Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T11:53:47.506728Z
Paper Citation Record · LEDGER
As of 17 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 2 inbound Pith citation observations for arXiv:2504.14379.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T11:53:47.506728Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-27T10:36:09.211639Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-03T08:57:48.152681Z
43 of 43 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 2f6e4900-ca75-41d5-a8f4-d3b01eb69a46 · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Unresolved cited work
Reference 1
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Unavailable: canonical work link unavailable.
Observation d52b7fd0-23c5-45c1-8d34-96ed7255fd0c · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 62b88ff8-550c-47f4-a64b-cb48c479503e · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Refusal in language models is mediated by a single direction
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 60fa3c90-13cd-4273-a990-b5f103d9aa3f · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Discovering latent knowledge in language models without supervision
Reference 4
Source-reported events for the cited work
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Observation a01dac76-b5c6-44b1-854c-40ce431965a4 · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Designing a Dashboard for Transparency and Control of Conversational AI
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef13720e-0a2f-4779-bcc2-47542e525312 · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Transcoders find interpretable llm feature circuits
Reference 6
Source-reported events for the cited work
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Observation 389909d4-d244-45c7-99dd-5169ec699cf4 · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model A mathematical framework for transformer circuits
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d07a65a5-12ba-4ca0-a593-60298d1e3f4b · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Do I Know This Entity? Knowledge Awareness and Hallucinations in Language Models
Reference 8
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Unavailable: canonical work link unavailable.
Observation baf66378-3f31-4c75-9d58-bcc9c0b78e61 · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 616ccbc1-282f-44ee-859a-17d02d485cbf · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Stream of Search (SoS): Learning to Search in Language
Reference 10
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Unavailable: canonical work link unavailable.
Observation 3c65f562-47b7-45f7-815b-d826901b3eb8 · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 11
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Unavailable: canonical work link unavailable.
Observation d1a1ac98-ed4f-4f6a-bf4c-768185bb2a8a · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Gaussian Error Linear Units (GELUs)
Reference 12
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Unavailable: canonical work link unavailable.
Observation df6b2f85-0396-4d38-90e5-cecbfa976058 · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Understanding the effects of rlhf on llm generalisation and diversity
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation fa3bc5c0-54d7-4156-b261-9be4965254b4 · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Measuring Faithfulness in Chain-of-Thought Reasoning
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 31082ea8-c38b-4089-985d-372668a9e817 · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model A mechanistic understanding of alignment algorithms: A case study on dpo and toxicity
Reference 15
Source-reported events for the cited work
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Observation e6857bfc-e133-47eb-bc4b-af5aa067c455 · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Shared Global and Local Geometry of Language Model Embeddings
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 80d9d2cc-0d43-45d8-8baf-c0a54f3ac1b0 · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Inference- time intervention: Eliciting truthful answers from a language model
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5ba73a0e-e55b-42b7-b1b1-a5da7551152b · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Unresolved cited work
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1fc06920-49f8-47e4-a024-50ac2427cc92 · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Talking heads: Understanding inter-layer communication in transformer language models
Reference 19
Source-reported events for the cited work
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Observation 6ebe2e01-62bc-4ec1-81f7-a5704f7c19f0 · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Efficient Estimation of Word Representations in Vector Space
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f1f6ab9-6d3b-492f-94a9-df2f0582e431 · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model One fish, two fish, but not the whole sea: Alignment reduces language models' conceptual diversity
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 29151898-cf60-4ebb-a5b3-5fc31abc85c9 · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Emergent linear representations in world models of self-supervised sequence models
Reference 22
Source-reported events for the cited work
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Observation d5acc087-73cf-4099-b95c-868917e84f91 · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Interpreting gpt: The logit lens, 2020
Reference 23
Source-reported events for the cited work
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Observation 4dd43f55-466c-47f8-beb2-feeb74a7282d · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Zoom in: An introduction to circuits
Reference 24
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Unavailable: canonical work link unavailable.
Observation 23ee7f44-ba05-4b01-a032-592ec1ecb52e · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Olshausen and David J
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 4eab2395-ea62-49ea-9ab7-1e74c609e9fd · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model In-context learning and induction heads
Reference 26
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Unavailable: canonical work link unavailable.
Observation 6d2f5af4-a7b2-46c3-9f07-ef0eb1bd10f5 · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Learning to reason with llms
Reference 27
Source-reported events for the cited work
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Observation 3dad8602-e9ec-4a4d-89af-f481cf03ad48 · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model LLMs Know More Than They Show: On the Intrinsic Representation of LLM Hallucinations
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a92d2494-e3cf-4a5e-a5bd-56e65d362a45 · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Does writing with language models reduce content diversity? In The Twelfth International Conference on Learning Representations, 2024
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e899e95e-1081-467c-b00e-a06317ca2715 · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model The linear representation hypothesis and the geometry of large language models
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 89222cb1-d9ab-4cad-8ba2-897f04b904ef · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Fine-tuning enhances existing mechanisms: A case study on entity tracking
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation efc37895-e9bb-434d-afbd-202aa3ab9f17 · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model To backtrack or not to backtrack: When sequential search limits model reasoning
Reference 32
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Unavailable: canonical work link unavailable.
Observation 03fc990b-8040-4596-b3dd-fabbbf8418af · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Steering llama 2 via contrastive activation addition
Reference 33
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Observation 07df36c7-eb31-4b6d-9d35-5317d3fc9ed0 · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model GLU Variants Improve Transformer
Reference 34
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Observation a30d986b-f441-48c5-b9ba-9e7b2d84b1a2 · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Diverse preference learn- ing for capabilities and alignment
Reference 35
Source-reported events for the cited work
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Observation 070207e4-ba60-4fab-bd9f-575fd98e02a4 · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Language models don’t always say what they think: Unfaithful explanations in chain-of-thought prompting
Reference 36
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Unavailable: canonical work link unavailable.
Observation ac902cec-9cd2-413a-911a-e2916290087a · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Understanding reasoning in thinking language models via steering vectors
Reference 37
Source-reported events for the cited work
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Observation b801aff0-6a6c-448c-9185-4a9afa233710 · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Chain-of-thought prompting elicits reasoning in large language models
Reference 38
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Unavailable: canonical work link unavailable.
Observation 83b74323-6da2-41f3-bb1b-6029f0b16903 · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Tree of thoughts: Deliberate problem solving with large language models
Reference 39
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Unavailable: canonical work link unavailable.
Observation 1694bfd1-90c0-4389-9568-d65fafbaf265 · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?
Reference 40
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Unavailable: canonical work link unavailable.
Observation 4cd9a1fa-60ae-4eba-b399-349e334e2ecf · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Reasoning Models Know When They're Right: Probing Hidden States for Self-Verification
Reference 41
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Unavailable: canonical work link unavailable.
Observation 710f8f3e-4c4e-4e95-bdd5-29be6afdd0b4 · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Representation Engineering: A Top-Down Approach to AI Transparency
Reference 42
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Unavailable: canonical work link unavailable.
Observation 11e587e7-ffec-4ad5-ba60-81be05eddb0d · outbound
The Geometry of Self-Verification in a Task-Specific Reasoning Model Unresolved cited work
Reference 2021
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Unavailable: canonical work link unavailable.
Observation 783711c7-5ce7-41b7-a170-522fd284643f · inbound
Tensor Product Representation Probes Reveal Shared Structure Across Linear Directions The Geometry of Self-Verification in a Task-Specific Reasoning Model
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation abb62747-5e2c-4ffa-9216-88db3019bfe9 · inbound
Breaking the Solver Bottleneck: Training Task Generators at the Learnable Frontier The Geometry of Self-Verification in a Task-Specific Reasoning Model
Reference 108
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.