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Paper Citation Record · LEDGER

Effectively Controlling Reasoning Models through Thinking Intervention

As of 14 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 25 inbound Pith citation observations for arXiv:2503.24370.

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

pith.paper-citation-record.v1
2503.24370 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 25 of 25 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:36:06.148359Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T10:49:46.420677Z

Reference resolution

0 of 0 outbound references displayed

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External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation b60d7ca0-91c5-4675-9c4f-cf8428f4c72a · inbound

Two Experts Are All You Need for Steering Thinking: Reinforcing Cognitive Effort in MoE Reasoning Models Without Additional Training cites this paper.

Two Experts Are All You Need for Steering Thinking: Reinforcing Cognitive Effort in MoE Reasoning Models Without Additional Training Effectively Controlling Reasoning Models through Thinking Intervention

Reference 14

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no resolver link, observed 2026-08-07T15:36:06.148359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:36:06.148359Z digest=sha256:ad60554cb1ffe69dd29f487d2e8658b22122aaf6494a4300ea4315e59724cbf2

Observation 88efe52f-7a71-4889-930a-32291ba46e57 · inbound

Not All Tokens Are What You Need In Thinking cites this paper.

Not All Tokens Are What You Need In Thinking Effectively Controlling Reasoning Models through Thinking Intervention

Reference 28

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no resolver link, observed 2026-08-07T14:45:14.818881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:45:14.818881Z digest=sha256:cd2a0018a5de21a2a179aba2f700b1606dbb0d2c81311daf453385704134fe44

Observation d506d928-30c6-4e4b-8095-0de765039ada · inbound

Efficient Long CoT Reasoning in Small Language Models cites this paper.

Efficient Long CoT Reasoning in Small Language Models Effectively Controlling Reasoning Models through Thinking Intervention

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-07T14:36:45.497215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:36:45.497215Z digest=sha256:97c07f9c6d9b2caf9ade80b183e451fc081479b437f1ce6bf9840e7588964104

Observation d237930a-78fb-4b51-bb5d-f42005eae2c3 · inbound

MMATH: A Multilingual Benchmark for Mathematical Reasoning cites this paper.

MMATH: A Multilingual Benchmark for Mathematical Reasoning Effectively Controlling Reasoning Models through Thinking Intervention

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-07T14:23:09.580989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:23:09.580989Z digest=sha256:6adadc0e444ac98c4c068bd5b281990e0eee9898526b734c363ae3d2ebb14ee6

Observation ba9b954b-098b-449f-86d4-2609cd100792 · inbound

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information cites this paper.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Effectively Controlling Reasoning Models through Thinking Intervention

Reference 43

Resolution
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no resolver link, observed 2026-08-07T12:47:00.722358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:00.722358Z digest=sha256:2d831201886fad0f6dbf83ec3a9010061af6a7a111a3b3e40ff033923f4db9f1

Observation b7532860-234e-492c-8416-3b43e5989a59 · inbound

Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs cites this paper.

Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs Effectively Controlling Reasoning Models through Thinking Intervention

Reference 29

Resolution
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no resolver link, observed 2026-08-07T05:45:05.956792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:45:05.956792Z digest=sha256:b16ebe7ac23707caa445b3e19b3e2f391082eed9fcf01c6b916640ac249d8af1

Observation 2744fd10-c728-4929-859f-1aba7df71045 · inbound

Context manipulation attacks : Web agents are susceptible to corrupted memory cites this paper.

Context manipulation attacks : Web agents are susceptible to corrupted memory Effectively Controlling Reasoning Models through Thinking Intervention

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-06T23:59:58.885764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:59:58.885764Z digest=sha256:da782d7c0f01fdaa4f8eed955c5ef7600483cdde2752856188bce39eeec90239

Observation a5d52f40-3e11-4152-9fb8-299456b639b5 · inbound

Defending Against Prompt Injection With a Few DefensiveTokens cites this paper.

Defending Against Prompt Injection With a Few DefensiveTokens Effectively Controlling Reasoning Models through Thinking Intervention

Reference 42

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no resolver link, observed 2026-08-06T18:32:43.052649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:32:43.052649Z digest=sha256:61dbb5a6378d001e0448b7277642dabb2b40c87ef0d9f41b122576f889e2cf5f

Observation 780805b5-bb1e-423e-9bad-f75b79e90994 · inbound

Think Clearly: Improving Reasoning via Redundant Token Pruning cites this paper.

Think Clearly: Improving Reasoning via Redundant Token Pruning Effectively Controlling Reasoning Models through Thinking Intervention

Reference 13

Resolution
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no resolver link, observed 2026-08-07T00:23:18.747694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:23:18.747694Z digest=sha256:ca050530fc7de4ef78c1372ee39c04696dac739ee0f3bbd5a5ca3c7849a3d0e0

Observation c7898956-3875-476d-9020-8fd8c11592cb · inbound

Does More Inference-Time Compute Really Help Robustness? cites this paper.

Does More Inference-Time Compute Really Help Robustness? Effectively Controlling Reasoning Models through Thinking Intervention

Reference 23

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no resolver link, observed 2026-08-06T15:26:21.597162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:26:21.597162Z digest=sha256:c47b99ee01df48a2ca1a115fd817782079074b2e2b84ec81e50fb7545b2fe335

Observation 8406b747-1dc2-4538-9454-da7ad49f193c · inbound

ReasoningGuard: Safeguarding Large Reasoning Models with Inference-time Safety Aha Moments cites this paper.

ReasoningGuard: Safeguarding Large Reasoning Models with Inference-time Safety Aha Moments Effectively Controlling Reasoning Models through Thinking Intervention

Reference 44

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metadata mismatch
arxiv_id, observed 2026-05-19T01:02:54.843667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-19T01:02:07.088724Z digest=sha256:47a27c07183b748ca47334eb20f8395ecfb60e7f914f5721e05ed451b03c7081

Observation 4b2cce9b-fbc1-48e5-8aa4-49354a2c5e3f · inbound

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models cites this paper.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Effectively Controlling Reasoning Models through Thinking Intervention

Reference 138

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no resolver link, observed 2026-08-05T10:39:06.990115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T10:39:06.990115Z digest=sha256:82599458cce732064de0501dd2379b2f4d25e32eccc470e2733c03bf53ea8c84

Observation 6661782c-52f3-4175-99ac-c6031589e5ee · inbound

CARE: Decoding Time Safety Alignment via Rollback and Introspection Intervention cites this paper.

CARE: Decoding Time Safety Alignment via Rollback and Introspection Intervention Effectively Controlling Reasoning Models through Thinking Intervention

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-05T12:54:06.650877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:54:06.650877Z digest=sha256:44e0d0ad85576a24faae6adff8a01eeccf1680586c1ed108fc585edda7eeb38e

Observation 7cd27d8f-a6db-4353-baaf-be2bd7556679 · inbound

Retrieval-of-Thought: Efficient Reasoning via Reusing Thoughts cites this paper.

Retrieval-of-Thought: Efficient Reasoning via Reusing Thoughts Effectively Controlling Reasoning Models through Thinking Intervention

Reference 26

Resolution
verified exact
arxiv_id, observed 2026-05-18T13:42:38.570637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T13:42:07.883909Z digest=sha256:cafd7b731c1d679e5d2791fc03ef66c2a609365f6f9c9bf24864b4d4e3b17429

Observation 853c74cd-9f66-4623-a8c5-f9a1168009ac · inbound

Thinking Sparks!: Emergent Attention Heads in Reasoning Models During Post Training cites this paper.

Thinking Sparks!: Emergent Attention Heads in Reasoning Models During Post Training Effectively Controlling Reasoning Models through Thinking Intervention

Reference 47

Resolution
verified exact
arxiv_id, observed 2026-05-18T13:31:24.982198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-18T13:28:32.093512Z digest=sha256:a9644a284ea6ded8867410a934f1ece372f4c85076bd157c6a050d9b9f5a5199

Observation 1527977b-f3c9-4d73-837f-8b1cdac6cc1c · inbound

Learning to Reason Efficiently with Discounted Reinforcement Learning cites this paper.

Learning to Reason Efficiently with Discounted Reinforcement Learning Effectively Controlling Reasoning Models through Thinking Intervention

Reference 1992

Resolution
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no resolver link, observed 2026-08-04T07:59:53.966615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T07:59:53.966615Z digest=sha256:3a806263638532698acea57645e730bb39a0af707711885a09a0ce5d7d9664b6

Observation de1204ea-dbe9-4c7f-b646-d46bce1c83ac · inbound

Controllable LLM Reasoning via Sparse Autoencoder-Based Steering cites this paper.

Controllable LLM Reasoning via Sparse Autoencoder-Based Steering Effectively Controlling Reasoning Models through Thinking Intervention

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-03T12:21:01.083754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-03T12:21:01.083754Z digest=sha256:35da281ce8c07f86411dc1a8d008420e52d161b0b23fa0f2e614587370e4591d

Observation 1976a6b4-2a0e-4609-93ff-b16ab84cb094 · inbound

Evaluation Awareness in Language Models Has Limited Effect on Behaviour cites this paper.

Evaluation Awareness in Language Models Has Limited Effect on Behaviour Effectively Controlling Reasoning Models through Thinking Intervention

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-05-11T19:46:15.202864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-08T11:00:54.568772Z digest=sha256:ba06b7ee9a5640e576071326d303b208b1afc225f1becd583c9e02c94a53cf54

Observation 429bc329-b45c-4e8e-b6d6-ef57b68c13d2 · inbound

Behavior Cue Reasoning: Monitorable Reasoning Improves Efficiency and Safety through Oversight cites this paper.

Behavior Cue Reasoning: Monitorable Reasoning Improves Efficiency and Safety through Oversight Effectively Controlling Reasoning Models through Thinking Intervention

Reference 40

Resolution
verified exact
arxiv_id, observed 2026-05-11T05:00:56.603198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-11T00:54:25.549158Z digest=sha256:9bcdf9058b650b68c4aca5656bf2857d08336e1c468bb4410aee6a16eda19c56

Observation a273b210-27af-4382-af2b-2898d0daf66f · inbound

Behavior Cue Reasoning: Monitorable Reasoning Improves Efficiency and Safety through Oversight cites this paper.

Behavior Cue Reasoning: Monitorable Reasoning Improves Efficiency and Safety through Oversight Effectively Controlling Reasoning Models through Thinking Intervention

Reference 40

Resolution
verified exact
arxiv_id, observed 2026-05-21T08:29:52.706481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-21T08:29:09.122055Z digest=sha256:c3849ddf471b383e9d81414b74e2d7c6e94b022048a0d2d471ff7e05fdcd0081

Observation c3a4ccb0-b2f9-4864-a134-48eabb055eda · inbound

TALAN: Task-Aligned Latent Adaptation Networks for Targeted Post-Training of Large Language Models cites this paper.

TALAN: Task-Aligned Latent Adaptation Networks for Targeted Post-Training of Large Language Models Effectively Controlling Reasoning Models through Thinking Intervention

Reference 25

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verified exact
arxiv_id, observed 2026-07-02T16:57:09.497977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-27T22:18:34.218251Z digest=sha256:03cc4e326929a027339bc142aae7f7366e962f77547ad841fd2dfc6a30c9f849

Observation 0388a064-3d29-4199-a71f-df2fdbf78b35 · inbound

Where Instruction Hierarchy Breaks: Diagnosing and Repairing Failures in Reasoning Language Models cites this paper.

Where Instruction Hierarchy Breaks: Diagnosing and Repairing Failures in Reasoning Language Models Effectively Controlling Reasoning Models through Thinking Intervention

Reference 17

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arxiv_id, observed 2026-07-02T17:47:18.095544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-27T21:51:34.829877Z digest=sha256:e981223ec8d4fc2d55e7bbbb941a65e1d04fd854580f9aff5a096081c7d21840

Observation 13019b2b-6a6c-4bf7-ab19-66b3f1667965 · inbound

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes cites this paper.

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes Effectively Controlling Reasoning Models through Thinking Intervention

Reference 265

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arxiv_id, observed 2026-07-03T05:57:41.490786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-06-27T12:59:51.091008Z digest=sha256:57a5251716b2118744081fb360157c81502add4d9dd72c1f40d5a8bfe495e7ab

Observation 78f2826f-1dfa-4327-9804-b12d5dcc64e8 · inbound

Plans Don't Persist: Why Context Management Is Load Bearing for LLM Agents cites this paper.

Plans Don't Persist: Why Context Management Is Load Bearing for LLM Agents Effectively Controlling Reasoning Models through Thinking Intervention

Reference 15

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arxiv_id, observed 2026-07-04T10:49:46.422488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-26T08:27:28.236073Z digest=sha256:8259456fc67cedd6649c8c88bee5a70f45bccafdf32c2fa5dae70ba26d2c9af5

Observation 975372d1-acc8-414a-a1a8-8a5fa4d443e1 · inbound

Steering Instruction Hierarchies at Inference Time cites this paper.

Steering Instruction Hierarchies at Inference Time Effectively Controlling Reasoning Models through Thinking Intervention

Reference 9

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no resolver link, observed 2026-08-01T00:29:35.827615Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T00:29:35.827615Z digest=sha256:b5f80ced8646a722f07679b963086b54413524c33b7d0f5393be3a2fb3da26f0