d80392d3625199af5b4af8e3c87fc889c12086ecbc67cbfbae5c3a2c5

Observation a3db9c6d-9563-4c9b-8aa9-dff212a6c40c · outbound

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Verbalizable Representations Form a Global Workspace in Language Models Unsupervised decoding of encoded reasoning using language model inter- pretability.arXiv preprint arXiv:2512.01222, 2025

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source=pdf_text observed=2026-08-01T23:15:20.913972Z digest=sha256:a99a605280db7af589490dd2e62bc50575b132cb3361a6385407c2ff208d341b

Observation c53517b6-9a9a-4432-b51b-4944b896f9a2 · outbound

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Verbalizable Representations Form a Global Workspace in Language Models Computational higher-order theories of consciousness

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source=pdf_text observed=2026-08-01T23:15:20.958912Z digest=sha256:a1a640e123cbc5a08a6ab8650ae7f373dc23456d558f55019bb091c608790e0f

Observation 8f5528ad-7111-479d-b55d-4a929ae02e6d · outbound

This paper cites Toy models of superposition.Transformer Circuits Thread, 2022.

Verbalizable Representations Form a Global Workspace in Language Models Toy models of superposition.Transformer Circuits Thread, 2022

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source=pdf_text observed=2026-08-01T23:15:20.843039Z digest=sha256:302dbdf83aab84354826c88c9d2efd561997db8a4f2b6010d97c0bd8df2f93ef

Observation b8b13074-ce29-4594-ad8d-71030c51a747 · outbound

This paper cites From Simulation to Enaction: Post-trained language models recognize and react to their own generations.

Verbalizable Representations Form a Global Workspace in Language Models From Simulation to Enaction: Post-trained language models recognize and react to their own generations

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source=pdf_text observed=2026-08-01T23:15:21.143225Z digest=sha256:4f874e350ff21f0783c6a8e86f2636556f0185b7ec88e22ed970b061e3372d4f

Observation cd4e43cd-e271-4d55-9f71-0e478c24c85f · outbound

This paper cites Gaze heads: How VLMs look at what they describe.

Verbalizable Representations Form a Global Workspace in Language Models Gaze heads: How VLMs look at what they describe

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source=pdf_text observed=2026-08-01T23:15:21.284492Z digest=sha256:c1c3d5afce1a21d0c8f8869941f3317e26d28d521d61e7b4f789214745fa0ca1

Observation 6350b635-0191-4b41-80dc-e347b910b7d9 · outbound

This paper cites Natural language autoencoders produce unsupervised explanations of llm activations.Transformer Circuits Thread, 2026.

Verbalizable Representations Form a Global Workspace in Language Models Natural language autoencoders produce unsupervised explanations of llm activations.Transformer Circuits Thread, 2026

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source=pdf_text observed=2026-08-01T23:15:21.024292Z digest=sha256:4d8a74396a8b3ded1f55f415ed041020c104cf1e16761e03ce9695b8a88e9956

Observation f68d3786-c7f1-40da-8452-cb8ad91c4fda · outbound

This paper cites The benefits of bad advice: Autocontrastive decoding across model layers.

Verbalizable Representations Form a Global Workspace in Language Models The benefits of bad advice: Autocontrastive decoding across model layers

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source=pdf_text observed=2026-08-01T23:15:21.633318Z digest=sha256:f4053f4cf31734568fc45fbbac309ed4c3c9367bfe912d5bd65758cd37cf5fac

Observation ff5b980e-8894-43c9-956a-f3129be9799b · outbound

This paper cites Transformer Feed-Forward Layers Build Predictions by Promoting Concepts in the Vocabulary Space.

Verbalizable Representations Form a Global Workspace in Language Models Transformer Feed-Forward Layers Build Predictions by Promoting Concepts in the Vocabulary Space

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source=pdf_text observed=2026-08-01T23:15:21.840407Z digest=sha256:6297bec7e84041ed2cb81896fb47f762ffb3db80f66cd3b76c2a693784f12d39

Observation 15905d18-feab-48cb-bb8c-1d6fa837c316 · outbound

This paper cites Automatically Identifying Local and Global Circuits with Linear Computation Graphs.

Verbalizable Representations Form a Global Workspace in Language Models Automatically Identifying Local and Global Circuits with Linear Computation Graphs

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source=pdf_text observed=2026-08-01T23:15:21.461651Z digest=sha256:db40d4d539644136c393df19e7229423f3d5347c02c08e91884038270ada888b

Observation 3e10fd95-add3-48e1-81c3-3a833a5a45e2 · outbound

This paper cites Patchscopes: A Unifying Framework for Inspecting Hidden Representations of Language Models.

Verbalizable Representations Form a Global Workspace in Language Models Patchscopes: A Unifying Framework for Inspecting Hidden Representations of Language Models

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source=pdf_text observed=2026-08-01T23:15:22.360923Z digest=sha256:5ae3e1727a454bca9bde430cbdb3b37fd860a38c6ef3f1181beac3f2a75ea80c

Observation cb8e2d2e-4ced-4890-8a5f-a7c93cdadad3 · outbound

This paper cites Equivalent linear mappings of large language models.arXiv preprint arXiv:2505.24293, 2025.

Verbalizable Representations Form a Global Workspace in Language Models Equivalent linear mappings of large language models.arXiv preprint arXiv:2505.24293, 2025

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source=pdf_text observed=2026-08-01T23:15:22.555875Z digest=sha256:106109c1cf5c399fa21f02bb15bebe3efbb60f26e5ec90bce9c491903a268fc3

Observation 1b21322c-689b-4c91-9106-7e7355592ac2 · outbound

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Verbalizable Representations Form a Global Workspace in Language Models Dissecting Recall of Factual Associations in Auto-Regressive Language Models

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source=pdf_text observed=2026-08-01T23:15:22.194747Z digest=sha256:f5e476f7eb3f5d64a74efef826bf448184e22552d7101c28548a03aa9a70e370

Observation 90126bb1-5e24-4770-9338-bdc44c54de10 · outbound

This paper cites an unresolved cited work.

Verbalizable Representations Form a Global Workspace in Language Models Unresolved cited work

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no resolver link, observed 2026-08-01T23:15:23.166361Z

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source=pdf_text observed=2026-08-01T23:15:23.166361Z digest=sha256:df5e2d2bbc6d81927fd8c16ba33cc508e558f9e47bc73b063ef7cd066f2c6be7

Observation d406d612-cdeb-4712-a465-bb94445022c3 · outbound

This paper cites Deliberative Alignment: Reasoning Enables Safer Language Models.

Verbalizable Representations Form a Global Workspace in Language Models Deliberative Alignment: Reasoning Enables Safer Language Models

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source=pdf_text observed=2026-08-01T23:15:23.274320Z digest=sha256:d41a610c342e9c2f63586121108a7d104756a679e282370eb175cc5b1b915af3

Observation 84f9c205-b419-4d1f-8bbd-d69524c3b11d · outbound

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Verbalizable Representations Form a Global Workspace in Language Models Coordination Among Neural Modules Through a Shared Global Workspace

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source=pdf_text observed=2026-08-01T23:15:22.713495Z digest=sha256:210227a7b45eea9b0529dfb1898b2d678036bfa39fa7e6f21fb47dc5a9774e3b

Observation 20150452-521e-4724-9a2f-6b4ea71ca8b6 · outbound

This paper cites an unresolved cited work.

Verbalizable Representations Form a Global Workspace in Language Models Unresolved cited work

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source=pdf_text observed=2026-08-01T23:15:22.910007Z digest=sha256:ff9dc7678525c73734bea836858a8092b78bbfb09f0f590b40a1a2434137c678

Observation 29f38ce1-663c-46e3-ac52-543e31dfeb94 · outbound

This paper cites Overthinking the Truth: Understanding how Language Models Process False Demonstrations.

Verbalizable Representations Form a Global Workspace in Language Models Overthinking the Truth: Understanding how Language Models Process False Demonstrations

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source=pdf_text observed=2026-08-01T23:15:23.697841Z digest=sha256:c995d68ab454cb7cc9e50d3dcd75f304cb313f5fe2200d08234a5b048d67a58d

Observation 7b3a680a-d518-4581-b715-9dc7a2303681 · outbound

This paper cites How does gpt-2 com- pute greater-than?: Interpreting mathematical abilities in a pre-trained language model.Advances in Neural Information Processing Systems, 36:76033–76060,.

Verbalizable Representations Form a Global Workspace in Language Models How does gpt-2 com- pute greater-than?: Interpreting mathematical abilities in a pre-trained language model.Advances in Neural Information Processing Systems, 36:76033–76060,

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source=pdf_text observed=2026-08-01T23:15:23.846148Z digest=sha256:6aa9e874f76b63881e58b117ab1764fa280ba3fcf48708d1235556966df8c312

Observation e4282052-0b48-4cd2-a8c1-80dab0433a15 · outbound

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Verbalizable Representations Form a Global Workspace in Language Models Universal Neurons in GPT2 Language Models

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source=pdf_text observed=2026-08-01T23:15:23.410991Z digest=sha256:0c7b631e9f0cf28239ad9388835266a7de74a13621056494f6626e7d7d8111fe

Observation cfc7aa8d-a76d-4d40-a6f9-9135b24dac8c · outbound

This paper cites When models manipulate manifolds: The geometry of a counting task.

Verbalizable Representations Form a Global Workspace in Language Models When models manipulate manifolds: The geometry of a counting task

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source=pdf_text observed=2026-08-01T23:15:23.559598Z digest=sha256:a14503b1206decc05ce6ff6c70f85bd7f78bec3f5851b2ba2d77e398cd6dc48e

Observation ab1a5f40-88ae-4926-903e-7a8ed99d19a2 · outbound

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Verbalizable Representations Form a Global Workspace in Language Models Linearity of Relation Decoding in Transformer Language Models

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source=pdf_text observed=2026-08-01T23:15:24.524953Z digest=sha256:3a73818499e4cc0cd23895b8629160e4855b748ca111129ac5ab143098bc60f4

Observation 897f92ff-492c-46d9-9b2e-e06dcf1ada7f · outbound

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Verbalizable Representations Form a Global Workspace in Language Models Designing and Interpreting Probes with Control Tasks

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source=pdf_text observed=2026-08-01T23:15:24.669373Z digest=sha256:15fdf203feee707af7eec39c19bdd2215d5eb61acc9af339e127fd96b1f05cea

Observation 0f1efd9d-d3b9-4f3b-b09b-7036439ed632 · outbound

This paper cites an unresolved cited work.

Verbalizable Representations Form a Global Workspace in Language Models Unresolved cited work

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source=pdf_text observed=2026-08-01T23:15:24.022604Z digest=sha256:6b94889600ad7d5792ad4faf91fc0e7c30760bea03873c5712a25407a18c65e2

Observation 06607832-d611-49df-921a-c2c74288dcde · outbound

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Verbalizable Representations Form a Global Workspace in Language Models In-context learning creates task vectors

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Observation b41883e7-602d-4bab-8372-7f93c931f0db · outbound

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Verbalizable Representations Form a Global Workspace in Language Models Measuring massive multitask language understanding.International Con- ference on Learning Representations (ICLR), 2021

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source=pdf_text observed=2026-08-01T23:15:24.348666Z digest=sha256:d9707e4e5ed98af7e58cf69899c2710758baa4606abf1f281469bf3e27d18986

Observation c25feb91-f3ac-46db-8c6f-dc5650e7c8d3 · outbound

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Verbalizable Representations Form a Global Workspace in Language Models A process dissociation framework: Separating automatic from intentional uses of memory.Journal of memory and language, 30(5):513–541, 1991

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source=pdf_text observed=2026-08-01T23:15:25.275365Z digest=sha256:650d07ee6c55ce89ce1fce66f8f6aa8b4065d9ff6999d54144423f73938b44e1

Observation 6e4bb17a-44ff-451d-b3eb-6a4a581902fc · outbound

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Verbalizable Representations Form a Global Workspace in Language Models Characterizing stable regions in the residual stream of LLMs

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source=pdf_text observed=2026-08-01T23:15:25.414008Z digest=sha256:89e179b399ba308796658d66ce579f64db9c20f1485f4273b3cfc8a47c5eb9b6

Observation 25df6b00-1379-44d0-b7b7-1578c5fdf43c · outbound

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Verbalizable Representations Form a Global Workspace in Language Models A structural probe for finding syntax in word representations

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source=pdf_text observed=2026-08-01T23:15:24.807605Z digest=sha256:0f1c08d852d822f8b7c59f81f6cb68af5dde0b8057aeeaaa80c805dcf73dd36a

Observation 91aeda39-4e57-4192-879d-a4631ccf4c74 · outbound

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Verbalizable Representations Form a Global Workspace in Language Models Fast weight programming and linear transformers: from machine learning to neurobiology.arXiv preprint arXiv:2508.08435, 2025

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source=pdf_text observed=2026-08-01T23:15:24.930238Z digest=sha256:33a5f0f538fb80f37a39b57c9d081fe8737c61fb87f7e48c51f0f7ca38626fe7

Observation 6ca9b602-cdbe-418c-836f-ae0d33631d54 · outbound

This paper cites an unresolved cited work.

Verbalizable Representations Form a Global Workspace in Language Models Unresolved cited work

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source=pdf_text observed=2026-08-01T23:15:25.175081Z digest=sha256:03c37721041b6ee0e67b8ede72f4baf9efef151fc118a29061e6a8fecd9844c3

Observation 6263087a-9ae7-40b1-a40f-ebb63a10a8a4 · outbound

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Verbalizable Representations Form a Global Workspace in Language Models Language Models (Mostly) Know What They Know

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source=pdf_text observed=2026-08-01T23:15:26.160954Z digest=sha256:608bbb5aee4d88710023814154ee52ef614004eb18d4421becedbc19bb420dae

Observation e7ad0748-cb5f-4efd-b51a-0cb18fd7d52c · outbound

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Verbalizable Representations Form a Global Workspace in Language Models macmillan, 2011

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source=pdf_text observed=2026-08-01T23:15:26.300275Z digest=sha256:0e9d37cdfabe23ea4668abf57f98540bcb96dcd9fb6d77a89b32ce501a3d2ab5

Observation 415d25c3-eef2-4128-8835-0b3d4395b08b · outbound

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Verbalizable Representations Form a Global Workspace in Language Models Lan- guage models are capable of metacognitive monitoring and control of their internal activa- tions.arXiv preprint arXiv:2505.13763, 2025

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source=pdf_text observed=2026-08-01T23:15:25.574344Z digest=sha256:dae8a8eb08f79718fa448ed81f028b567ce1eab9ba9572c16d7b46002c69764d

Observation 6fc020cd-ce0f-4f89-b57d-38867223c64e · outbound

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Verbalizable Representations Form a Global Workspace in Language Models Backward Lens: Projecting Language Model Gradients into the Vocabulary Space

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source=pdf_text observed=2026-08-01T23:15:26.836019Z digest=sha256:bfe822b549515d64a51e94a242bec23655802cfe97897c1e0d18e7f03d99d36d

Observation 6c8b6a24-f2ca-453a-b294-e6c1cd764c2d · outbound

This paper cites Devils in Middle Layers of Large Vision-Language Models: Interpreting, Detecting and Mitigating Object Hallucinations via Attention Lens.

Verbalizable Representations Form a Global Workspace in Language Models Devils in Middle Layers of Large Vision-Language Models: Interpreting, Detecting and Mitigating Object Hallucinations via Attention Lens

Reference 81

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source=pdf_text observed=2026-08-01T23:15:25.901469Z digest=sha256:edf4e548284783da6928e69ef58bb8aec615b5ff87d53b7456d8b0848ba70580

Observation 6c3607d2-1e76-4418-baa6-0fd33a89ea3f · outbound

This paper cites TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension.

Verbalizable Representations Form a Global Workspace in Language Models TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension

Reference 82

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source=pdf_text observed=2026-08-01T23:15:26.020144Z digest=sha256:189bf4e461a59bc7d1b5d76a6ca78e178c79ad889084f7416fe4300097f9470d

Observation de42415f-8cc4-467c-91b0-219ea467e1e0 · outbound

This paper cites Building transformers from neu- rons and astrocytes.Proceedings of the National Academy of Sciences, 120(34):e2219150120,.

Verbalizable Representations Form a Global Workspace in Language Models Building transformers from neu- rons and astrocytes.Proceedings of the National Academy of Sciences, 120(34):e2219150120,

Reference 83

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source=pdf_text observed=2026-08-01T23:15:27.315887Z digest=sha256:f232f239e2c8067f5ec8aca24b20889c63fd351469e846a79f743f3d20984636

Observation 92b12914-ff66-4388-b3c1-3292c675f2f1 · outbound

This paper cites AtP*: An efficient and scalable method for localizing LLM behaviour to components.

Verbalizable Representations Form a Global Workspace in Language Models AtP*: An efficient and scalable method for localizing LLM behaviour to components

Reference 84

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no resolver link, observed 2026-08-01T23:15:27.600435Z

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source=pdf_text observed=2026-08-01T23:15:27.600435Z digest=sha256:67e4b4c6201c063ca753a72f03310383ad9911fa352e470ea0120ef15c80ca99

Observation c73023eb-0142-48bc-96c2-91a7d49ca84d · outbound

This paper cites Tracing attention computation through feature interactions.Transformer Circuits Thread,.

Verbalizable Representations Form a Global Workspace in Language Models Tracing attention computation through feature interactions.Transformer Circuits Thread,

Reference 85

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source=pdf_text observed=2026-08-01T23:15:26.403868Z digest=sha256:60a7c1fa93a42a7886add65eaab28a1b5cff95a30dfd7ac854c076904ce9c05c

Observation 0c7fc135-31ff-4e35-a7a6-162df9da1fbc · outbound

This paper cites an unresolved cited work.

Verbalizable Representations Form a Global Workspace in Language Models Unresolved cited work

Reference 86

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no resolver link, observed 2026-08-01T23:15:26.519224Z

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source=pdf_text observed=2026-08-01T23:15:26.519224Z digest=sha256:82766cd307f95ac0cc2ebfcff6773d508fbd3909d62098d64acf41e6aecbdd6a

Observation 6d0f9017-b90f-4ff8-ab0c-5c9e0db91938 · outbound

This paper cites Activation oracles: Training and evaluating llms as general-purpose activation explainers.

Verbalizable Representations Form a Global Workspace in Language Models Activation oracles: Training and evaluating llms as general-purpose activation explainers

Reference 87

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no resolver link, observed 2026-08-01T23:15:26.682523Z

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source=pdf_text observed=2026-08-01T23:15:26.682523Z digest=sha256:095d0b9613e02c240bc47b4f13d0232acd9ec06641fa77de3974402db366cf83

Observation 4fb2f18c-e0d7-445e-b6af-eb3128182f59 · outbound

This paper cites Me, myself, and ai: The situational awareness dataset (sad) for llms.Advances in Neural Information Processing Systems, 37:64010–64118, 2024.

Verbalizable Representations Form a Global Workspace in Language Models Me, myself, and ai: The situational awareness dataset (sad) for llms.Advances in Neural Information Processing Systems, 37:64010–64118, 2024

Reference 88

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source=pdf_text observed=2026-08-01T23:15:28.149086Z digest=sha256:d87776d5a612e4e26b9b91a41a433279e8f5287ebc95080b38dd67d08693aa14

Observation 8e639387-1cea-4e88-8586-6f099fedb402 · outbound

This paper cites The cognitive unconscious.Science, 237(4821):1445–1452, 1987.

Verbalizable Representations Form a Global Workspace in Language Models The cognitive unconscious.Science, 237(4821):1445–1452, 1987

Reference 89

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source=pdf_text observed=2026-08-01T23:15:26.990268Z digest=sha256:47a11a84f3fa0f5e7852788a5c31ed58af3e28c34190bd02f0353a446f0a509a

Observation f65bd2ff-206e-47ee-b842-1ea572e9c0d5 · outbound

This paper cites Similarity of neural network representations revisited.

Verbalizable Representations Form a Global Workspace in Language Models Similarity of neural network representations revisited

Reference 90

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source=pdf_text observed=2026-08-01T23:15:27.161087Z digest=sha256:2f04778798268275e42a3a9ee903a74e039ebeaa0042e07e90ba8e3252399907

Observation cb6d503d-847b-41e5-8334-18794be5cf5c · outbound

This paper cites Empirical support for higher-order theories of conscious awareness.Trends in cognitive sciences, 15(8):365–373, 2011.

Verbalizable Representations Form a Global Workspace in Language Models Empirical support for higher-order theories of conscious awareness.Trends in cognitive sciences, 15(8):365–373, 2011

Reference 91

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source=pdf_text observed=2026-08-01T23:15:28.559068Z digest=sha256:1e13441e53517ca2469af290e1ef6db947e00d25ac34676b4c15289cf65bd91e

Observation 35259f25-0d36-4b67-b547-b4973e6e7002 · outbound

This paper cites an unresolved cited work.

Verbalizable Representations Form a Global Workspace in Language Models Unresolved cited work

Reference 92

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source=pdf_text observed=2026-08-01T23:15:27.472713Z digest=sha256:fa17ceb1b79717989f359beb56c3bc0b6ea348b662d17dadef1d558648ce5c8d

Observation 65ab6ea3-5c17-4441-b6d9-a11a7d710520 · outbound

This paper cites Self unbound: ego dissolution in psychedelic experience.

Verbalizable Representations Form a Global Workspace in Language Models Self unbound: ego dissolution in psychedelic experience

Reference 93

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verified exact
doi, observed 2026-08-01T23:19:03.024895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-01T23:15:28.767250Z digest=sha256:28c42d0d73566b5f0ae8cf919931c5c21af0d6c046a893ae66c97833f864472f

Observation 9d30bf15-a1d7-4f8b-8fcf-097617a8a979 · outbound

This paper cites LatentLens: Revealing Highly Interpretable Visual Tokens in LLMs.

Verbalizable Representations Form a Global Workspace in Language Models LatentLens: Revealing Highly Interpretable Visual Tokens in LLMs

Reference 94

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source=pdf_text observed=2026-08-01T23:15:27.706801Z digest=sha256:779c3a9d54deb4f6b8ce0ba16c2685bbec3142e7765d6edd35f2c16c3fd248d5

Observation 61a73ef8-150f-4674-9101-62cf2a04c5e4 · outbound

This paper cites Large Associative Memory Problem in Neurobiology and Machine Learning.

Verbalizable Representations Form a Global Workspace in Language Models Large Associative Memory Problem in Neurobiology and Machine Learning

Reference 95

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source=pdf_text observed=2026-08-01T23:15:27.830495Z digest=sha256:8102337069311dfe357d901cdefa27f4e97424aabf7723cc89bf09307f0e5bd2

Observation 7a530284-4b68-4d63-9363-2b54b34371ab · outbound

This paper cites The Remarkable Robustness of LLMs: Stages of Inference?.

Verbalizable Representations Form a Global Workspace in Language Models The Remarkable Robustness of LLMs: Stages of Inference?

Reference 96

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no resolver link, observed 2026-08-01T23:15:27.971817Z

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source=pdf_text observed=2026-08-01T23:15:27.971817Z digest=sha256:df222a1c3df04ec440a48a82af1892bda3fc4ebbc0b154258bbaea53d03b1905

Observation 30e1a30d-cda0-46f7-a1b3-99273db5f393 · outbound

This paper cites Emergent introspective awareness in large language models.Trans- former Circuits Thread, 2025.

Verbalizable Representations Form a Global Workspace in Language Models Emergent introspective awareness in large language models.Trans- former Circuits Thread, 2025

Reference 97

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source=pdf_text observed=2026-08-01T23:15:29.072161Z digest=sha256:59a4e011181428e44932d0705031c5c265b4c8a0e5be5419bfc4a9718f71e6c2

Observation 618e5c04-cc65-412d-aa4a-c59af28deff0 · outbound

This paper cites an unresolved cited work.

Verbalizable Representations Form a Global Workspace in Language Models Unresolved cited work

Reference 98

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-01T23:15:28.296911Z digest=sha256:1ef50cbae8098d28bd920ecd1b022f4c18fbcc3f98a06f257e85e8b41b235ee2

Observation ed6dcf15-9fa0-494c-bf84-164872d023ab · outbound

This paper cites an unresolved cited work.

Verbalizable Representations Form a Global Workspace in Language Models Unresolved cited work

Reference 99

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verified exact
doi, observed 2026-08-01T23:19:03.190307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-01T23:15:28.410142Z digest=sha256:600c29e56ebe9111af951030164c79644a338919b77ed4b903248ee2cef609c3

Observation 0727bd27-70cd-49f8-b6d6-017043cfb9d2 · outbound

This paper cites Introspective capabilities in large language models.Journal of Consciousness Studies, 30(9-10):143–153, 2023.

Verbalizable Representations Form a Global Workspace in Language Models Introspective capabilities in large language models.Journal of Consciousness Studies, 30(9-10):143–153, 2023

Reference 100

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source=pdf_text observed=2026-08-01T23:15:29.378313Z digest=sha256:cafcc107176ff620bda35ab5ef3288b20cf070d1dfd3ce860e9c8207e2299b24

Observation 322759d2-a828-403a-89b9-196fa3ae6ba1 · outbound

This paper cites Sparse Autoencoders Do Not Find Canonical Units of Analysis.

Verbalizable Representations Form a Global Workspace in Language Models Sparse Autoencoders Do Not Find Canonical Units of Analysis

Reference 101

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no resolver link, observed 2026-08-01T23:15:28.686940Z

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source=pdf_text observed=2026-08-01T23:15:28.686940Z digest=sha256:4caf7579e35a8891350b37a64fc3752a50146d6c4cb7a20c9c861c69118c2ff1

Observation 62e6ca4a-ddca-4677-90ec-d02c09dda7af · outbound

This paper cites Paths not taken: Under- standing and mending the multilingual factual recall pipeline.

Verbalizable Representations Form a Global Workspace in Language Models Paths not taken: Under- standing and mending the multilingual factual recall pipeline

Reference 102

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source=pdf_text observed=2026-08-01T23:15:29.682340Z digest=sha256:73bec7127eb00b80e69c2405e4055dd3c6e5d59a3602526788e75b7be8a4b441

Observation a0488b12-21b3-4476-adec-80f1cc357e08 · outbound

This paper cites Inference-Time Intervention: Eliciting Truthful Answers from a Language Model.

Verbalizable Representations Form a Global Workspace in Language Models Inference-Time Intervention: Eliciting Truthful Answers from a Language Model

Reference 103

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no resolver link, observed 2026-08-01T23:15:28.839363Z

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source=pdf_text observed=2026-08-01T23:15:28.839363Z digest=sha256:a083794c1edf009c888ef741dd84a2764741792492dcdd583231f10d0375d226

Observation 7360eb3e-f76e-4c45-96d1-03cda6b3410f · outbound

This paper cites Understanding and Patching Compositional Reasoning in LLMs.

Verbalizable Representations Form a Global Workspace in Language Models Understanding and Patching Compositional Reasoning in LLMs

Reference 104

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source=pdf_text observed=2026-08-01T23:15:28.855826Z digest=sha256:0893df6b70cdb513979405b6f92d2ef995399a7afa217723efa69d3afabec113

Pith citing papers

Observation 4e116baa-ac9f-46d5-b69d-7668bedd4a8a · inbound

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model cites this paper.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model Verbalizable Representations Form a Global Workspace in Language Models

Reference 43

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no resolver link, observed 2026-08-01T10:59:55.350406Z

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source=pdf_text observed=2026-08-01T10:59:55.350406Z digest=sha256:49cd3f8951af0f53dd4f0d9e343c4cf7b84f3a00377e32c6e9b401904da1ddf6

Observation ae59fc80-2cd8-41a8-9f87-112fcf225a01 · inbound

Hidden APIs in Language Models: Discovering Reusable Causal Interfaces from Forked Futures cites this paper.

Hidden APIs in Language Models: Discovering Reusable Causal Interfaces from Forked Futures Verbalizable Representations Form a Global Workspace in Language Models

Reference 9

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no resolver link, observed 2026-08-01T04:38:47.969437Z

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source=pdf_text observed=2026-08-01T04:38:47.969437Z digest=sha256:d5d057be865bfee642c4d57db4a67ce99b8d4c9048048d06ec26c56093f8a736

Observation 72864568-5328-4f4f-8581-c2da0bc63895 · inbound

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs cites this paper.

Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs Verbalizable Representations Form a Global Workspace in Language Models

Reference 23

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no resolver link, observed 2026-08-06T00:41:18.194278Z

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source=pdf_text observed=2026-08-06T00:41:18.194278Z digest=sha256:1aa872e9af3ee1f9dfd6ae1d88f28e48a760cc920dbd79f1cf5ec6c059a14452

Observation c4580ec4-2531-4c3c-8e22-d37c94991838 · inbound

Logic Before Language: Pre-pretraining on Formal Derivations Fosters Skill Acquisition and Compressibility cites this paper.

Logic Before Language: Pre-pretraining on Formal Derivations Fosters Skill Acquisition and Compressibility Verbalizable Representations Form a Global Workspace in Language Models

Reference 10

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local_arxiv, observed 2026-08-05T05:33:56.173652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-05T05:33:53.935027Z digest=sha256:c663d928603a583bc81dfdda3991336bf26759a374917e6b5575cc0df6dbf7b3

Observation ce5e1525-4f6f-4903-bfd8-b2eeb4985744 · inbound

Interpreting Language Model Hidden States at Scale cites this paper.

Interpreting Language Model Hidden States at Scale Verbalizable Representations Form a Global Workspace in Language Models

Reference 116

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no resolver link, observed 2026-08-14T04:16:17.156994Z

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source=arxiv_source observed=2026-08-14T04:16:17.156994Z digest=sha256:4c40a6d81c312cebe56c3c02584b5d5f9996fb945951e6e1b8256aea2e0c4e16

Observation 28ae84ee-1e88-4d16-90ba-ec55364dff22 · inbound

Measure, Don't Optimize: Forecasting Recovery in LLM Unlearning cites this paper.

Measure, Don't Optimize: Forecasting Recovery in LLM Unlearning Verbalizable Representations Form a Global Workspace in Language Models

Reference 70

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no resolver link, observed 2026-08-15T14:17:56.777542Z

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source=arxiv_source observed=2026-08-15T14:17:56.777542Z digest=sha256:b5f27b2c43bb1456ac0830d1ec1a278944a5e525db5fac420a9ce709430b1c5f