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Paper Citation Record · LEDGER

REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering

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.

pith.paper-citation-record.v1
2506.08359 v3

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:19:30.202178Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

45 of 45 outbound references displayed

  • verified exact0
  • verified fuzzy26
  • unresolved19
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 682dde86-4774-459c-8dae-7418cdaaff18 · outbound

This paper cites Viégas, Hanspeter Pfister, and Martin Wattenberg.

REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Viégas, Hanspeter Pfister, and Martin Wattenberg

Reference 1

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raw_fallback, observed 2026-08-07T05:19:30.641408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 6d7153da-7d78-4441-adcf-7a07e2b50523 · outbound

This paper cites Steering gpt-2-xl by adding an activation vector.

REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Steering gpt-2-xl by adding an activation vector

Reference 2

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raw_fallback, observed 2026-08-07T05:19:30.632036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:19:30.047029Z digest=sha256:6dd5b9149954402f8a8a69659b26655e2055e7aba2674f49facf019019ab5ed5

Observation 9cd0c6e5-70fd-4754-a2ed-457d4356558e · outbound

This paper cites Steering llama 2 via contrastive activation addition.

REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Steering llama 2 via contrastive activation addition

Reference 3

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raw_fallback, observed 2026-08-07T05:19:30.621830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:19:30.050459Z digest=sha256:3154ed5fdd54c525793b80f58b3424dc74c6434b31c701a7fc84e1a2b84f5af5

Observation ed5824e2-6c5d-4a93-87b9-e9df474926b4 · outbound

This paper cites Direct preference optimization: Your language model is secretly a reward model.Advances in Neural Information Processing Systems, 36:53728–53741, 2023.

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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:19:30.054145Z digest=sha256:fe13bd4278291933bccff85a5d625fb9138722ccf88e4445ecfc01bdd6584699

Observation 45b52d2d-15c8-471a-b2de-8ce9a1f802ea · outbound

This paper cites Locating and editing factual associations in gpt.Advances in neural information processing systems, 35:17359–17372, 2022.

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

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:19:30.057896Z digest=sha256:010fd3729506ac7465c8cb0f4d3edde6e80f3ad058e55daab5977695d9c17680

Observation 7eb8e8d5-2c91-46c9-9fc7-679ea25f9da8 · outbound

This paper cites Programming Refusal with Conditional Activation Steering.

REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Programming Refusal with Conditional Activation Steering

Reference 6

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:19:30.061438Z digest=sha256:0869356bbafd39aa07694b20cc084789c78a5850b306bb27509527d06e8f87a6

Observation cba53e92-636d-477b-a5d3-569ca5ec26c3 · outbound

This paper cites TruthX: Alleviating hallucinations by editing large language models in truthful space.

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:19:30.065680Z digest=sha256:ec2553c343ec460bcd7d28a518652985788c94f2dcb701afbc03d070e09520ba

Observation 0526728d-d7ea-4bc2-84b4-d3476aacf0b6 · outbound

This paper cites Refusal in Language Models Is Mediated by a Single Direction.

REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Refusal in Language Models Is Mediated by a Single Direction

Reference 8

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source=pdf_text observed=2026-08-07T05:19:30.068919Z digest=sha256:daee1d8735f7853d4574f151e29e716ff651c6bc4a324892af9098a8031e0a68

Observation 05f4ba7b-2112-4b02-ac9f-af9092261ee9 · outbound

This paper cites Truthflow: Truthful LLM generation via representation flow correction.

REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Truthflow: Truthful LLM generation via representation flow correction

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:19:30.072453Z digest=sha256:d576c1e083864debb120bf5b89ef8a7f6e89c519c774f0604118ae13708018c4

Observation 3237afe8-e269-4558-9617-b3417eee2b73 · outbound

This paper cites an unresolved cited work.

REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Unresolved cited work

Reference 10

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:19:30.075628Z digest=sha256:5278d9d50f8904afdcda4f20af23ec5c6f56f37e439844da0ebcb48e42a16865

Observation 6120db2a-46b1-4c39-856c-b53628a09f36 · outbound

This paper cites Steering knowledge selection behaviours in LLMs via SAE-based representation engineering.

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:19:30.079688Z digest=sha256:6f9e4ee4ab7182264a2153db17e4945d99e8c37ed98b58c532c9c8800d8c4e27

Observation 13d1151f-dd77-47e0-b3f2-ffff6f123dca · outbound

This paper cites Lofit: Localized fine-tuning on LLM representations.

REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Lofit: Localized fine-tuning on LLM representations

Reference 12

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:19:30.083745Z digest=sha256:4f99d8e0748215974f79ac72436fb359a83f6c26072afbcb96b790a320f05801

Observation 6d01e4b4-72b9-435b-995e-69b72b3b691f · outbound

This paper cites Induction heads as an essential mechanism for pattern matching in in-context learning.

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

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:19:30.086902Z digest=sha256:743628b4989fbd7b39efe9be8cab6592f444df041020e085cee14641868afbe8

Observation ff1fb717-3da4-45ec-9b50-2b6dd27db6f9 · outbound

This paper cites In-context Learning and Induction Heads.

REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering In-context Learning and Induction Heads

Reference 14

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:19:30.090177Z digest=sha256:8c7df67b30566d0db4317c45d81b36ac35a2dc57cb5544d26bf7532f15c0d848

Observation 1928aaf2-3c6e-47ef-b15e-9150072269f2 · outbound

This paper cites Retrieval Head Mechanistically Explains Long-Context Factuality.

REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 15

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source=pdf_text observed=2026-08-07T05:19:30.093604Z digest=sha256:9f9ba0ceeee78b554f2a7bde56f7f691202964e6d4658fd3bbd96fc16bceccf3

Observation 084a692f-43d5-4ba7-bf6c-d75f655a7825 · outbound

This paper cites A glitch in the matrix? locating and detecting language model grounding with fakepedia.

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:19:30.096868Z digest=sha256:cff0fadcfa1ce8e30dee388fbc81df8e3cd8b3a4273bce1a021ab1de5ae5ed9f

Observation a7746e88-e267-4a16-ab21-a2c6f35cccb0 · outbound

This paper cites A Primer on the Inner Workings of Transformer-based Language Models.

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

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source=pdf_text observed=2026-08-07T05:19:30.100608Z digest=sha256:b7ac06d45924ee433a9548a3a747433adc28645ecb7e4239d759b2512bb95c29

Observation b648afde-bc63-4a18-a04f-c5e3d744c08e · outbound

This paper cites Truthfulqa: Measuring how models mimic human falsehoods.

REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Truthfulqa: Measuring how models mimic human falsehoods

Reference 19

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:19:30.107445Z digest=sha256:1618488cd59fda38ef2bf9a417bf5064182c75a71ab3f33eb9de2c22bb512b88

Observation 0abfeed8-dfdd-465f-a77a-1a7a6c0ea2b7 · outbound

This paper cites MQuAKE: Assessing knowledge editing in language models via multi-hop questions.

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

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:19:30.110855Z digest=sha256:512f32077fae72ef2cbfb88339438314f9b463a364a2e513d6fbb491e5c44782

Observation 6c06eb5b-596e-400d-a1a8-e4daf14066b7 · outbound

This paper cites Hamilton.

REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Hamilton

Reference 21

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:19:30.114559Z digest=sha256:2f4e4e6ea821c299b88b83f28009f3ce9ffe055c1f0875ac02fd6ce19522a4fa

Observation 31f0770d-b65e-4a5d-8f75-1c84b5e6e8ed · outbound

This paper cites Entity-based knowledge conflicts in question answering.

REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Entity-based knowledge conflicts in question answering

Reference 22

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:19:30.117429Z digest=sha256:cb3ade8dbc77dc977d1821520d4561cedb661b146bb082e37fccc1149fbdb27a

Observation a92fb971-1b28-41cb-9d9a-f24a910c4efb · outbound

This paper cites Why so gullible? enhancing the robustness of retrieval-augmented models against counterfactual noise.

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

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:19:30.124755Z digest=sha256:b6836289146862968e5a4f4c6f0f6210710659df5fe61066a4e187ed990738a8

Observation f1a68ef2-c266-4c78-bef4-a61e40d18845 · outbound

This paper cites Discovering Language Model Behaviors with Model-Written Evaluations.

REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Discovering Language Model Behaviors with Model-Written Evaluations

Reference 24

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source=pdf_text observed=2026-08-07T05:19:30.128361Z digest=sha256:33f8661665a7fa30d1725e0712b7eb24f973c0303ecbf9036e5a829dc39194c0

Observation 1aaa82a5-8eba-468f-a660-25793b5c8297 · outbound

This paper cites Contrastive decoding: Open-ended text generation as optimization.

REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Contrastive decoding: Open-ended text generation as optimization

Reference 25

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source=pdf_text observed=2026-08-07T05:19:30.131991Z digest=sha256:8094b90f2c9be726c34f9ce4dd1b1a2b1f028dc89ada6bbe098d7bdfca373f16

Observation 71c95c59-7702-4b58-b4d8-9628968457c2 · outbound

This paper cites Glass, and Pengcheng He.

REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Glass, and Pengcheng He

Reference 26

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:19:30.134963Z digest=sha256:9ad92efb30ac0c4910dad66e79d65a5fde83f04bcd3c00861fbd1e3457d58623

Observation 4a1de50c-71c6-4266-b82d-a2c93b770081 · outbound

This paper cites In- context sharpness as alerts: An inner representation perspective for hallucination mitigation.

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:19:30.138389Z digest=sha256:7ef5804fe87a27b78d565648eeedfb2605917b1b2d3e0a192137021c980de533

Observation 134168d1-0bf8-4bdd-9b67-257b4d762f08 · outbound

This paper cites In-context learning creates task vectors.

REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering In-context learning creates task vectors

Reference 28

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raw_fallback, observed 2026-08-07T05:19:30.452959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:19:30.142058Z digest=sha256:751e654197228b4a324697693aedf282451631cdb86c18125e2f364aaaa4fd1d

Observation 8211caa3-5d71-4ef9-93d1-a9d49dec6726 · outbound

This paper cites Steering Language Models With Activation Engineering.

REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Steering Language Models With Activation Engineering

Reference 29

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:19:30.145386Z digest=sha256:e9d1d5aa93b5fe0e58f57aac3eded1568f5ad8febb1cc48148cde873c004c28d

Observation d72fe0a3-2506-435a-b70c-91bbfadbd3ce · outbound

This paper cites Spectral Editing of Activations for Large Language Model Alignment.

REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Spectral Editing of Activations for Large Language Model Alignment

Reference 30

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source=pdf_text observed=2026-08-07T05:19:30.148340Z digest=sha256:0a6e39417c4647f4928932d2ba869cf18080bde468754695f73abb53ff7c0181

Observation 2a57ad75-c2ad-4fbc-a97a-d6b6733aff18 · outbound

This paper cites Trusting your evidence: Hallucinate less with context-aware decoding.

REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Trusting your evidence: Hallucinate less with context-aware decoding

Reference 31

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verified fuzzy
raw_fallback, observed 2026-08-07T05:19:30.442153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:19:30.151832Z digest=sha256:bad8809747a7641eb0274a1f92763ee29c26400552d614cb70e0a0e558e9d573

Observation 6a2a0585-b7ee-42d5-9638-b634c8a7e74f · outbound

This paper cites Language Models are Few-Shot Learners.

REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Language Models are Few-Shot Learners

Reference 32

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no resolver link, observed 2026-08-07T05:19:30.155432Z

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source=pdf_text observed=2026-08-07T05:19:30.155432Z digest=sha256:adbe48f6184930118740c2f3270556a53e6c55f872f460f01f2d20aff44fe113

Observation 127cda6a-d2c4-4cff-86f1-e70a39549cb9 · outbound

This paper cites GQA: training generalized multi-query transformer models from multi-head checkpoints.

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

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raw_fallback, observed 2026-08-07T05:19:30.432771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:19:30.158647Z digest=sha256:ea194cafead4725c31874941e0f1e9eae3bf287d28405d6e167af0a3a4bb3809

Observation 53720205-313c-49ba-bb67-dfd2fef56f4e · outbound

This paper cites ConflictBank: A Benchmark for Evaluating the Influence of Knowledge Conflicts in LLM.

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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:19:30.165086Z digest=sha256:fb90e5a1ef81d895e09a895d497737dba87dfc2cb832d4b92a9241928095b179

Observation 597b7251-8dc8-4e8b-a28f-977889e3539f · outbound

This paper cites Adaptive chameleon or stubborn sloth: Revealing the behavior of large language models in knowledge conflicts.

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

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verified fuzzy
raw_fallback, observed 2026-08-07T05:19:30.417093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:19:30.169360Z digest=sha256:73ec7ce084920058bec5fb6445723336a795543cc3bfbc6daa864d264aa8bebc

Observation 1d86a6e5-824b-40d0-bb41-d85bf2ce674e · outbound

This paper cites Combating misinformation in the age of llms: Opportunities and challenges.AI Magazine, 2023.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:19:30.407836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:19:30.173290Z digest=sha256:3532930c2180237c1338e63e9a5a04936a89ba309f9cea475b3d20f4a69a04d5

Observation 229db62a-32f6-4090-99d9-179127be7c88 · outbound

This paper cites When not to trust language models: Investigating effectiveness of parametric and non-parametric memories.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:19:30.396450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:19:30.176615Z digest=sha256:899739725dbef28fa3b7c9f00ddc4b09e878baba825be1cf922dd19d68edb935

Observation 53dc8559-cf7b-4154-9f91-b3e70cfab6d4 · outbound

This paper cites Pytorch: An imperative style, high-performance deep learning library.Advances in neural information processing systems, 32, 2019.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T05:19:30.180154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:19:30.180154Z digest=sha256:2b882873fc46136045846c9f0f5fd3a4be830db10b115c19e6930c250a783494

Observation 2fda548e-59aa-4c2c-bfda-0f59f7b8db89 · outbound

This paper cites HuggingFace's Transformers: State-of-the-art Natural Language Processing.

REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering HuggingFace's Transformers: State-of-the-art Natural Language Processing

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-07T05:19:30.184036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:19:30.184036Z digest=sha256:a16ef5e0f8303f8cae516f082b4b81c538b45a98f8e754fea06af3a52716692a

Observation 12733733-98e5-4040-b41c-88490cb3007b · outbound

This paper cites Evaluating the ripple effects of knowledge editing in language models.Trans.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:19:30.379182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:19:30.187629Z digest=sha256:59beb3415fb525d3bf920061d442277ad7db065ac40e1d8745dabb7544fb1d87

Observation 0799f130-07aa-4ae3-a0b6-9974aeee7b32 · outbound

This paper cites Advanced AI Risk.

REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Advanced AI Risk

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:19:30.368957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:19:30.190619Z digest=sha256:af6ffd0c33863a588f82f7c0586721b70f492299eb4bb3293740d3b186fcf71d

Observation bc330a0d-1e46-4e88-9db5-514e971cad13 · outbound

This paper cites an unresolved cited work.

REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:19:30.358220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:19:30.194615Z digest=sha256:02dab89ae4916911509e49f0c194da9173bd058e3bfe0d6138a16966fa233f0a

Observation 41100c45-e8f1-4482-aed8-33f29049a1ba · outbound

This paper cites 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.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:19:30.348885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:19:30.198500Z digest=sha256:aa2b35c208463e2e3170d2b7c406f7ed6486fe3386bc75bdc8a384a30eb80128

Observation 9f8a16d0-61a2-461c-8a4b-e34e0c2ddf9d · outbound

This paper cites linear” and “SqExp.

REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering linear” and “SqExp

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:19:30.337176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:19:30.202178Z digest=sha256:f63cff5c9b4a206d5b95eab8b9d2d90cd93b78c287fb7c13b1cdd42a19a9932e

Observation 2b66d5ea-41a7-46b7-9b4b-64f46521bc7c · outbound

This paper cites an unresolved cited work.

REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Unresolved cited work

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-07T05:19:30.120899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:19:30.120899Z digest=sha256:6726cbedeb69149fb60339747e4be6799037691fcff8d125346ddfed42dfa02f

Observation 30b7d024-9f38-4efa-a940-c7279563ef91 · outbound

This paper cites an unresolved cited work.

REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Unresolved cited work

Reference 4901

Resolution
unresolved
no resolver link, observed 2026-08-07T05:19:30.161792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:19:30.161792Z digest=sha256:c01592ce8cca0836e9e7d05a364d869f72bc7ae341edddd83b0ecb49ea1a1e29

Pith citing papers

No inbound Pith citation observations are available.