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Paper Citation Record · LEDGER

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models

As of 7 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 4 inbound Pith citation observations for arXiv:2506.12353.

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

pith.paper-citation-record.v1
2506.12353 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:57:03.154623Z

measured 41 of 41 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:54:17.268192Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T05:08:13.018927Z

Reference resolution

37 of 37 outbound references displayed

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  • verified fuzzy1
  • unresolved36
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

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Outbound references

Observation efda38cc-9166-42c5-b52f-0f59396ffd0d · outbound

This paper cites Wait" in Other Reflections (Histogram).

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models Wait" in Other Reflections (Histogram)

Reference 1

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Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T00:57:03.154623Z digest=sha256:9b3d9b1407b181be0395e9fee9b70d240eafc2fe671c2ab21c183d70b8ef485f

Observation e6b00f0d-f032-41c0-803b-733c20761a23 · outbound

This paper cites Seal: Steer- able reasoning calibration of large language models for free.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models Seal: Steer- able reasoning calibration of large language models for free

Reference 4

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source=pdf_text observed=2026-08-07T00:57:00.052406Z digest=sha256:bbf93ee5b5c1cfc1d46b6ced6a34fe3b8be868527e9faec57684b9b551c63c37

Observation e36f406b-a0ca-4c4a-b070-6bcdb6009392 · outbound

This paper cites Compressed Chain of Thought: Efficient Reasoning Through Dense Representations.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models Compressed Chain of Thought: Efficient Reasoning Through Dense Representations

Reference 5

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source=pdf_text observed=2026-08-07T00:57:00.197987Z digest=sha256:7ed8bd6cc63cca106c77bfd6be7ae995e996420bcc48c41f81d6f213927964d0

Observation 397bcf4d-18c5-4835-93d0-9c2adc0f5c23 · outbound

This paper cites Learning to Route LLMs with Confidence Tokens.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models Learning to Route LLMs with Confidence Tokens

Reference 7

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source=pdf_text observed=2026-08-07T00:57:00.438993Z digest=sha256:61b30ce4e1e247b9454c084039ea53c06da198eedcf751d2dd3cb433a298b3c0

Observation 72a3cc84-c919-4ced-afc7-3208403108cb · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models Training Verifiers to Solve Math Word Problems

Reference 8

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source=pdf_text observed=2026-08-07T00:57:00.577386Z digest=sha256:508b348365228ffc71e7fd6429ae969fe4e92824c8c5712d2da894b5a50bad32

Observation f6ef9b75-2a1c-41b8-abfb-c2d8948ced19 · outbound

This paper cites Energy Considerations of Large Language Model Inference and Efficiency Optimizations.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models Energy Considerations of Large Language Model Inference and Efficiency Optimizations

Reference 9

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source=pdf_text observed=2026-08-07T00:57:00.675817Z digest=sha256:dbdad1f288a3d73da1711bd524809744e5f153b95db8b0d7c4ac0112ca27cee3

Observation 2868b520-08d4-43e3-9859-6a7696800926 · outbound

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

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 10

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source=pdf_text observed=2026-08-07T00:57:00.793462Z digest=sha256:21452238f7d2ca5e80466cf506c318d2c21762a5b67c1843379fcf2b271303e9

Observation 13ac8a10-ecab-42e7-9494-faeda2d61281 · outbound

This paper cites Training Large Language Models to Reason in a Continuous Latent Space.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models Training Large Language Models to Reason in a Continuous Latent Space

Reference 11

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source=pdf_text observed=2026-08-07T00:57:00.888079Z digest=sha256:ac3667c780273f7a28b7f6c13e40e97b8b90a5699e70eb0507e3eb2b1a07a51d

Observation 9b2cb594-fddf-47fe-9803-d5488f6b9f34 · outbound

This paper cites Measuring Mathematical Problem Solving With the MATH Dataset.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models Measuring Mathematical Problem Solving With the MATH Dataset

Reference 12

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source=pdf_text observed=2026-08-07T00:57:01.028410Z digest=sha256:87845caef6a05eb4f312f6e6943a559ae5297b3c5bef916febd46889cd7400fc

Observation c7ff2f05-6389-4dbb-b7e1-f44596601200 · outbound

This paper cites A sober look at progress in language model reasoning: Pitfalls and paths to reproducibility.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models A sober look at progress in language model reasoning: Pitfalls and paths to reproducibility

Reference 13

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source=pdf_text observed=2026-08-07T00:57:01.196512Z digest=sha256:49bb3a7d2174f24978351e1c68e70bdd1384f4381d53f43bdc109ad009103b9a

Observation 204eef23-37b0-44b8-82ac-39413befa5bf · outbound

This paper cites OpenAI o1 System Card.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models OpenAI o1 System Card

Reference 15

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source=pdf_text observed=2026-08-07T00:57:01.343042Z digest=sha256:37ce38945c6901319296980146024c3ca1a2db13f2d9ecee704bb1f317d8f7e4

Observation 327ab32a-9d85-4380-a2d6-a769e79a3bad · outbound

This paper cites L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning

Reference 16

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Observation 35cbcd96-7426-4654-aa51-2ea55b5f6645 · outbound

This paper cites Reward-Guided Speculative Decoding for Efficient LLM Reasoning.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 17

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source=pdf_text observed=2026-08-07T00:57:01.524906Z digest=sha256:4f0b1842cc0b8d71ca4c21bf4d6040a6ca5c1b5b69f576afc1f070eb0d379b35

Observation 57cd6c8d-000d-43fb-bb29-094a617b1b8a · outbound

This paper cites Let's Verify Step by Step.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models Let's Verify Step by Step

Reference 18

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source=pdf_text observed=2026-08-07T00:57:01.616179Z digest=sha256:b129e7a521086c3fab687de1f45ec0f94bf1bb2c2ec87c14ddda829d3422ae82

Observation 9b97c33a-6f80-4a36-adb1-820a1be15ce0 · outbound

This paper cites DeepSeek-V3 Technical Report.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models DeepSeek-V3 Technical Report

Reference 19

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source=pdf_text observed=2026-08-07T00:57:01.731517Z digest=sha256:fcaad27905d584fa698f355ab9b2d672018949c1d24de083c090474b3a83c478

Observation 893a0317-102c-414f-aeef-2b8255072ca4 · outbound

This paper cites O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning

Reference 20

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Observation 459f3269-43bb-4e78-b012-2ff194e9a503 · outbound

This paper cites CoT-Valve: Length-Compressible Chain-of-Thought Tuning.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 21

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Observation 298e63dd-70e3-4e09-bf71-442f19579d46 · outbound

This paper cites s1: Simple test-time scaling.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models s1: Simple test-time scaling

Reference 22

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source=pdf_text observed=2026-08-07T00:57:01.996853Z digest=sha256:21ea4bf6ff1b5c4abbce9d671cdb3357e1881dcf6724f68c1873b75231b9fdd5

Observation 20782098-b0fb-492a-abd4-0c5c67f22e62 · outbound

This paper cites Let's Think Dot by Dot: Hidden Computation in Transformer Language Models.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models Let's Think Dot by Dot: Hidden Computation in Transformer Language Models

Reference 23

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source=pdf_text observed=2026-08-07T00:57:02.090047Z digest=sha256:fb7509d12e46bfee190f70874ae7d70fc3008f7038596af1c77e14ec55e7f3c5

Observation 4f0526b4-fc90-4f29-93d9-d46961c34168 · outbound

This paper cites A survey of efficient reasoning for large reasoning models: Language, multimodality, and beyond.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models A survey of efficient reasoning for large reasoning models: Language, multimodality, and beyond

Reference 24

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source=pdf_text observed=2026-08-07T00:57:02.179776Z digest=sha256:a0816a3aa62a572efeae341ba23395686520f8963e2e7abad191187731678a6c

Observation 6cd2b2a9-b2be-4646-ae18-378ac9697d09 · outbound

This paper cites Rethinking Reflection in Pre-Training.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models Rethinking Reflection in Pre-Training

Reference 25

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source=pdf_text observed=2026-08-07T00:57:02.241113Z digest=sha256:3c28a2b198615dd3677746489ac5bc304c9870f4e2b156f9b596cfbde32719c3

Observation a1f409dd-f139-4b48-8b02-dac6572e8131 · outbound

This paper cites Dast: Difficulty-adaptive slow-thinking for large reasoning models.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models Dast: Difficulty-adaptive slow-thinking for large reasoning models

Reference 26

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source=pdf_text observed=2026-08-07T00:57:02.329733Z digest=sha256:3adb1c0a63442c2054baff3fd22dc6b903c79ceb9f08246e0094679538578285

Observation d2758987-83ba-44dd-b603-e8d5964e0937 · outbound

This paper cites CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation

Reference 27

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Observation 87300105-0283-41df-9416-eb40690a1c0a · outbound

This paper cites Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them

Reference 29

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source=pdf_text observed=2026-08-07T00:57:02.554880Z digest=sha256:399b4b1d81635ec7d8af1b3e0f19b42ba7b023703eb1b3974d8e184c64b45f31

Observation 993f89a0-afcc-49bd-8c27-23bd97b7722b · outbound

This paper cites Harnessing the Reasoning Economy: A Survey of Efficient Reasoning for Large Language Models.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models Harnessing the Reasoning Economy: A Survey of Efficient Reasoning for Large Language Models

Reference 31

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Observation db5ace98-dfbb-46c7-bbb7-d387d65e5643 · outbound

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

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models Thoughts Are All Over the Place: On the Underthinking of o1-Like LLMs

Reference 32

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source=pdf_text observed=2026-08-07T00:57:02.795577Z digest=sha256:86261dd382c279b0740f0643ae321c58cfcad28177d9a819d9c0ff819a8093e9

Observation aee5a5d4-149f-4feb-a554-b54d6110e04a · outbound

This paper cites GPT-4o System Card.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models GPT-4o System Card

Reference 33

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source=pdf_text observed=2026-08-07T00:57:01.260712Z digest=sha256:5d6a2822ce7c33f87a307a9c3545559b7727ec8eba24940aedc353f8ea210d1a

Observation d681e2a7-2e87-4ebd-92f2-a1f329307db5 · outbound

This paper cites Tokenskip: Controllable chain-of-thought compression in Ilms.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models Tokenskip: Controllable chain-of-thought compression in Ilms

Reference 34

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source=pdf_text observed=2026-08-07T00:57:02.853369Z digest=sha256:4742169deb48ca9d344ed2d7dc3e7ceba295c6b5e51d40294ba2c93832b49a0f

Observation 4018b750-52c3-4204-99fc-b70ad89c8a22 · outbound

This paper cites Chain of Draft: Thinking Faster by Writing Less.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models Chain of Draft: Thinking Faster by Writing Less

Reference 35

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source=pdf_text observed=2026-08-07T00:57:02.942395Z digest=sha256:91a940b2711950d18d24ba4440b201e5ba1e1705847c6f05b35103fa1a6e3938

Observation 005af0ef-5636-46c8-83f1-231e846aef3f · outbound

This paper cites Qwen2.5 Technical Report.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models Qwen2.5 Technical Report

Reference 36

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source=pdf_text observed=2026-08-07T00:57:03.016370Z digest=sha256:9db5f56822545d0f9ff2e45600758fa1781db4a86de682aa41cd12185564d1ec

Observation 4b265649-d87c-49ab-8a54-2c9249ae37d6 · outbound

This paper cites Demystifying Long Chain-of-Thought Reasoning in LLMs.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models Demystifying Long Chain-of-Thought Reasoning in LLMs

Reference 37

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Observation 48bfcf8c-7c5b-44b0-8460-e640161c230a · outbound

This paper cites Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models

Reference 44

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source=pdf_text observed=2026-08-07T00:57:02.482809Z digest=sha256:97106c866ceb010d466d225434fce4a85863d968d967f173e33b2cb60516fe13

Observation 87337e2b-fa9b-4e9c-9645-782b05063284 · outbound

This paper cites Sketch-of-thought: Efficient lm reasoning with adaptive cognitive-inspired sketching.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models Sketch-of-thought: Efficient lm reasoning with adaptive cognitive-inspired sketching

Reference 2021

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source=pdf_text observed=2026-08-07T00:56:59.939407Z digest=sha256:d69ff5cd1499baddb2e0cd61e22772053b895196d9a52fd7f43b7c71ca7f42cd

Observation 00c22b61-848d-4d34-bf5f-7032a4c3f332 · outbound

This paper cites Kimi k1.5: Scaling Reinforcement Learning with LLMs.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 2022

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source=pdf_text observed=2026-08-07T00:57:02.644849Z digest=sha256:2d78421b27eb8bbb25248def504400b9b25fd47820f58f92dbd291cbd621fdbe

Observation c508e0f9-1bb8-4906-9b2b-9da57a366953 · outbound

This paper cites How Well do LLMs Compress Their Own Chain-of-Thought? A Token Complexity Approach.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models How Well do LLMs Compress Their Own Chain-of-Thought? A Token Complexity Approach

Reference 2023

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source=pdf_text observed=2026-08-07T00:57:01.431811Z digest=sha256:dad4ffd9ad77309de971f94c8a209c42d17d20ea6bd2085a71080992bf4a5de5

Observation c37b93d1-a14e-4fe0-9281-4a6480356d16 · outbound

This paper cites Confident or Seek Stronger: Exploring Uncertainty-Based On-device LLM Routing From Benchmarking to Generalization.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models Confident or Seek Stronger: Exploring Uncertainty-Based On-device LLM Routing From Benchmarking to Generalization

Reference 2024

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Observation 6513cbd3-fbbc-4499-9166-38d364166eb0 · outbound

This paper cites Program Synthesis with Large Language Models.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models Program Synthesis with Large Language Models

Reference 2025

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Pith citing papers

Observation 1f079f2a-4ea7-4138-ba71-ce9121d3e50f · inbound

Towards Concise and Adaptive Thinking in Large Reasoning Models: A Survey cites this paper.

Towards Concise and Adaptive Thinking in Large Reasoning Models: A Survey Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models

Reference 111

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Observation d77ac373-6e99-49ab-a72e-7a0cf74997cd · inbound

EDGE-GRPO: Entropy-Driven GRPO with Guided Error Correction for Advantage Diversity cites this paper.

EDGE-GRPO: Entropy-Driven GRPO with Guided Error Correction for Advantage Diversity Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models

Reference 1

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Observation 4541c878-3b5e-4085-b2f0-5ec5b33425ca · inbound

Reconsidering Overthinking: Penalizing Internal and External Redundancy in CoT Reasoning cites this paper.

Reconsidering Overthinking: Penalizing Internal and External Redundancy in CoT Reasoning Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models

Reference 14

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Observation a2230aad-aa95-4a74-98f9-df858b7527ff · inbound

Failure Cases Are Better Learned But Boundary Says Sorry: Facilitating Smooth Perception Change for Accuracy-Robustness Trade-Off in Adversarial Training cites this paper.

Failure Cases Are Better Learned But Boundary Says Sorry: Facilitating Smooth Perception Change for Accuracy-Robustness Trade-Off in Adversarial Training Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models

Reference 5

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