Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment | Paper Citation Record

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

Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Unresolved cited work

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Unresolved cited work

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Unresolved cited work

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Unresolved cited work

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Unresolved cited work

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Unresolved cited work

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Training Verifiers to Solve Math Word Problems

Reference 8

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This paper cites 1999.Elements of information theory.

Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment 1999.Elements of information theory

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Unresolved cited work

Reference 10

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Unresolved cited work

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This paper cites Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning.

Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning

Reference 12

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

Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 13

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Unresolved cited work

Reference 14

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

Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Measuring Mathematical Problem Solving With the MATH Dataset

Reference 15

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This paper cites OpenAI o1 System Card.

Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment OpenAI o1 System Card

Reference 16

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This paper cites 2025.Information-theoretic foundations for machine learning.

Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment 2025.Information-theoretic foundations for machine learning

Reference 17

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Unresolved cited work

Reference 18

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This paper cites Semantic Entropy Probes: Robust and Cheap Hallucination Detection in LLMs.

Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Semantic Entropy Probes: Robust and Cheap Hallucination Detection in LLMs

Reference 19

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

Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment How Well do LLMs Compress Their Own Chain-of-Thought? A Token Complexity Approach

Reference 20

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This paper cites CoRE: Enhancing Metacognition with Label-free Self-evaluation in LRMs.

Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment CoRE: Enhancing Metacognition with Label-free Self-evaluation in LRMs

Reference 21

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

Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 22

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

Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Reasoning Models Can Be Effective Without Thinking

Reference 24

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Unresolved cited work

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Unresolved cited work

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Unresolved cited work

Reference 27

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Revisiting Transformers through the Lens of Low Entropy and Dynamic Sparsity

Reference 28

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Unresolved cited work

Reference 29

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Unresolved cited work

Reference 30

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Efficient Reasoning with Hidden Thinking

Reference 32

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models

Reference 33

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Kimi k1.5: Scaling Reinforcement Learning with LLMs

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Understanding Chain-of-Thought in LLMs through Information Theory

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Steering Language Models With Activation Engineering

Reference 37

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Unresolved cited work

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Harnessing the Reasoning Economy: A Survey of Efficient Reasoning for Large Language Models

Reference 39

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Unresolved cited work

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Unresolved cited work

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Unresolved cited work

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Unresolved cited work

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Latent Space Chain-of-Embedding Enables Output-free LLM Self-Evaluation

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Unresolved cited work

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment When More is Less: Understanding Chain-of-Thought Length in LLMs

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Unresolved cited work

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment AdaptThink: Reasoning Models Can Learn When to Think

Reference 49

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Unresolved cited work

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Think or Not? Exploring Thinking Efficiency in Large Reasoning Models via an Information-Theoretic Lens

Reference 52

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Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Attention Satisfies: A Constraint-Satisfaction Lens on Factual Errors of Language Models

Reference 53

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Observation 7825b69d-f3df-400c-8a72-caf5f1d0c892 · outbound

This paper cites Learning to Maximize Mutual Information for Chain-of-Thought Distillation.

Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Learning to Maximize Mutual Information for Chain-of-Thought Distillation

Reference 2024

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

Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 2025

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