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2505.20258
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ARM: Adaptive Reasoning Model

v1v2 (latest)

ARM: Adaptive Reasoning Model

26 May 2025

ArXiv (abs)PDF HTML HuggingFace (44 upvotes)Github (24995★)

Papers citing "ARM: Adaptive Reasoning Model"

21 / 21 papers shown

Rectifying LLM Thought from Lens of Optimization

Rectifying LLM Thought from Lens of Optimization

121

1

0

01 Dec 2025

ChainV: Atomic Visual Hints Make Multimodal Reasoning Shorter and Better

ChainV: Atomic Visual Hints Make Multimodal Reasoning Shorter and Better

Shanghang Zhang

197

0

0

21 Nov 2025

Adaptive Dual Reasoner: Large Reasoning Models Can Think Efficiently by Hybrid Reasoning

Adaptive Dual Reasoner: Large Reasoning Models Can Think Efficiently by Hybrid Reasoning

146

0

0

11 Oct 2025

ARM2: Adaptive Reasoning Model with Vision Understanding and Executable Code

ARM2: Adaptive Reasoning Model with Vision Understanding and Executable Code

268

1

0

09 Oct 2025

CalibCLIP: Contextual Calibration of Dominant Semantics for Text-Driven Image Retrieval

CalibCLIP: Contextual Calibration of Dominant Semantics for Text-Driven Image Retrieval

120

1

0

07 Oct 2025

Probing the Difficulty Perception Mechanism of Large Language Models

Probing the Difficulty Perception Mechanism of Large Language Models

227

0

0

07 Oct 2025

Pass@k Training for Adaptively Balancing Exploration and Exploitation of Large Reasoning Models

Pass@k Training for Adaptively Balancing Exploration and Exploitation of Large Reasoning Models

156

58

0

14 Aug 2025

Geometric-Mean Policy Optimization

Geometric-Mean Policy Optimization

...

266

25

0

28 Jul 2025

Hierarchical Budget Policy Optimization for Adaptive Reasoning

Hierarchical Budget Policy Optimization for Adaptive Reasoning

318

3

0

21 Jul 2025

THOUGHTTERMINATOR: Benchmarking, Calibrating, and Mitigating Overthinking in Reasoning Models

THOUGHTTERMINATOR: Benchmarking, Calibrating, and Mitigating Overthinking in Reasoning Models

Michael Stephen Saxon

William Y. Wang

280

20

0

17 Apr 2025

Efficient Reasoning Models: A Survey

Efficient Reasoning Models: A Survey

912

41

0

15 Apr 2025

Missing Premise exacerbates Overthinking: Are Reasoning Models losing Critical Thinking Skill?

Missing Premise exacerbates Overthinking: Are Reasoning Models losing Critical Thinking Skill?

353

35

0

09 Apr 2025

Rethinking RL Scaling for Vision Language Models: A Transparent, From-Scratch Framework and Comprehensive Evaluation Scheme

Rethinking RL Scaling for Vision Language Models: A Transparent, From-Scratch Framework and Comprehensive Evaluation Scheme

426

13

0

03 Apr 2025

ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning

ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning

317

76

0

02 Apr 2025

SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild

SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild

592

341

0

24 Mar 2025

Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models

Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models

...

739

263

0

20 Mar 2025

Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

OffRL AI4TS LRM RALM ReLM KELM

807

560

0

12 Mar 2025

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

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

389

62

0

03 Mar 2025

CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation

CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation

628

80

0

28 Feb 2025

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

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

...

OffRL AI4TS LRM ReLM VLM

1.2K

5,342

0

22 Jan 2025

Kimi k1.5: Scaling Reinforcement Learning with LLMs

Kimi k1.5: Scaling Reinforcement Learning with LLMs

...

OffRL ALM AI4TS VLM LRM

984

692

0

22 Jan 2025