BEATS: Optimizing LLM Mathematical Capabilities with BackVerify and Adaptive Disambiguate based Efficient Tree Search
Fuente:
arXiv
Saved in:
| Main Authors: | Sun, Linzhuang, Liang, Hao, Wei, Jingxuan, Yu, Bihui, He, Conghui, Zhou, Zenan, Zhang, Wentao |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification
by: Sun, Linzhuang, et al.
Published: (2025)
by: Sun, Linzhuang, et al.
Published: (2025)
Synth-Empathy: Towards High-Quality Synthetic Empathy Data
by: Liang, Hao, et al.
Published: (2024)
by: Liang, Hao, et al.
Published: (2024)
Efficient-Empathy: Towards Efficient and Effective Selection of Empathy Data
by: Sun, Linzhuang, et al.
Published: (2024)
by: Sun, Linzhuang, et al.
Published: (2024)
Rational Sensibility: LLM Enhanced Empathetic Response Generation Guided by Self-presentation Theory
by: Sun, Linzhuang, et al.
Published: (2023)
by: Sun, Linzhuang, et al.
Published: (2023)
Geoint-R1: Formalizing Multimodal Geometric Reasoning with Dynamic Auxiliary Constructions
by: Wei, Jingxuan, et al.
Published: (2025)
by: Wei, Jingxuan, et al.
Published: (2025)
Brain-inspired Computing Based on Deep Learning for Human-computer Interaction: A Review
by: Yu, Bihui, et al.
Published: (2023)
by: Yu, Bihui, et al.
Published: (2023)
Rethinking Text-to-SQL: Dynamic Multi-turn SQL Interaction for Real-world Database Exploration
by: Sun, Linzhuang, et al.
Published: (2025)
by: Sun, Linzhuang, et al.
Published: (2025)
Sentence-Level or Token-Level? A Comprehensive Study on Knowledge Distillation
by: Wei, Jingxuan, et al.
Published: (2024)
by: Wei, Jingxuan, et al.
Published: (2024)
GGBench: A Geometric Generative Reasoning Benchmark for Unified Multimodal Models
by: Wei, Jingxuan, et al.
Published: (2025)
by: Wei, Jingxuan, et al.
Published: (2025)
MathScape: Benchmarking Multimodal Large Language Models in Real-World Mathematical Contexts
by: Liang, Hao, et al.
Published: (2024)
by: Liang, Hao, et al.
Published: (2024)
LLaVA-NeuMT: Selective Layer-Neuron Modulation for Efficient Multilingual Multimodal Translation
by: Wei, Jingxuan, et al.
Published: (2025)
by: Wei, Jingxuan, et al.
Published: (2025)
PAGER: Bridging the Semantic-Execution Gap in Point-Precise Geometric GUI Control
by: Wei, Jingxuan, et al.
Published: (2026)
by: Wei, Jingxuan, et al.
Published: (2026)
Guided Verifier: Collaborative Multimodal Reasoning via Dynamic Process Supervision
by: Sun, Lingzhuang, et al.
Published: (2026)
by: Sun, Lingzhuang, et al.
Published: (2026)
KeyVideoLLM: Towards Large-scale Video Keyframe Selection
by: Liang, Hao, et al.
Published: (2024)
by: Liang, Hao, et al.
Published: (2024)
Boosting the Power of Small Multimodal Reasoning Models to Match Larger Models with Self-Consistency Training
by: Tan, Cheng, et al.
Published: (2023)
by: Tan, Cheng, et al.
Published: (2023)
Retrieval Meets Reasoning: Even High-school Textbook Knowledge Benefits Multimodal Reasoning
by: Tan, Cheng, et al.
Published: (2024)
by: Tan, Cheng, et al.
Published: (2024)
PaperFit: Vision-in-the-Loop Typesetting Optimization for Scientific Documents
by: Yu, Bihui, et al.
Published: (2026)
by: Yu, Bihui, et al.
Published: (2026)
From Words to Structured Visuals: A Benchmark and Framework for Text-to-Diagram Generation and Editing
by: Wei, Jingxuan, et al.
Published: (2024)
by: Wei, Jingxuan, et al.
Published: (2024)
TRACER: Verifiable Generative Provenance for Multimodal Tool-Using Agents
by: Yu, Bihui, et al.
Published: (2026)
by: Yu, Bihui, et al.
Published: (2026)
How RL Unlocks the Aha Moment in Geometric Interleaved Reasoning
by: Zhang, Xiangxiang, et al.
Published: (2026)
by: Zhang, Xiangxiang, et al.
Published: (2026)
A Survey on Image-text Multimodal Models
by: Guo, Ruifeng, et al.
Published: (2023)
by: Guo, Ruifeng, et al.
Published: (2023)
Thinking with Drafting: Optical Decompression via Logical Reconstruction
by: Wei, Jingxuan, et al.
Published: (2026)
by: Wei, Jingxuan, et al.
Published: (2026)
BEATS, DREAMS AND SHADOWS
by: Diego Juárez
Published: (2008)
by: Diego Juárez
Published: (2008)
Verifier-Backed Hard Problem Generation for Mathematical Reasoning
by: Lai, Yuhang, et al.
Published: (2026)
by: Lai, Yuhang, et al.
Published: (2026)
Heterogeneous Adaptive Policy Optimization: Tailoring Optimization to Every Token's Nature
by: Liu, Zheng, et al.
Published: (2025)
by: Liu, Zheng, et al.
Published: (2025)
ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning
by: Chen, Mingyang, et al.
Published: (2025)
by: Chen, Mingyang, et al.
Published: (2025)
SynthVLM: Towards High-Quality and Efficient Synthesis of Image-Caption Datasets for Vision-Language Models
by: Liu, Zheng, et al.
Published: (2024)
by: Liu, Zheng, et al.
Published: (2024)
Data Proportion Detection for Optimized Data Management for Large Language Models
by: Liang, Hao, et al.
Published: (2024)
by: Liang, Hao, et al.
Published: (2024)
Gradual Learning: Optimizing Fine-Tuning with Partially Mastered Knowledge in Large Language Models
by: Li, Bozhou, et al.
Published: (2024)
by: Li, Bozhou, et al.
Published: (2024)
N-BEATS-MOE: N-BEATS with a Mixture-of-Experts Layer for Heterogeneous Time Series Forecasting
by: Matos, Ricardo, et al.
Published: (2025)
by: Matos, Ricardo, et al.
Published: (2025)
Canvas-of-Thought: Grounding Reasoning via Mutable Structured States
by: Sun, Lingzhuang, et al.
Published: (2026)
by: Sun, Lingzhuang, et al.
Published: (2026)
Scholar Name Disambiguation with Search-enhanced LLM Across Language
by: Zhao, Renyu, et al.
Published: (2024)
by: Zhao, Renyu, et al.
Published: (2024)
HERMES: Towards Efficient and Verifiable Mathematical Reasoning in LLMs
by: Ospanov, Azim, et al.
Published: (2025)
by: Ospanov, Azim, et al.
Published: (2025)
K12-KGraph: A Curriculum-Aligned Knowledge Graph for Benchmarking and Training Educational LLMs
by: Liang, Hao, et al.
Published: (2026)
by: Liang, Hao, et al.
Published: (2026)
E2E: Efficient Filtered AKNN Search via Adaptive Termination
by: Xia, Wenxuan, et al.
Published: (2026)
by: Xia, Wenxuan, et al.
Published: (2026)
Verifiable Model-Free Safety Filters via Reinforcement Learning
by: Yin, Bihui, et al.
Published: (2026)
by: Yin, Bihui, et al.
Published: (2026)
Scaling Flaws of Verifier-Guided Search in Mathematical Reasoning
by: Yu, Fei, et al.
Published: (2025)
by: Yu, Fei, et al.
Published: (2025)
BRACE: A Benchmark for Robust Audio Caption Quality Evaluation
by: Guo, Tianyu, et al.
Published: (2025)
by: Guo, Tianyu, et al.
Published: (2025)
Pipeline for Verifying LLM-Generated Mathematical Solutions
by: Sazonova, Varvara, et al.
Published: (2026)
by: Sazonova, Varvara, et al.
Published: (2026)
Dialogue Model Optimization via Agent Game and Adaptive Tree-based GRPO
by: Peng, Kun, et al.
Published: (2026)
by: Peng, Kun, et al.
Published: (2026)
Similar Items
-
MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification
by: Sun, Linzhuang, et al.
Published: (2025) -
Synth-Empathy: Towards High-Quality Synthetic Empathy Data
by: Liang, Hao, et al.
Published: (2024) -
Efficient-Empathy: Towards Efficient and Effective Selection of Empathy Data
by: Sun, Linzhuang, et al.
Published: (2024) -
Rational Sensibility: LLM Enhanced Empathetic Response Generation Guided by Self-presentation Theory
by: Sun, Linzhuang, et al.
Published: (2023) -
Geoint-R1: Formalizing Multimodal Geometric Reasoning with Dynamic Auxiliary Constructions
by: Wei, Jingxuan, et al.
Published: (2025)