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Paper Citation Record · LEDGER

Effectively Controlling Reasoning Models through Thinking Intervention

As of 8 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 2026-08-08T06:32:00.761636+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=sha256:947c678b21fd0e5775957ae3a82f9097c236f71449fad4c4b4e828247cc044c0

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=sha256:5f30a5f151f790139df945699f458c103001e0bcc74d9aecae03d4efd1dce4aa

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
unresolved
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:dae21307b1602122e0d765f2c35b68f39e05053f44c97e8edaf2b4d91dcb31b0

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
unresolved
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:c745150b43a18f72ac8d773816e991c3ab09e32197d9904ef2c32031d6e7b283

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

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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=sha256:8b0b3ef1bbc1b925cb7e4a9a7444d596ffa324eca29925f5413bb764d1b5a1e0

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=sha256:18bfc7cde207f02c26d5514b2749c7177095106968c54eb280a25d86253390f9

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

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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=sha256:65880c06fbd771e9eb5b891e43810f48ccb9fa32bcd02e1604644dc9a88397b6

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-19T01:02:07.088724Z digest=sha256:ccf29b9ac4f81b7c45533defd430037f2dd7b2a344fabc588126196dfd418a27

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=sha256:32877e232bd022ab200fc4db591bcafdd96c4065e633a4fdc428cf2c102e8953

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-18T13:42:07.883909Z digest=sha256:6ef949f7a7d59d342989c0daeb28a7dbd9d2473d2c0ce44fdf3d8ba0da2f4f72

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-05-18T13:28:32.093512Z digest=sha256:18de25615c3a9d4f22eccb13eab629a860346697d4c0aebf8965918e4fc3ff49

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
unresolved
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:c78bfb871479155712c29a7e0792dae68c8c3b4d7095ef35d2bfcb63cf2c3d65

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

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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:f1e7629352a71e030bf8cc0f48b030461254f0fa73121aea44c1f79d15e0010f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T11:00:54.568772Z digest=sha256:8ce086bd462859489a92e3d5c0a14a1408f854d94762c92b74266e1f84329520

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-11T00:54:25.549158Z digest=sha256:6c0253a184905c6e9bdcb081cadd719ca30f9d4ab1cc15087e67e8fdbfc27c5c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-21T08:29:09.122055Z digest=sha256:772f592d5d6dc8a3403c22fe31c6fc14ff7949d2b31dd31cde84b9e1de51da50

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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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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-27T22:18:34.218251Z digest=sha256:04baa1a1a9d3a46a2bc8410aa4c0b1f43f41a24e13e2e2f963b7b95b77ba5c16

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-27T21:51:34.829877Z digest=sha256:061e3602bd2ffd2ba7441a7ca0692975ccf746e71492508f194040068c2691c2

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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verified exact
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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-06-27T12:59:51.091008Z digest=sha256:b8939a5eb3494f1380916cab3837a5726cb641bc627552d6f263f68f4c95f1d7

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-26T08:27:28.236073Z digest=sha256:1de1658e4b0548de91db5227b751b883e02575783792e1ac73a55d810c46d4f3

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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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T00:29:35.827615Z digest=sha256:aa59e8b71b171fa5573797e7acffc82f185b2bd97b3fc334979566156ded0ddd