$Image de couverture de livre$

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Waheed, Abdul, Mitra, Chancharik, Wang, Laurie Z., Ramanan, Deva, Raj, Bhiksha
Format:	Preprint
Publié:	2025
Sujets:	Computation and Language
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

uDistil-Whisper: Label-Free Data Filtering for Knowledge Distillation in Low-Data Regimes
par: Waheed, Abdul, et autres
Publié: (2024)

Compositional Chain-of-Thought Prompting for Large Multimodal Models
par: Mitra, Chancharik, et autres
Publié: (2023)

On the Robust Approximation of ASR Metrics
par: Waheed, Abdul, et autres
Publié: (2025)

Less Languages, Less Tokens: An Efficient Unified Logic Cross-lingual Chain-of-Thought Reasoning Framework
par: Zhang, Chenyuan, et autres
Publié: (2026)

Mechanistic Finetuning of Vision-Language-Action Models via Few-Shot Demonstrations
par: Mitra, Chancharik, et autres
Publié: (2025)

What Do Speech Foundation Models Not Learn About Speech?
par: Waheed, Abdul, et autres
Publié: (2024)

Lost in Transcription, Found in Distribution Shift: Demystifying Hallucination in Speech Foundation Models
par: Atwany, Hanin, et autres
Publié: (2025)

VideoJudge: Bootstrapping Enables Scalable Supervision of MLLM-as-a-Judge for Video Understanding
par: Waheed, Abdul, et autres
Publié: (2025)

Scheherazade: Evaluating Chain-of-Thought Math Reasoning in LLMs with Chain-of-Problems
par: Miner, Stephen, et autres
Publié: (2024)

When More is Less: Understanding Chain-of-Thought Length in LLMs
par: Wu, Yuyang, et autres
Publié: (2025)

Efficient Reasoning via Chain of Unconscious Thought
par: Gong, Ruihan, et autres
Publié: (2025)

MathCanvas: Intrinsic Visual Chain-of-Thought for Multimodal Mathematical Reasoning
par: Shi, Weikang, et autres
Publié: (2025)

On the Diversity of Synthetic Data and its Impact on Training Large Language Models
par: Chen, Hao, et autres
Publié: (2024)

To Distill or Not to Distill? On the Robustness of Robust Knowledge Distillation
par: Waheed, Abdul, et autres
Publié: (2024)

Structured Reasoning with Tree-of-Thoughts for Bengali Math Word Problems
par: Mahmood, Aurprita, et autres
Publié: (2025)

Think Less, Know More: State-Aware Reasoning Compression with Knowledge Guidance for Efficient Reasoning
par: Sui, Yi, et autres
Publié: (2026)

Enhancing Few-Shot Vision-Language Classification with Large Multimodal Model Features
par: Mitra, Chancharik, et autres
Publié: (2024)

Unveiling the Key Factors for Distilling Chain-of-Thought Reasoning
par: Chen, Xinghao, et autres
Publié: (2025)

ARES: Multimodal Adaptive Reasoning via Difficulty-Aware Token-Level Entropy Shaping
par: Chen, Shuang, et autres
Publié: (2025)

LLMSR@XLLM25: Less is More: Enhancing Structured Multi-Agent Reasoning via Quality-Guided Distillation
par: Yuan, Jiahao, et autres
Publié: (2025)

Tailored Teaching with Balanced Difficulty: Elevating Reasoning in Multimodal Chain-of-Thought via Prompt Curriculum
par: Yang, Xinglong, et autres
Publié: (2025)

CoT-Evo: Evolutionary Distillation of Chain-of-Thought for Scientific Reasoning
par: Feng, Kehua, et autres
Publié: (2025)

DiffAdapt: Difficulty-Adaptive Reasoning for Token-Efficient LLM Inference
par: Liu, Xiang, et autres
Publié: (2025)

Acting Less is Reasoning More! Teaching Model to Act Efficiently
par: Wang, Hongru, et autres
Publié: (2025)

PACE: Prefix-Protected and Difficulty-Aware Compression for Efficient Reasoning
par: Feng, Ruixiang, et autres
Publié: (2026)

Efficient Reasoning for LLMs through Speculative Chain-of-Thought
par: Wang, Jikai, et autres
Publié: (2025)

CIRF: Tokenizing Chain-of-Thoughts into Reusable Functional Units for Efficient Latent Reasoning in Large Language Models
par: Lee, Yukyung, et autres
Publié: (2026)

DELULU: Discriminative Embedding Learning Using Latent Units for Speaker-Aware Self-Trained Speech Foundational Model
par: Baali, Massa, et autres
Publié: (2025)

DART-Math: Difficulty-Aware Rejection Tuning for Mathematical Problem-Solving
par: Tong, Yuxuan, et autres
Publié: (2024)

Diagnosing Memorization in Chain-of-Thought Reasoning, One Token at a Time
par: Li, Huihan, et autres
Publié: (2025)

Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs
par: Chen, Kang, et autres
Publié: (2025)

RefAV: Towards Planning-Centric Scenario Mining
par: Davidson, Cainan, et autres
Publié: (2025)

Resource-Limited Joint Multimodal Sentiment Reasoning and Classification via Chain-of-Thought Enhancement and Distillation
par: Shangguan, Haonan, et autres
Publié: (2025)

LIMO: Less is More for Reasoning
par: Ye, Yixin, et autres
Publié: (2025)

Leveraging Large Language Models for Bengali Math Word Problem Solving with Chain of Thought Reasoning
par: Paul, Bidyarthi, et autres
Publié: (2025)

CoT2Align: Cross-Chain of Thought Distillation via Optimal Transport Alignment for Language Models with Different Tokenizers
par: Le, Anh Duc, et autres
Publié: (2025)

Effectiveness of Chain-of-Thought in Distilling Reasoning Capability from Large Language Models
par: Do, Cong-Thanh, et autres
Publié: (2025)

Recall with Reasoning: Chain-of-Thought Distillation for Mamba's Long-Context Memory and Extrapolation
par: Ma, Junyu, et autres
Publié: (2025)

ReasonFlux-PRM: Trajectory-Aware PRMs for Long Chain-of-Thought Reasoning in LLMs
par: Zou, Jiaru, et autres
Publié: (2025)

Learning When to Sample: Confidence-Aware Self-Consistency for Efficient LLM Chain-of-Thought Reasoning
par: Xiong, Juming, et autres
Publié: (2026)