Paper Citation Record · LEDGER

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model

As of 15 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 0 inbound Pith citation observations for arXiv:2607.20058.

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

pith.paper-citation-record.v1
2607.20058 v1

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T10:59:55.373220Z

measured 50 of 50 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 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

50 of 50 outbound references displayed

verified exact1
verified fuzzy0
unresolved48
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 329cf0af-8808-40f9-bcac-576525a8542c · outbound

This paper cites O., Lehman, J.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model O., Lehman, J

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:54.225520Z

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Observation 458544be-7ab2-4222-aed9-22f867ee7614 · outbound

This paper cites Paired Open-Ended Trailblazer (POET): Endlessly Generating Increasingly Complex and Diverse Learning Environments and Their Solutions.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model Paired Open-Ended Trailblazer (POET): Endlessly Generating Increasingly Complex and Diverse Learning Environments and Their Solutions

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:54.276140Z

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Observation a9c3eadb-35b4-4c08-a244-68f98c6f7428 · outbound

This paper cites M., Schwaller, P., Ortega-Guerrero, A.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model M., Schwaller, P., Ortega-Guerrero, A

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:54.354527Z

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Observation e94ab473-4155-433c-aa03-6daf4bbc8b66 · outbound

This paper cites & Buehler, M.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model & Buehler, M

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:54.460361Z

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Observation 0780f5f7-3df9-4cfa-a236-570e0238ba35 · outbound

This paper cites Sparks: Multi-Agent Artificial Intelligence Model Discovers Protein Design Principles.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model Sparks: Multi-Agent Artificial Intelligence Model Discovers Protein Design Principles

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:54.581935Z

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Observation e8774664-68f2-45c7-a23a-e1cd7d75208d · outbound

This paper cites The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:54.665978Z

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Observation d85cafd7-e701-488f-b3bd-1cf7b2a924c6 · outbound

This paper cites The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:54.791231Z

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Observation 4e416e1c-64cc-4795-a205-f03fe46b83f5 · outbound

This paper cites InAdvances in Neural Information Processing Systems (NeurIPS 2025)(2025).

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model InAdvances in Neural Information Processing Systems (NeurIPS 2025)(2025)

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:54.909234Z

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Observation ddcd816b-0b6f-48d5-9ad0-b30c63e97854 · outbound

This paper cites Formal theory of creativity, fun, and intrinsic motivation.IEEE Transactions on Autonomous Mental Development2, 230–247 (2010).

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model Formal theory of creativity, fun, and intrinsic motivation.IEEE Transactions on Autonomous Mental Development2, 230–247 (2010)

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:54.968318Z

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Observation cc32989f-fbda-4eaa-9477-704d1c45608f · outbound

This paper cites an unresolved cited work.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.018992Z

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Observation b786606e-b104-488d-adf8-189dfdc44201 · outbound

This paper cites an unresolved cited work.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.080104Z

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Observation 3e13b8c7-1f2f-4a90-adac-3a26ee376c06 · outbound

This paper cites an unresolved cited work.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.150389Z

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Observation 20decd14-a13b-4c33-ad95-adbf519c833c · outbound

This paper cites Diffusional viscosity of a polycrystalline solid.Journal of Applied Physics21, 437–445 (1950).

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model Diffusional viscosity of a polycrystalline solid.Journal of Applied Physics21, 437–445 (1950)

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.235123Z

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Observation 6040af7f-d966-4e1d-9af1-e0d86220b2d5 · outbound

This paper cites an unresolved cited work.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.255276Z

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Observation 97447972-fce0-4025-9c24-e17b0fdf4733 · outbound

This paper cites URL https://www.nature.com/articles/s41563-022-01384-1.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model URL https://www.nature.com/articles/s41563-022-01384-1

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.258939Z

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Observation edcb66f7-c7c2-4349-b50c-5c1ff3bdf1e6 · outbound

This paper cites an unresolved cited work.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.261877Z

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Observation 1fdd1a03-9fef-48f0-abc0-a9071cbda913 · outbound

This paper cites an unresolved cited work.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.264970Z

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Observation fab16562-f8f8-4d6b-822c-6ea4aca56f92 · outbound

This paper cites an unresolved cited work.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.267983Z

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Observation a42c967d-4601-483e-a601-749ce8c0e603 · outbound

This paper cites an unresolved cited work.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.271144Z

Source-reported events for the cited work

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Observation efa65e0e-2ceb-4c24-bf8a-c81f881a07d4 · outbound

This paper cites Graph-Native Reinforcement Learning Enables Traceable Scientific Hypothesis Generation through Conceptual Recombination.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model Graph-Native Reinforcement Learning Enables Traceable Scientific Hypothesis Generation through Conceptual Recombination

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.274437Z

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Observation e19b4b42-7542-4e34-905a-3aae445ce299 · outbound

This paper cites an unresolved cited work.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model Unresolved cited work

Reference 21

Resolution: malformed identifier; no resolver link, observed 2026-08-01T10:59:55.277825Z

Source-reported events for the cited work

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Observation 2870d252-e1b8-4bb3-983c-139e4fbe5121 · outbound

This paper cites an unresolved cited work.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model Unresolved cited work

Reference 22

Resolution: verified exact; doi, observed 2026-08-01T11:04:06.923969Z

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 202ce956-27eb-43de-b63c-d7abbad28ac9 · outbound

This paper cites Nature571, 95–98 (2019).

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model Nature571, 95–98 (2019)

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.284095Z

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Observation 91ac7674-eb0e-4850-8105-ac50112a6ef5 · outbound

This paper cites an unresolved cited work.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.287179Z

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Observation 99677f0b-d0be-44a4-8d9e-c5a57e7d60d9 · outbound

This paper cites an unresolved cited work.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.290177Z

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Observation 80b36c96-bb93-430d-8387-b86f5193d843 · outbound

This paper cites an unresolved cited work.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.293293Z

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Observation ed89d4f2-34c3-4f44-b804-14052b5d2b4d · outbound

This paper cites ProtAgents: Protein discovery via large language model multi-agent collaborations combining physics and machine learning.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model ProtAgents: Protein discovery via large language model multi-agent collaborations combining physics and machine learning

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.296106Z

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Observation faacdf64-c373-4f87-8749-58ab23d41a53 · outbound

This paper cites an unresolved cited work.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.299966Z

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Observation 2ca45b18-d56c-4f9c-8a1f-0bd3e1ffb821 · outbound

This paper cites an unresolved cited work.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.303827Z

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Observation 99959f9f-f92a-4d65-9b12-c82e26955ee3 · outbound

This paper cites Y .et al.Autonomous agents coordinating distributed discovery through emergent artifact exchange (2026).

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model Y .et al.Autonomous agents coordinating distributed discovery through emergent artifact exchange (2026)

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.307991Z

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Observation 94e0b0b0-b2c6-41c6-8b3c-c94e15b05c75 · outbound

This paper cites LLM-Prop: Predicting Physical And Electronic Properties Of Crystalline Solids From Their Text Descriptions.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model LLM-Prop: Predicting Physical And Electronic Properties Of Crystalline Solids From Their Text Descriptions

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.311354Z

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Observation 3091bb2e-57cb-40c1-87f9-57e1463c50ed · outbound

This paper cites MaterialBENCH: Evaluating College-Level Materials Science Problem-Solving Abilities of Large Language Models.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model MaterialBENCH: Evaluating College-Level Materials Science Problem-Solving Abilities of Large Language Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.314462Z

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Observation 0ddde81e-7635-40c8-b60f-9d5bbbf8246e · outbound

This paper cites URL https://proceedings.neurips.cc/paper_files/paper/2017/hash/ 3f5ee243547dee91fbd053c1c4a845aa-Abstract.html.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model URL https://proceedings.neurips.cc/paper_files/paper/2017/hash/ 3f5ee243547dee91fbd053c1c4a845aa-Abstract.html

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.318004Z

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Observation 6f44c966-ed90-489d-8a60-0ab31a5aaf0c · outbound

This paper cites URLhttps://transformer-circuits.pub/2021/framework/index.html.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model URLhttps://transformer-circuits.pub/2021/framework/index.html

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.321565Z

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Observation 35ff0818-4583-4a24-b9a2-086a46e52ba2 · outbound

This paper cites & Levy, O.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model & Levy, O

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.324371Z

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Observation 05039a09-f179-4aac-bf64-2c7a6ab858da · outbound

This paper cites URL https://transformer-circuits.pub/2023/ monosemantic-features/index.html.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model URL https://transformer-circuits.pub/2023/ monosemantic-features/index.html

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.328021Z

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Observation 3cefaa3a-407a-4f57-a49c-00549cb7f7af · outbound

This paper cites URL https://transformer-circuits.pub/2024/ scaling-monosemanticity/index.html.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model URL https://transformer-circuits.pub/2024/ scaling-monosemanticity/index.html

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.330923Z

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Observation 360cd85c-ca1d-4fbf-a143-01ffa6294162 · outbound

This paper cites URLhttps://transformer-circuits.pub/2025/attribution-graphs/biology.html.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model URLhttps://transformer-circuits.pub/2025/attribution-graphs/biology.html

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.334139Z

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Observation 31fcd1be-d249-4209-9f92-08c7bd29507f · outbound

This paper cites Discovering Latent Knowledge in Language Models Without Supervision.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model Discovering Latent Knowledge in Language Models Without Supervision

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.337046Z

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Observation bb2c1abf-0d5f-49d6-999d-00e22419fad1 · outbound

This paper cites Towards a Mechanistic Interpretation of Multi-Step Reasoning Capabilities of Language Models.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model Towards a Mechanistic Interpretation of Multi-Step Reasoning Capabilities of Language Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.340415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a71da6c-dac5-432e-9700-26b6456be1c5 · outbound

This paper cites & Liang, P.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model & Liang, P

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.344614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db9fe912-af7a-4da7-92de-b0532a6a752a · outbound

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

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model Eliciting Latent Predictions from Transformers with the Tuned Lens

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.347422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Verbalizable Representations Form a Global Workspace in Language Models.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 255e72cb-03fc-4832-9173-2e179b70cf87 · outbound

This paper cites UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.354646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1c46b0e-f8cd-4755-b1e8-b1d563732b88 · outbound

This paper cites F.et al.Deep reinforcement learning from human preferences.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model F.et al.Deep reinforcement learning from human preferences

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.357685Z

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Observation 940cd124-b365-4dca-9beb-6c5074c75947 · outbound

This paper cites In Advances in Neural Information Processing Systems, vol.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model In Advances in Neural Information Processing Systems, vol

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.360632Z

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Observation 5909c3c7-22bf-453b-a99e-d52690e43779 · outbound

This paper cites Let's Verify Step by Step.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model Let's Verify Step by Step

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.363562Z

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Unavailable: canonical work link unavailable.

Observation bf5157e4-a8cc-4c92-943c-5c1ec8313e2e · outbound

This paper cites Representation Engineering: A Top-Down Approach to AI Transparency.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model Representation Engineering: A Top-Down Approach to AI Transparency

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.367201Z

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Observation 6d3421ef-ae81-43bc-bd55-4403e675a4a3 · outbound

This paper cites Steering Language Models With Activation Engineering.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model Steering Language Models With Activation Engineering

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.370205Z

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Observation f48bc578-f36e-4195-bd6d-03f8485a6139 · outbound

This paper cites Gemma 4 e4b it model card.

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model Gemma 4 e4b it model card

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-01T10:59:55.373220Z

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Pith citing papers

No inbound Pith citation observations are available.