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Paper Citation Record · LEDGER

Improved Representation Steering for Language Models

As of 8 August 2026, this Paper Citation Record lists 58 of 58 outbound references and 7 inbound Pith citation observations for arXiv:2505.20809.

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

pith.paper-citation-record.v1
2505.20809 v1

Coverage vector

measured 58 of 58 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:51:34.287635Z

measured 65 of 65 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 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T13:56:50.448698Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

58 of 58 outbound references displayed

  • verified exact1
  • verified fuzzy12
  • unresolved45
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 5a62e5b2-3f4c-4ed2-83d2-7136cdc7792c · outbound

This paper cites Bowman, Ethan Perez, Roger Baker Grosse, and David Duvenaud.

Improved Representation Steering for Language Models Bowman, Ethan Perez, Roger Baker Grosse, and David Duvenaud

Reference 1

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raw_fallback, observed 2026-08-07T13:51:37.757568Z

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=arxiv_source observed=2026-08-07T13:51:27.384141Z digest=sha256:c378193aa49c177354f6f44f1ddc762d5a9982814e3ec2fe764380be70269fc9

Observation ae0f7ad4-cc3a-4472-b6eb-cd936ef804b7 · outbound

This paper cites A Practical Method for Generating String Counterfactuals.

Improved Representation Steering for Language Models A Practical Method for Generating String Counterfactuals

Reference 2

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local_arxiv, observed 2026-08-07T13:51:35.278390Z

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=arxiv_source observed=2026-08-07T13:51:27.437677Z digest=sha256:cf5788614572307fec96d3bb7886a49067a7d62aaabe59a11b4dd6f1ede543b5

Observation 5f304770-0af0-47d7-9498-cf6f4cc37713 · outbound

This paper cites Comparing bad apples to good oranges: Aligning large language models via joint preference optimization.

Improved Representation Steering for Language Models Comparing bad apples to good oranges: Aligning large language models via joint preference optimization

Reference 3

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raw_fallback, observed 2026-08-07T13:51:37.509250Z

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=arxiv_source observed=2026-08-07T13:51:27.642028Z digest=sha256:7a96f3db7df2fce725dd41dd27ed7e0e07cd45f959c07fbc13afbfb762d87acb

Observation 08b24cfc-1d9b-410a-b678-59098997a30a · outbound

This paper cites LEACE: Perfect linear concept erasure in closed form.

Improved Representation Steering for Language Models LEACE: Perfect linear concept erasure in closed form

Reference 4

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Source-reported events for the cited work

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source=arxiv_source observed=2026-08-07T13:51:27.766075Z digest=sha256:e6b4bc85456e1c24af53962bdafba3b9daf93f4d6ebf648eccd8262f71efab67

Observation aa41b212-c6e8-499a-a0e2-8567ba378498 · outbound

This paper cites B it F it: Simple parameter-efficient fine-tuning for transformer-based masked language-models.

Improved Representation Steering for Language Models B it F it: Simple parameter-efficient fine-tuning for transformer-based masked language-models

Reference 5

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source=arxiv_source observed=2026-08-07T13:51:27.883129Z digest=sha256:0b1d9831befe19f72d23331ae23f525c8b50d94ab81943d996c2d70aaadb1272

Observation 3116ee12-6fa9-46db-97a0-109b4eae495f · outbound

This paper cites Personalized Steering of Large Language Models: Versatile Steering Vectors Through Bi-directional Preference Optimization.

Improved Representation Steering for Language Models Personalized Steering of Large Language Models: Versatile Steering Vectors Through Bi-directional Preference Optimization

Reference 6

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Source-reported events for the cited work

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source=arxiv_source observed=2026-08-07T13:51:28.046485Z digest=sha256:711218ad365247d4279988e4afcafc4bfe5692de71234e0baa570d55cc1a481b

Observation d7e33eb9-ae13-4d9e-abf5-7371e8ae0dae · outbound

This paper cites Efficient Prompting Methods for Large Language Models: A Survey.

Improved Representation Steering for Language Models Efficient Prompting Methods for Large Language Models: A Survey

Reference 7

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source=arxiv_source observed=2026-08-07T13:51:28.142183Z digest=sha256:5b07f7292461ae8dda48acd8577d42c4fab02ed00e5dd3e08487d53716f07134

Observation 4f091184-77ef-4f54-8d76-a2853f291c24 · outbound

This paper cites Jailbreaking Black Box Large Language Models in Twenty Queries.

Improved Representation Steering for Language Models Jailbreaking Black Box Large Language Models in Twenty Queries

Reference 8

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source=arxiv_source observed=2026-08-07T13:51:28.280501Z digest=sha256:b84d68a34dbbe02eca5d0a76105e8ee51c7df529d6dc17e5d31a1c7a5a12aef2

Observation e0f24e44-91ec-494a-9a25-15c7effef494 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Improved Representation Steering for Language Models Training Verifiers to Solve Math Word Problems

Reference 9

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source=arxiv_source observed=2026-08-07T13:51:28.402589Z digest=sha256:8b16688cdf420b9c47af75ffdaee27fd78eca7cd79a5e6ebe7b7c43fae42122b

Observation 2a62a3b4-3bdb-40c1-971e-b053fb8f790f · outbound

This paper cites Free dolly: Introducing the world's first truly open instruction-tuned llm, 2023.

Improved Representation Steering for Language Models Free dolly: Introducing the world's first truly open instruction-tuned llm, 2023

Reference 10

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source=arxiv_source observed=2026-08-07T13:51:28.519278Z digest=sha256:628766f8facb0e71aca2cbf720a14d194d999d6b1b7fd1d5cc8e926dce7646a0

Observation be261199-e609-4d77-af44-e4806f4c0cb6 · outbound

This paper cites an unresolved cited work.

Improved Representation Steering for Language Models Unresolved cited work

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=arxiv_source observed=2026-08-07T13:51:28.659497Z digest=sha256:9d78618bab9d2ce49dfdd42f42c58c8b7a458dfbcf89d51d14c1d8d73b968b45

Observation 062f9eed-bfd7-457b-86ee-ea9334d38ca6 · outbound

This paper cites L earn-to- S hare: A hardware-friendly transfer learning framework exploiting computation and parameter sharing.

Improved Representation Steering for Language Models L earn-to- S hare: A hardware-friendly transfer learning framework exploiting computation and parameter sharing

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:51:37.173648Z

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=arxiv_source observed=2026-08-07T13:51:28.755563Z digest=sha256:2f76aa516c1265002fe5132eab6197b066cedd8e474149aa1799a238f7506af9

Observation a2adedf3-f90a-4c42-9855-56f227417e75 · outbound

This paper cites Gemma: Open Models Based on Gemini Research and Technology.

Improved Representation Steering for Language Models Gemma: Open Models Based on Gemini Research and Technology

Reference 13

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Source-reported events for the cited work

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source=arxiv_source observed=2026-08-07T13:51:28.884418Z digest=sha256:0dd1930ab4a70b534446b1efaf150e5a237e86e87518d78a005df26c3be7f45a

Observation 0ebd9e5e-349c-445f-83dd-70af8610327e · outbound

This paper cites Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey.

Improved Representation Steering for Language Models Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey

Reference 14

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source=arxiv_source observed=2026-08-07T13:51:29.020741Z digest=sha256:26e6fb25d2b6efdd0c799f68258cd6dbde53d70b59f6e2048e8f71ee4e01fae7

Observation 81bd9f98-2cd7-48ce-9acb-a990c1f0c14b · outbound

This paper cites Understanding and minimising outlier features in Transformer training.

Improved Representation Steering for Language Models Understanding and minimising outlier features in Transformer training

Reference 15

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verified fuzzy
raw_fallback, observed 2026-08-07T13:51:37.011547Z

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=arxiv_source observed=2026-08-07T13:51:29.134208Z digest=sha256:f61cb0b76006a5d6f6e245c39f997aeb89416add894310cc77937c71b054135b

Observation ab92520c-962e-4c29-bbe8-9f9fd5c55119 · outbound

This paper cites Towards a Unified View of Parameter-Efficient Transfer Learning.

Improved Representation Steering for Language Models Towards a Unified View of Parameter-Efficient Transfer Learning

Reference 16

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source=arxiv_source observed=2026-08-07T13:51:29.256225Z digest=sha256:42bbca3740df71fc83aa2f27aa6862ecda2046b861744e0b1eaa9539c1e1daea

Observation eca7f9a5-e849-4839-a3fc-e44e8026eaeb · outbound

This paper cites Parameter-Efficient Transfer Learning for NLP.

Improved Representation Steering for Language Models Parameter-Efficient Transfer Learning for NLP

Reference 17

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:51:29.384491Z digest=sha256:1e0922cb7c05c40d7d1d73dbfc49f6e35e7ddf0e5651b81e1b38e6a133e7b038

Observation 85e92ba9-4ab6-45e8-8bdb-c9e45ba00af4 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Improved Representation Steering for Language Models LoRA: Low-Rank Adaptation of Large Language Models

Reference 18

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no resolver link, observed 2026-08-07T13:51:29.532182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:51:29.532182Z digest=sha256:c1ea56bf436cf62761dff216629a36d989458860948c93c6dca5c12d96b88ce2

Observation f0ba0c51-8c3f-4f9d-bd4a-bfa6152eec88 · outbound

This paper cites DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines.

Improved Representation Steering for Language Models DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines

Reference 19

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no resolver link, observed 2026-08-07T13:51:29.671470Z

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source=arxiv_source observed=2026-08-07T13:51:29.671470Z digest=sha256:cd2b57b85c4532717b482e8056564b490e8f0f2b8cedd6b7a78cb0766cdbbfa0

Observation 45102ba9-d29a-459b-83b1-7c772b173acf · outbound

This paper cites LoRA-Switch: Boosting the Efficiency of Dynamic LLM Adapters via System-Algorithm Co-design.

Improved Representation Steering for Language Models LoRA-Switch: Boosting the Efficiency of Dynamic LLM Adapters via System-Algorithm Co-design

Reference 20

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no resolver link, observed 2026-08-07T13:51:29.805453Z

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source=arxiv_source observed=2026-08-07T13:51:29.805453Z digest=sha256:3c5406bd467079c9b4aca15155603e6ad4ce297c930fdb81e06bf6d889956486

Observation f7baa99e-6c27-4ad8-b091-8ce271582ea6 · outbound

This paper cites The Power of Scale for Parameter-Efficient Prompt Tuning.

Improved Representation Steering for Language Models The Power of Scale for Parameter-Efficient Prompt Tuning

Reference 21

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no resolver link, observed 2026-08-07T13:51:29.937614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:51:29.937614Z digest=sha256:2057f94487a6ac8dd0b62f992b3d9dd366f29f749ce8f8ed1709d7701315084a

Observation a040b8e7-138b-476e-9f40-8cec9a003936 · outbound

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

Improved Representation Steering for Language Models Inference-Time Intervention: Eliciting Truthful Answers from a Language Model

Reference 22

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no resolver link, observed 2026-08-07T13:51:30.034450Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-07T13:51:30.034450Z digest=sha256:0a5ab1044f767d014dad510e14af8d49e27d07062ffeeb7d33cceb4ebb83384c

Observation f4b82198-9b33-4cf1-a36f-bd9db8f48b73 · outbound

This paper cites Predicting vs. Acting: A Trade-off Between World Modeling & Agent Modeling.

Improved Representation Steering for Language Models Predicting vs. Acting: A Trade-off Between World Modeling & Agent Modeling

Reference 23

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source=arxiv_source observed=2026-08-07T13:51:30.172115Z digest=sha256:af3ac1575600579e2c461c33305cf3c7666400b9a0621ba900b58e0dff8fd9ec

Observation 40fe7018-00db-4a51-b04d-e499630d74b1 · outbound

This paper cites Prefix-Tuning: Optimizing Continuous Prompts for Generation.

Improved Representation Steering for Language Models Prefix-Tuning: Optimizing Continuous Prompts for Generation

Reference 24

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no resolver link, observed 2026-08-07T13:51:30.283897Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-07T13:51:30.283897Z digest=sha256:d519354525c66f37625cdb0f9f729e7fcf135c831bab813df3fedb51290d710c

Observation 7111f309-f56c-4ba1-87f8-00dfacea7d3d · outbound

This paper cites Hashimoto.

Improved Representation Steering for Language Models Hashimoto

Reference 25

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Source-reported events for the cited work

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source=arxiv_source observed=2026-08-07T13:51:30.419313Z digest=sha256:5cdf04754b89450f0c874dfbaa3a2e72659949d6fc6def409c36676241db01d2

Observation 13348acd-44ee-4db0-94e9-24d1cfb78f51 · outbound

This paper cites In-context Vectors: Making In Context Learning More Effective and Controllable Through Latent Space Steering.

Improved Representation Steering for Language Models In-context Vectors: Making In Context Learning More Effective and Controllable Through Latent Space Steering

Reference 26

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no resolver link, observed 2026-08-07T13:51:30.523157Z

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source=arxiv_source observed=2026-08-07T13:51:30.523157Z digest=sha256:b44e805c77434eccdc64f0dede472f03d7a9251093d9a3e89985ed5471acbcd4

Observation 15d07ed5-68d4-48fb-aa16-0616906645f8 · outbound

This paper cites DoRA: Weight-Decomposed Low-Rank Adaptation.

Improved Representation Steering for Language Models DoRA: Weight-Decomposed Low-Rank Adaptation

Reference 27

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no resolver link, observed 2026-08-07T13:51:30.658732Z

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source=arxiv_source observed=2026-08-07T13:51:30.658732Z digest=sha256:2787bf4519740c03d4717ddfef8518be9d07eef1db3e346ba073d47b9d3f80ad

Observation 37142146-adca-407a-ba3c-8ef3a2f95107 · outbound

This paper cites The Geometry of Truth: Emergent Linear Structure in Large Language Model Representations of True/False Datasets.

Improved Representation Steering for Language Models The Geometry of Truth: Emergent Linear Structure in Large Language Model Representations of True/False Datasets

Reference 28

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:51:30.773603Z digest=sha256:efc7cf588b78a2d1c87c5bbdd2e7b34943050ccf427fbab88c168d0037f98523

Observation 83135dab-87ed-40d9-ab41-8082ed5c4dbc · outbound

This paper cites SimPO: Simple Preference Optimization with a Reference-Free Reward.

Improved Representation Steering for Language Models SimPO: Simple Preference Optimization with a Reference-Free Reward

Reference 29

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Source-reported events for the cited work

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source=arxiv_source observed=2026-08-07T13:51:30.846708Z digest=sha256:7b73527410e4f4d4026d3185ff76ce42c2aebf877327f0bab3d30774514d5ff5

Observation 51d3b474-35fc-4f9b-9028-fd6b2330b64e · outbound

This paper cites Interpreting GPT : The logit lens.

Improved Representation Steering for Language Models Interpreting GPT : The logit lens

Reference 30

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verified fuzzy
raw_fallback, observed 2026-08-07T13:51:36.854001Z

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=arxiv_source observed=2026-08-07T13:51:30.918405Z digest=sha256:16f0dc1e704911981e879e367aef3b21659d55e78b5560c043564243bd8210f1

Observation bcaa0cc7-742a-4480-8725-d4d226cacc5a · outbound

This paper cites Optimizing Instructions and Demonstrations for Multi-Stage Language Model Programs.

Improved Representation Steering for Language Models Optimizing Instructions and Demonstrations for Multi-Stage Language Model Programs

Reference 31

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Source-reported events for the cited work

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source=arxiv_source observed=2026-08-07T13:51:30.997743Z digest=sha256:5312003b591478f9c73860a32925fa8ee614c1fe90f6d614789af2f4de5cc5e7

Observation a37a7295-7bf2-4ed9-ac6c-5fee920f2aaa · outbound

This paper cites The Linear Representation Hypothesis and the Geometry of Large Language Models.

Improved Representation Steering for Language Models The Linear Representation Hypothesis and the Geometry of Large Language Models

Reference 32

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no resolver link, observed 2026-08-07T13:51:31.049946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:51:31.049946Z digest=sha256:aeac30c46556548cd61374f2cbf1b394164186bb4158f918e4c25b482cda380e

Observation 46dbe10f-3320-4d24-b24c-0843437fddcd · outbound

This paper cites Direct Preference Optimization: Your Language Model is Secretly a Reward Model.

Improved Representation Steering for Language Models Direct Preference Optimization: Your Language Model is Secretly a Reward Model

Reference 33

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:51:31.125560Z digest=sha256:bc7ba7c2daea4ba3196680a075d5cd7d1146bc04644e81ee4a7853d87dc50355

Observation 05a59e27-a231-4840-b0c5-e713e70cddee · outbound

This paper cites Linear Adversarial Concept Erasure.

Improved Representation Steering for Language Models Linear Adversarial Concept Erasure

Reference 34

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no resolver link, observed 2026-08-07T13:51:31.209159Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-07T13:51:31.209159Z digest=sha256:1957c64cb7cf786b0dacdf75e1bfc58e3e3a7db6463c73c9b67a74e07c78cfd3

Observation 6410f9b9-b2ca-4552-bda9-752817345f3c · outbound

This paper cites Steering Llama 2 via Contrastive Activation Addition.

Improved Representation Steering for Language Models Steering Llama 2 via Contrastive Activation Addition

Reference 35

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no resolver link, observed 2026-08-07T13:51:31.313198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:51:31.313198Z digest=sha256:3c249a40d639ac85549cc025367778ce3d32b005ff036311d82460686f00f60f

Observation 772b1ff9-923e-4bc6-97ef-137ca9f32547 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Improved Representation Steering for Language Models Proximal Policy Optimization Algorithms

Reference 36

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source=arxiv_source observed=2026-08-07T13:51:31.390790Z digest=sha256:cd5be5915458a5ade2724edfc12a28d6054ce3cdf6485834c5eab9cb71b99fe1

Observation c0f56366-46b5-49c3-818a-bdbab4820874 · outbound

This paper cites Slora: Scalable serving of thousands of lora adapters.

Improved Representation Steering for Language Models Slora: Scalable serving of thousands of lora adapters

Reference 37

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verified fuzzy
raw_fallback, observed 2026-08-07T13:51:36.673034Z

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=arxiv_source observed=2026-08-07T13:51:31.480339Z digest=sha256:7eecbf6d8cdfe8ddf6ffd0dca975810314622ce65bd295cca5d4e8a6e11ae363

Observation d18869ff-4106-4176-9e38-74c91a57d243 · outbound

This paper cites Representation Surgery: Theory and Practice of Affine Steering.

Improved Representation Steering for Language Models Representation Surgery: Theory and Practice of Affine Steering

Reference 38

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:51:31.572050Z digest=sha256:10d1684a7ae3103b8149223c792cfde940536743ed3a86cafc931922524f081d

Observation 1f35f1e4-2447-4a26-bde2-41621eebe10a · outbound

This paper cites Extracting Latent Steering Vectors from Pretrained Language Models.

Improved Representation Steering for Language Models Extracting Latent Steering Vectors from Pretrained Language Models

Reference 39

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source=arxiv_source observed=2026-08-07T13:51:31.709484Z digest=sha256:da667590c213a9dc8e5679c438c6cbfa53c5ff03b7736b03fdf0c9d42a4f3821

Observation 41e3a519-2743-4fb8-9775-2c491420c7e6 · outbound

This paper cites Gemma 3 Technical Report.

Improved Representation Steering for Language Models Gemma 3 Technical Report

Reference 40

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source=arxiv_source observed=2026-08-07T13:51:31.851524Z digest=sha256:022879c40ac0fcf69ff2fc30e36bfe404ebc713da1d166d7341582657c51a547

Observation aa0ca1b7-ad63-4611-92e7-6ccb77ad6948 · outbound

This paper cites Daniel Freeman, Theodore R.

Improved Representation Steering for Language Models Daniel Freeman, Theodore R

Reference 41

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raw_fallback, observed 2026-08-07T13:51:36.504178Z

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=arxiv_source observed=2026-08-07T13:51:31.998114Z digest=sha256:150e2c1a19d8e8a2a1979fa776af95b8bc7100bc85c5353da1bf3daabf6f56ba

Observation c7517e6c-05a8-426d-b48b-4fc500dec4ca · outbound

This paper cites Steering Language Models With Activation Engineering.

Improved Representation Steering for Language Models Steering Language Models With Activation Engineering

Reference 42

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no resolver link, observed 2026-08-07T13:51:32.169672Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-07T13:51:32.169672Z digest=sha256:2b0b21777604df9ac5730bdd65203819b4049ff989d20dc72167d270c6879459

Observation f0799785-f431-4003-9b6b-0e1909b6a5d7 · outbound

This paper cites Steering gemini using BiPO vectors.

Improved Representation Steering for Language Models Steering gemini using BiPO vectors

Reference 43

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verified fuzzy
raw_fallback, observed 2026-08-07T13:51:36.321985Z

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=arxiv_source observed=2026-08-07T13:51:32.335965Z digest=sha256:a9e28eb4612b17de18aa8b021e67aecc4060be2c7389e9e3d38d3d36bd87a4d8

Observation 6f6fc24f-1f47-4d6a-bc27-6681e88fdcf3 · outbound

This paper cites Understanding and controlling a maze-solving policy network.

Improved Representation Steering for Language Models Understanding and controlling a maze-solving policy network

Reference 44

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verified fuzzy
raw_fallback, observed 2026-08-07T13:51:36.241221Z

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=arxiv_source observed=2026-08-07T13:51:32.483115Z digest=sha256:04856711444adb7111126edb96cedd9a2a96f3cc0e6f73a4e27a46155901257e

Observation 1757c84d-87db-4395-a5a5-27fc1efb638a · outbound

This paper cites DyLoRA: Parameter Efficient Tuning of Pre-trained Models using Dynamic Search-Free Low-Rank Adaptation.

Improved Representation Steering for Language Models DyLoRA: Parameter Efficient Tuning of Pre-trained Models using Dynamic Search-Free Low-Rank Adaptation

Reference 45

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no resolver link, observed 2026-08-07T13:51:32.636087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:51:32.636087Z digest=sha256:eb99750380f254b43faf113e3cab81b682b3bb2dc8a5412dd9c3b71ae960b259

Observation 90328a18-47e1-429c-9010-6bbb5cd08e8b · outbound

This paper cites Extending Activation Steering to Broad Skills and Multiple Behaviours.

Improved Representation Steering for Language Models Extending Activation Steering to Broad Skills and Multiple Behaviours

Reference 46

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no resolver link, observed 2026-08-07T13:51:32.766155Z

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source=arxiv_source observed=2026-08-07T13:51:32.766155Z digest=sha256:4877be5c4d22b8dad699e9536123e27e772078605c6a0e9ffbe6f3cc5fd9911e

Observation c9f47152-b914-4493-972d-dab9b8c19cf0 · outbound

This paper cites Attention is all you need.

Improved Representation Steering for Language Models Attention is all you need

Reference 47

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verified fuzzy
raw_fallback, observed 2026-08-07T13:51:36.203312Z

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=arxiv_source observed=2026-08-07T13:51:32.882551Z digest=sha256:420d3eb1f13806d6e09da566b2f61611da69f6f2ef18f9c18addcf776e96df7c

Observation 2cc57b4d-6abb-4f0b-98b0-734793afab5c · outbound

This paper cites repeng, 2024.

Improved Representation Steering for Language Models repeng, 2024

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:51:35.944310Z

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=arxiv_source observed=2026-08-07T13:51:33.002679Z digest=sha256:a32035375356d83b27ff3da9c8d3646784f01bf28ff2b469c77081a54a50a8ca

Observation 7990c06a-efa4-4d54-95b0-227bd7fd8f16 · outbound

This paper cites AdaMix: Mixture-of-Adaptations for Parameter-efficient Model Tuning.

Improved Representation Steering for Language Models AdaMix: Mixture-of-Adaptations for Parameter-efficient Model Tuning

Reference 49

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no resolver link, observed 2026-08-07T13:51:33.164981Z

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source=arxiv_source observed=2026-08-07T13:51:33.164981Z digest=sha256:c2c0a4122ef59eb218c075e5380b88a82ee0d27ef0fe13436e8ccca6ca03dc06

Observation c6988739-40c6-4add-89dd-0b2fe6ce3f83 · outbound

This paper cites Orthogonal negation in vector spaces for modelling word-meanings and document retrieval.

Improved Representation Steering for Language Models Orthogonal negation in vector spaces for modelling word-meanings and document retrieval

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:51:35.615257Z

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=arxiv_source observed=2026-08-07T13:51:33.285309Z digest=sha256:8f0aa45ff07f03f178303b938181126d420cc671c1ea71caf0bf7c92d445ed58

Observation b6492f5f-0acb-4fb3-8926-87e8a136e00f · outbound

This paper cites ReFT: Representation Finetuning for Language Models.

Improved Representation Steering for Language Models ReFT: Representation Finetuning for Language Models

Reference 51

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source=arxiv_source observed=2026-08-07T13:51:33.386643Z digest=sha256:cbb4d3323d70af86f982509c7216dec0f0e55fd7bfb166096f317c8192d5793f

Observation 0bbd5b28-16ef-422c-85fd-6ec1fde77f96 · outbound

This paper cites AxBench: Steering LLMs? Even Simple Baselines Outperform Sparse Autoencoders.

Improved Representation Steering for Language Models AxBench: Steering LLMs? Even Simple Baselines Outperform Sparse Autoencoders

Reference 52

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source=arxiv_source observed=2026-08-07T13:51:33.503653Z digest=sha256:12d0ba9d35b5516039c7a5ebfd0baa43c3f0fa04654e555dcf08c69adb7307b6

Observation f93f2473-2f5b-411b-8c8a-9d04c0715e2d · outbound

This paper cites Composing Parameter-Efficient Modules with Arithmetic Operations.

Improved Representation Steering for Language Models Composing Parameter-Efficient Modules with Arithmetic Operations

Reference 53

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no resolver link, observed 2026-08-07T13:51:33.662041Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-07T13:51:33.662041Z digest=sha256:c9cea8f901c5e9f22056f8e5d90b4282dc4e9a6776c0b0267250724c2785e6ff

Observation 954511ad-e108-4f63-ad74-7e3fac27b012 · outbound

This paper cites AdaLoRA: Adaptive Budget Allocation for Parameter-Efficient Fine-Tuning.

Improved Representation Steering for Language Models AdaLoRA: Adaptive Budget Allocation for Parameter-Efficient Fine-Tuning

Reference 54

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no resolver link, observed 2026-08-07T13:51:33.779422Z

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source=arxiv_source observed=2026-08-07T13:51:33.779422Z digest=sha256:733524cb8b7cb22433535fe37e3b2290b486f320fe3b7d8fd5fbf1237b7aa96a

Observation 7e36d3e4-ab68-4dec-b32e-e684e1974427 · outbound

This paper cites AutoLoRA: Automatically Tuning Matrix Ranks in Low-Rank Adaptation Based on Meta Learning.

Improved Representation Steering for Language Models AutoLoRA: Automatically Tuning Matrix Ranks in Low-Rank Adaptation Based on Meta Learning

Reference 55

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no resolver link, observed 2026-08-07T13:51:33.904931Z

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source=arxiv_source observed=2026-08-07T13:51:33.904931Z digest=sha256:c224d8f0c9ccb2079aec73bcc10f09c05d656d3d38a22bb0af60172c81b5e4d2

Observation fb1522d2-d229-43ef-bbd1-a2a0d30523a8 · outbound

This paper cites LoRA Land: 310 Fine-tuned LLMs that Rival GPT-4, A Technical Report.

Improved Representation Steering for Language Models LoRA Land: 310 Fine-tuned LLMs that Rival GPT-4, A Technical Report

Reference 56

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no resolver link, observed 2026-08-07T13:51:34.066196Z

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source=arxiv_source observed=2026-08-07T13:51:34.066196Z digest=sha256:b8ea3f1887accc72a48780f542b4e397a2e9b9702727de65b7d8e83c8ec8d771

Observation 759d367a-03b2-4e16-ad45-ba905d1a315a · outbound

This paper cites Instruction-Following Evaluation for Large Language Models.

Improved Representation Steering for Language Models Instruction-Following Evaluation for Large Language Models

Reference 57

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source=arxiv_source observed=2026-08-07T13:51:34.174104Z digest=sha256:25fda868623c89f89aa621f72b0138d79a7f41ccc1afa7af458597d6251ca1fb

Observation 79ae279f-7795-44cf-9433-03c3ed5a7d7e · outbound

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

Improved Representation Steering for Language Models Representation Engineering: A Top-Down Approach to AI Transparency

Reference 58

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source=arxiv_source observed=2026-08-07T13:51:34.287635Z digest=sha256:0a6803e9a2d8849b00cfd98c4f1becdc8644a81d342cfe854928c9a915c0cbd3

Pith citing papers

Observation bd45fd71-d66b-4ecb-8bea-ce11dc8a86a5 · inbound

MoCo: A One-Stop Shop for Model Collaboration Research cites this paper.

MoCo: A One-Stop Shop for Model Collaboration Research Improved Representation Steering for Language Models

Reference 27

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verified exact
arxiv_id, observed 2026-05-16T10:17:43.684248Z

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=2026-05-16T10:17:37.129753Z digest=sha256:8b1644a4e00a5be97a66aac05805f008392a7e7d5de1d2a0997c61622e109cf8

Observation 49a0fd29-985e-4544-b5dd-a715694b40c1 · inbound

Memory Inception: Latent-Space KV Cache Manipulation for Steering LLMs cites this paper.

Memory Inception: Latent-Space KV Cache Manipulation for Steering LLMs Improved Representation Steering for Language Models

Reference 25

Resolution
verified exact
arxiv_id, observed 2026-05-08T21:29:13.695411Z

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=arxiv_source observed=2026-05-08T13:28:41.166652Z digest=sha256:2b50b38a1bc898c88322a8758c34071e43f01a7b2e6db486a951c195b827f846

Observation 410c25b1-25b5-43c9-893e-def92cb8585e · inbound

Memory Inception: Latent-Space KV Cache Manipulation for Steering LLMs cites this paper.

Memory Inception: Latent-Space KV Cache Manipulation for Steering LLMs Improved Representation Steering for Language Models

Reference 25

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verified exact
arxiv_id, observed 2026-05-12T02:01:14.507431Z

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=arxiv_source observed=2026-05-12T01:58:30.870257Z digest=sha256:a97e2204f203736f800d67caa7ee0cca5685adf6409a6f7a98a7d99859bb9356

Observation 31377256-b0a5-4b47-8f5a-00aa14633ff3 · inbound

When Is Rank-1 Steering Cheap? Geometry, Granularity, and Budgeted Search cites this paper.

When Is Rank-1 Steering Cheap? Geometry, Granularity, and Budgeted Search Improved Representation Steering for Language Models

Reference 10

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verified exact
arxiv_id, observed 2026-05-20T22:39:10.687035Z

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=2026-05-20T22:36:12.466550Z digest=sha256:7f14fb015e150007b56ae4756a24ade1799a03b6a2087f967c0c3affd309ba5a

Observation e941edfa-db16-490b-956b-2b7fe77ee277 · inbound

When Is Rank-1 Steering Cheap? Geometry, Granularity, and Budgeted Search cites this paper.

When Is Rank-1 Steering Cheap? Geometry, Granularity, and Budgeted Search Improved Representation Steering for Language Models

Reference 10

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verified exact
arxiv_id, observed 2026-05-22T10:01:23.531409Z

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=2026-05-22T09:59:32.201925Z digest=sha256:72c5003aad27bcea8a7cbe83fe822bd50dd10d44a5a7ffdd05bb275f6f553814

Observation d364a528-70a2-4e3e-81ba-1f99e2c295e6 · inbound

Decomposing how prompting steers behavior cites this paper.

Decomposing how prompting steers behavior Improved Representation Steering for Language Models

Reference 18

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metadata mismatch
arxiv_id, observed 2026-07-02T02:46:28.562016Z

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=arxiv_source observed=2026-06-28T10:39:58.885284Z digest=sha256:f08778902713ecf0785c356c9e0eade282832d92e9cc82f4430f3e64d9dd25c9

Observation 12101ac5-445d-4b66-9e02-b331805b84b1 · inbound

Probabilistic Concept-Aware Steering for Trustworthy LLM Inference cites this paper.

Probabilistic Concept-Aware Steering for Trustworthy LLM Inference Improved Representation Steering for Language Models

Reference 90

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no resolver link, observed 2026-08-02T13:56:50.448698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:56:50.448698Z digest=sha256:db4fc7463f97a2880cac1cd79fc95e8add503330bc94427ed881d107b97fab7c