Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T05:19:30.202178Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2506.08359.
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 2026-08-07T05:19:30.202178Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
45 of 45 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 682dde86-4774-459c-8dae-7418cdaaff18 · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Viégas, Hanspeter Pfister, and Martin Wattenberg
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6d7153da-7d78-4441-adcf-7a07e2b50523 · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Steering gpt-2-xl by adding an activation vector
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9cd0c6e5-70fd-4754-a2ed-457d4356558e · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Steering llama 2 via contrastive activation addition
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ed5824e2-6c5d-4a93-87b9-e9df474926b4 · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Direct preference optimization: Your language model is secretly a reward model.Advances in Neural Information Processing Systems, 36:53728–53741, 2023
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 45b52d2d-15c8-471a-b2de-8ce9a1f802ea · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Locating and editing factual associations in gpt.Advances in neural information processing systems, 35:17359–17372, 2022
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7eb8e8d5-2c91-46c9-9fc7-679ea25f9da8 · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Programming Refusal with Conditional Activation Steering
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cba53e92-636d-477b-a5d3-569ca5ec26c3 · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering TruthX: Alleviating hallucinations by editing large language models in truthful space
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0526728d-d7ea-4bc2-84b4-d3476aacf0b6 · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Refusal in Language Models Is Mediated by a Single Direction
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05f4ba7b-2112-4b02-ac9f-af9092261ee9 · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Truthflow: Truthful LLM generation via representation flow correction
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3237afe8-e269-4558-9617-b3417eee2b73 · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Unresolved cited work
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6120db2a-46b1-4c39-856c-b53628a09f36 · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Steering knowledge selection behaviours in LLMs via SAE-based representation engineering
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 13d1151f-dd77-47e0-b3f2-ffff6f123dca · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Lofit: Localized fine-tuning on LLM representations
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6d01e4b4-72b9-435b-995e-69b72b3b691f · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Induction heads as an essential mechanism for pattern matching in in-context learning
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ff1fb717-3da4-45ec-9b50-2b6dd27db6f9 · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering In-context Learning and Induction Heads
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1928aaf2-3c6e-47ef-b15e-9150072269f2 · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Retrieval Head Mechanistically Explains Long-Context Factuality
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 084a692f-43d5-4ba7-bf6c-d75f655a7825 · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering A glitch in the matrix? locating and detecting language model grounding with fakepedia
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a7746e88-e267-4a16-ab21-a2c6f35cccb0 · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering A Primer on the Inner Workings of Transformer-based Language Models
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b648afde-bc63-4a18-a04f-c5e3d744c08e · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Truthfulqa: Measuring how models mimic human falsehoods
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0abfeed8-dfdd-465f-a77a-1a7a6c0ea2b7 · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering MQuAKE: Assessing knowledge editing in language models via multi-hop questions
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6c06eb5b-596e-400d-a1a8-e4daf14066b7 · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Hamilton
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 31f0770d-b65e-4a5d-8f75-1c84b5e6e8ed · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Entity-based knowledge conflicts in question answering
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a92fb971-1b28-41cb-9d9a-f24a910c4efb · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Why so gullible? enhancing the robustness of retrieval-augmented models against counterfactual noise
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f1a68ef2-c266-4c78-bef4-a61e40d18845 · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Discovering Language Model Behaviors with Model-Written Evaluations
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1aaa82a5-8eba-468f-a660-25793b5c8297 · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Contrastive decoding: Open-ended text generation as optimization
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 71c95c59-7702-4b58-b4d8-9628968457c2 · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Glass, and Pengcheng He
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4a1de50c-71c6-4266-b82d-a2c93b770081 · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering In- context sharpness as alerts: An inner representation perspective for hallucination mitigation
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 134168d1-0bf8-4bdd-9b67-257b4d762f08 · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering In-context learning creates task vectors
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8211caa3-5d71-4ef9-93d1-a9d49dec6726 · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Steering Language Models With Activation Engineering
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d72fe0a3-2506-435a-b70c-91bbfadbd3ce · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Spectral Editing of Activations for Large Language Model Alignment
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2a57ad75-c2ad-4fbc-a97a-d6b6733aff18 · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Trusting your evidence: Hallucinate less with context-aware decoding
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6a2a0585-b7ee-42d5-9638-b634c8a7e74f · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Language Models are Few-Shot Learners
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 127cda6a-d2c4-4cff-86f1-e70a39549cb9 · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering GQA: training generalized multi-query transformer models from multi-head checkpoints
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 53720205-313c-49ba-bb67-dfd2fef56f4e · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering ConflictBank: A Benchmark for Evaluating the Influence of Knowledge Conflicts in LLM
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 597b7251-8dc8-4e8b-a28f-977889e3539f · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Adaptive chameleon or stubborn sloth: Revealing the behavior of large language models in knowledge conflicts
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1d86a6e5-824b-40d0-bb41-d85bf2ce674e · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Combating misinformation in the age of llms: Opportunities and challenges.AI Magazine, 2023
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 229db62a-32f6-4090-99d9-179127be7c88 · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering When not to trust language models: Investigating effectiveness of parametric and non-parametric memories
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 53dc8559-cf7b-4154-9f91-b3e70cfab6d4 · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Pytorch: An imperative style, high-performance deep learning library.Advances in neural information processing systems, 32, 2019
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2fda548e-59aa-4c2c-bfda-0f59f7b8db89 · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering HuggingFace's Transformers: State-of-the-art Natural Language Processing
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 12733733-98e5-4040-b41c-88490cb3007b · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Evaluating the ripple effects of knowledge editing in language models.Trans
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0799f130-07aa-4ae3-a0b6-9974aeee7b32 · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Advanced AI Risk
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation bc330a0d-1e46-4e88-9db5-514e971cad13 · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Unresolved cited work
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 41100c45-e8f1-4482-aed8-33f29049a1ba · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Typically, τ is computed as the (100−p) -th percentile over the collection of all head scores, we useτ= 5for all experiments: τ= Percentile {sl,h}l,h,100−p
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9f8a16d0-61a2-461c-8a4b-e34e0c2ddf9d · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering linear” and “SqExp
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2b66d5ea-41a7-46b7-9b4b-64f46521bc7c · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Unresolved cited work
Reference 2021
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 30b7d024-9f38-4efa-a940-c7279563ef91 · outbound
REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Unresolved cited work
Reference 4901
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.