Pith. sign in

Paper Citation Record · LEDGER

Excessive Reasoning Attack on Reasoning LLMs

As of 19 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 11 inbound Pith citation observations for arXiv:2506.14374.

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

pith.paper-citation-record.v1
2506.14374 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:23:40.000282Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 11 of 11 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:12:27.876103Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T19:58:53.665481Z

Reference resolution

21 of 21 outbound references displayed

  • verified exact0
  • verified fuzzy11
  • unresolved10
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c0c8b0d6-bf09-48f0-b101-5d9bccb37f3e · outbound

This paper cites Graph of Thoughts: Solving Elaborate Prob- lems with Large Language Models.

Excessive Reasoning Attack on Reasoning LLMs Graph of Thoughts: Solving Elaborate Prob- lems with Large Language Models

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:23:42.986116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T00:23:37.050019Z digest=sha256:54d65dd2621a39c1ffd47d7b5515a7ba133809fea0ce4af488f472cdbdb3368b

Observation afa60fd9-8405-4e2e-9c9c-543b0dbf8156 · outbound

This paper cites Bad Characters: Imperceptible NLP Attacks.

Excessive Reasoning Attack on Reasoning LLMs Bad Characters: Imperceptible NLP Attacks

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:23:42.601823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T00:23:37.214096Z digest=sha256:0ab52aba8ab03f677a52a15d8b123ba215a24313fe1d77775395264a53df1a32

Observation 4954fee5-8557-4d35-a3cd-bc5a22f0edc5 · outbound

This paper cites Choquette- Choo, Matthew Jagielski, Irena Gao, Pang Wei Koh, Daphne Ippolito, Florian Tramèr, and Ludwig Schmidt.

Excessive Reasoning Attack on Reasoning LLMs Choquette- Choo, Matthew Jagielski, Irena Gao, Pang Wei Koh, Daphne Ippolito, Florian Tramèr, and Ludwig Schmidt

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:23:42.249901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T00:23:37.465633Z digest=sha256:694e043fca6b4d9ee952f75aa18ecd384e73b270bb7c074900b5c9a8d61f0170

Observation 15098ef2-a918-4e7e-af5d-18f7b803f0e6 · outbound

This paper cites NICGSlowDown: Evaluating the Efficiency Ro- bustness of Neural Image Caption Generation Models.

Excessive Reasoning Attack on Reasoning LLMs NICGSlowDown: Evaluating the Efficiency Ro- bustness of Neural Image Caption Generation Models

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:23:41.995652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T00:23:37.622866Z digest=sha256:1e8cc4313579b3f6217dc7129d9692f4893682156163792c77c7b5c7ab09d1bb

Observation 35ca6863-9eb5-46fe-ab78-cf888a4ca775 · outbound

This paper cites Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs.

Excessive Reasoning Attack on Reasoning LLMs Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-07T00:23:37.712542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:23:37.712542Z digest=sha256:8eab112875e7e12dfbcaf68c971334e103ed7b09fdde7771e3c5eef2b80c0a17

Observation a30eaa0d-fd29-415e-98d3-9c975b21e16a · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Excessive Reasoning Attack on Reasoning LLMs Training Verifiers to Solve Math Word Problems

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-07T00:23:37.874295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:23:37.874295Z digest=sha256:def8a6fd3c27d4c1901c48b9a7a2293c371e114be92f8dcc077682649f76d715

Observation befc95c9-f74f-4b6c-a292-0ac6d951aa77 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Excessive Reasoning Attack on Reasoning LLMs DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-07T00:23:38.038888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:23:38.038888Z digest=sha256:67e8b33f45f431b826d200c3b5d16dd7d9c32d3b8d831e5c84781ffbd5e8dc3f

Observation 98251e08-f6c3-4f24-bf85-9ff53ae35d67 · outbound

This paper cites Reasoning Robustness of LLMs to Adversarial Typographi- cal Errors.

Excessive Reasoning Attack on Reasoning LLMs Reasoning Robustness of LLMs to Adversarial Typographi- cal Errors

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:23:41.775598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T00:23:38.251610Z digest=sha256:e6363cc9c2e283741731a9cb1ce54cf74eff9af3b75f03006488c9629178ab2e

Observation 1451610e-902b-4b8c-b6bb-da893230d670 · outbound

This paper cites Inducing High Energy- Latency of Large Vision-Language Models with Verbose Im- ages.

Excessive Reasoning Attack on Reasoning LLMs Inducing High Energy- Latency of Large Vision-Language Models with Verbose Im- ages

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:23:41.520164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T00:23:38.401609Z digest=sha256:7f977744ef5744a0dfeeb3c814f9acfe408bf01ec643d5c771fd1affebc71eed

Observation e3b367a7-097a-41c4-9354-3bec6841b5d6 · outbound

This paper cites OpenAI o1 System Card.

Excessive Reasoning Attack on Reasoning LLMs OpenAI o1 System Card

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-07T00:23:38.563894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:23:38.563894Z digest=sha256:0353c6a94ed2f61821f5337d5245261ba4d5576a580b41844ee60363d3c5eff3

Observation 337f5a17-b27e-498a-bb93-b3f872b0c3df · outbound

This paper cites Joshi, Hanna Moazam, Heather Miller, Matei Zaharia, and Christopher Potts.

Excessive Reasoning Attack on Reasoning LLMs Joshi, Hanna Moazam, Heather Miller, Matei Zaharia, and Christopher Potts

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:23:41.362691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T00:23:38.729154Z digest=sha256:3d88c0100f4fbc1e119bed51651bcfc5beed1435f9585099d3730ea9d20f986a

Observation 81934d09-d0bb-4c59-baf4-00491eef4ebc · outbound

This paper cites OverThink: Slowdown Attacks on Reasoning LLMs.

Excessive Reasoning Attack on Reasoning LLMs OverThink: Slowdown Attacks on Reasoning LLMs

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T00:23:38.901462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:23:38.901462Z digest=sha256:582ae70b3d2f7f54a9af0116dc609186c0356b87b0a7d181a25c007d6b56f13d

Observation 4fcabc85-41c5-4c85-99fc-13af2fd406e9 · outbound

This paper cites Orca-Math: Unlocking the potential of SLMs in Grade School Math.

Excessive Reasoning Attack on Reasoning LLMs Orca-Math: Unlocking the potential of SLMs in Grade School Math

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T00:23:39.107033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:23:39.107033Z digest=sha256:fc8e8ed918031562ef3b128949fca2a1d61528e8e9a8b611da81fbd620f9fc52

Observation 7a0d2d4f-0da0-4ec0-a304-3fe78d3fdd7f · outbound

This paper cites Cats Confuse Reasoning LLM: Query Agnostic Adversarial Triggers for Reasoning Models.

Excessive Reasoning Attack on Reasoning LLMs Cats Confuse Reasoning LLM: Query Agnostic Adversarial Triggers for Reasoning Models

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T00:23:39.250954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:23:39.250954Z digest=sha256:f870989ad2366de532074766a38b5011dd39691cf38a898fd9de50d38030abb2

Observation 8d0e489d-e1d7-4c79-9056-9b71f9c7a9a7 · outbound

This paper cites Mullins, and Ross Anderson.

Excessive Reasoning Attack on Reasoning LLMs Mullins, and Ross Anderson

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:23:41.157195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T00:23:39.364749Z digest=sha256:42fcb3f0bd3834d9b1a860b3ae662f2cf39189682daeea7dca57d496e8eac5d4

Observation e8bd5c5c-2cc9-4e06-a9d3-4406fa2d4014 · outbound

This paper cites QwQ-32B: Embracing the Power of Reinforce- ment Learning.https://qwenlm.github.io/blog/qwq- 32b/, 2025.

Excessive Reasoning Attack on Reasoning LLMs QwQ-32B: Embracing the Power of Reinforce- ment Learning.https://qwenlm.github.io/blog/qwq- 32b/, 2025

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:23:40.967799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T00:23:39.477399Z digest=sha256:416723b5a9714d9282438fe09f7dbdcd79667b104db14258a22b488252761bb1

Observation 3bfd2e61-cec4-4248-812e-04884703dd0a · outbound

This paper cites Le, Ed H.

Excessive Reasoning Attack on Reasoning LLMs Le, Ed H

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:23:40.740462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T00:23:39.591200Z digest=sha256:aad8a87dd8daffcacf2f53bf3cdbcfe2cd4afd3adff3624d94abbb12164c4942

Observation 89a71b8c-33e4-4b5d-9d37-483a6a3c2083 · outbound

This paper cites Thoughts Are All Over the Place: On the Underthinking of o1-Like LLMs.

Excessive Reasoning Attack on Reasoning LLMs Thoughts Are All Over the Place: On the Underthinking of o1-Like LLMs

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T00:23:39.676722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:23:39.676722Z digest=sha256:1198f98d22634cb0fcdc1f351184a65b32ac0395e65333098bffb981984ba2b5

Observation 389a10e3-a451-49c4-8db2-e52adfa68730 · outbound

This paper cites Chi, Quoc V.

Excessive Reasoning Attack on Reasoning LLMs Chi, Quoc V

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:23:40.406507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T00:23:39.788486Z digest=sha256:b504ded0583c719f648651629436912096a434007ec987d115b9dee35e88d3cb

Observation ad6ea717-b981-4e81-9a0a-e4d795c1aff5 · outbound

This paper cites Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models.

Excessive Reasoning Attack on Reasoning LLMs Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-07T00:23:39.883596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:23:39.883596Z digest=sha256:85c850df033e8eb14d3baf29be884b83c195a9884536f6949e559f3b0d5c98d2

Observation 238c44bf-4ef0-4024-b1d5-c430b518df36 · outbound

This paper cites Universal and Transferable Adversarial Attacks on Aligned Language Models.

Excessive Reasoning Attack on Reasoning LLMs Universal and Transferable Adversarial Attacks on Aligned Language Models

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-07T00:23:40.000282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:23:40.000282Z digest=sha256:63434a15bc203a0b671d6e4fb086c46102265836c7622e0285c2ff65d313388f

Pith citing papers

Observation 2109c801-a865-42bf-82ae-46b9f78e7907 · inbound

POT: Inducing Overthinking in LLMs via Black-Box Iterative Optimization cites this paper.

POT: Inducing Overthinking in LLMs via Black-Box Iterative Optimization Excessive Reasoning Attack on Reasoning LLMs

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-15T17:12:27.876103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:12:27.876103Z digest=sha256:b06b2080c7e67a61e26442d2e6353d685bab66035355db2e7674df240ecdc758

Observation e19f20ff-3fd5-4c5c-9952-6277d53d0387 · inbound

JADES: A Universal Framework for Jailbreak Assessment via Decompositional Scoring cites this paper.

JADES: A Universal Framework for Jailbreak Assessment via Decompositional Scoring Excessive Reasoning Attack on Reasoning LLMs

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-05T14:51:03.787053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:51:03.787053Z digest=sha256:30fad8d7f3ecc62c0ec8cc1e0e5125b7baed24e4e79fc2c080f33226faa6a7b1

Observation da56dc1d-97f7-4b4b-8183-0de85fa303ea · 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 Excessive Reasoning Attack on Reasoning LLMs

Reference 198

Resolution
unresolved
no resolver link, observed 2026-08-05T10:39:07.401612Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T10:39:07.401612Z digest=sha256:adc162417b31b20beffdbbe42d0bbde5780ac4ad736092f9bb4bac139afa265c

Observation 8f4d9436-620a-4e6d-8854-222865225109 · inbound

Pruning Unsafe Tickets: A Resource-Efficient Framework for Safer and More Robust LLMs cites this paper.

Pruning Unsafe Tickets: A Resource-Efficient Framework for Safer and More Robust LLMs Excessive Reasoning Attack on Reasoning LLMs

Reference 41

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T09:13:29.761293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-10T09:10:55.001543Z digest=sha256:a5a49d947ddf2276b7c453dbec08bf37dcf9434818130d9b7a146b401479e70d

Observation a7935fd1-ff43-4fc6-8c7c-d995c562514f · inbound

GoAT-X: A Graph of Auditing Thoughts for Securing Token Transactions in Cross-Chain Contracts cites this paper.

GoAT-X: A Graph of Auditing Thoughts for Securing Token Transactions in Cross-Chain Contracts Excessive Reasoning Attack on Reasoning LLMs

Reference 32

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T22:26:13.731844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-08T02:48:10.482495Z digest=sha256:60fb702baa5d925fff2f158340fd1e50fe1a5f41454ffddcc400ed1a6798128c

Observation 97dfa946-65d4-4740-8c09-b4e0131f8ff9 · inbound

OTora: A Unified Red Teaming Framework for Reasoning-Level Denial-of-Service in LLM Agents cites this paper.

OTora: A Unified Red Teaming Framework for Reasoning-Level Denial-of-Service in LLM Agents Excessive Reasoning Attack on Reasoning LLMs

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-05-12T07:46:27.776622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-12T01:57:22.554881Z digest=sha256:d91f808fd74dbd93a33dc303c7ae2e1ed5e5e4aa861a87899dfb3e747f779386

Observation 53d23154-ece5-46f1-b483-182163bdb69b · inbound

OTora: A Unified Red Teaming Framework for Reasoning-Level Denial-of-Service in LLM Agents cites this paper.

OTora: A Unified Red Teaming Framework for Reasoning-Level Denial-of-Service in LLM Agents Excessive Reasoning Attack on Reasoning LLMs

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-07-01T13:45:45.443579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T22:52:54.684185Z digest=sha256:00969b852b9bd59335976f7b2566383134b443edb40b127c775a2859f02f5aa0

Observation be0a6462-efd0-45c7-836a-c7f0b3ea664a · inbound

OTora: A Unified Red Teaming Framework for Reasoning-Level Denial-of-Service in LLM Agents cites this paper.

OTora: A Unified Red Teaming Framework for Reasoning-Level Denial-of-Service in LLM Agents Excessive Reasoning Attack on Reasoning LLMs

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-04T05:17:31.232276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:17:31.232276Z digest=sha256:10b24581468dfdb6c4a75a81e29e3492a9a3f7d1f09abe184c34f668124d82d4

Observation 7e579ab8-e8b4-44f0-a14e-16ee42eeb65c · inbound

ReasonBreak: Probing Vulnerabilities in Reasoning-Enabled Vision-Language-Action Models for Autonomous Driving cites this paper.

ReasonBreak: Probing Vulnerabilities in Reasoning-Enabled Vision-Language-Action Models for Autonomous Driving Excessive Reasoning Attack on Reasoning LLMs

Reference 38

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T11:13:20.762029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-29T11:10:46.269185Z digest=sha256:0f810d4f44620c0c82af76117acb47ce39ec87b6973d515dac06e4b0442c8137

Observation d0291638-5598-49a1-8688-8cd99c37fcc4 · inbound

RecurGuard: Runtime Monitoring for Reasoning-Token Consumption Attacks cites this paper.

RecurGuard: Runtime Monitoring for Reasoning-Token Consumption Attacks Excessive Reasoning Attack on Reasoning LLMs

Reference 26

Resolution
metadata mismatch
arxiv_id, observed 2026-07-02T21:27:24.515984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-27T19:45:30.671490Z digest=sha256:17d7e715a65cde7b38e12a47d0550991005feb99781b2fc6e002fd9c5a839f7f

Observation e4d0fbfc-be25-4acd-b431-a78f719ecbcd · inbound

Overthink-Triggered Slowdown Attacks on LVLM-Based Robotic Systems cites this paper.

Overthink-Triggered Slowdown Attacks on LVLM-Based Robotic Systems Excessive Reasoning Attack on Reasoning LLMs

Reference 21

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T19:58:53.667657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-07-03T19:52:11.018335Z digest=sha256:4f9e78c90b387b6b86f9ef43c6238ca5e3371ed61e0c776a3e8bcee83576c421