BoostTaxo: Zero-Shot Taxonomy Induction via Boosting-Style Agentic Reasoning and Constraint-Aware Calibration
Fuente:
arXiv
Saved in:
| Main Authors: | Ling, Yancheng, Qin, Zhenlin, Wang, Leizhen, Ma, Zhenliang |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
SemaPop: Semantic-Persona Conditioned and Controllable Population Synthesis
by: Qin, Zhenlin, et al.
Published: (2026)
by: Qin, Zhenlin, et al.
Published: (2026)
A Foundational Individual Mobility Prediction Model based on Open-Source Large Language Models
by: Qin, Zhenlin, et al.
Published: (2025)
by: Qin, Zhenlin, et al.
Published: (2025)
FoodTaxo: Generating Food Taxonomies with Large Language Models
by: Wullschleger, Pascal, et al.
Published: (2025)
by: Wullschleger, Pascal, et al.
Published: (2025)
Self-Consistency Boosts Calibration for Math Reasoning
by: Wang, Ante, et al.
Published: (2024)
by: Wang, Ante, et al.
Published: (2024)
Diverge to Induce Prompting: Multi-Rationale Induction for Zero-Shot Reasoning
by: Chen, Po-Chun, et al.
Published: (2026)
by: Chen, Po-Chun, et al.
Published: (2026)
From Conflict to Consensus: Boosting Medical Reasoning via Multi-Round Agentic RAG
by: Wu, Wenhao, et al.
Published: (2026)
by: Wu, Wenhao, et al.
Published: (2026)
Reinforcement Learning-based Sequential Route Recommendation for System-Optimal Traffic Assignment
by: Wang, Leizhen, et al.
Published: (2025)
by: Wang, Leizhen, et al.
Published: (2025)
Boosting Zero-Shot Crosslingual Performance using LLM-Based Augmentations with Effective Data Selection
by: Fazili, Barah, et al.
Published: (2024)
by: Fazili, Barah, et al.
Published: (2024)
Harder Is Better: Boosting Mathematical Reasoning via Difficulty-Aware GRPO and Multi-Aspect Question Reformulation
by: Dai, Yanqi, et al.
Published: (2026)
by: Dai, Yanqi, et al.
Published: (2026)
CSCE: Boosting LLM Reasoning by Simultaneous Enhancing of Causal Significance and Consistency
by: Wang, Kangsheng, et al.
Published: (2024)
by: Wang, Kangsheng, et al.
Published: (2024)
Satisfiability Solving with LLMs: A Matched-Pair Evaluation of Reasoning Capability
by: Zhang, Leizhen, et al.
Published: (2026)
by: Zhang, Leizhen, et al.
Published: (2026)
Boosting Reinforcement Learning with Verifiable Rewards via Randomly Selected Few-Shot Guidance
by: Yan, Kai, et al.
Published: (2026)
by: Yan, Kai, et al.
Published: (2026)
Boosting LLM via Learning from Data Iteratively and Selectively
by: Jia, Qi, et al.
Published: (2024)
by: Jia, Qi, et al.
Published: (2024)
ConciseHint: Boosting Efficient Reasoning via Continuous Concise Hints during Generation
by: Tang, Siao, et al.
Published: (2025)
by: Tang, Siao, et al.
Published: (2025)
G-Boost: Boosting Private SLMs with General LLMs
by: Fan, Yijiang, et al.
Published: (2025)
by: Fan, Yijiang, et al.
Published: (2025)
Fewer is More: Boosting LLM Reasoning with Reinforced Context Pruning
by: Huang, Xijie, et al.
Published: (2023)
by: Huang, Xijie, et al.
Published: (2023)
Every Activation Boosted: Scaling General Reasoner to 1 Trillion Open Language Foundation
by: Ling Team, et al.
Published: (2025)
by: Ling Team, et al.
Published: (2025)
Agentic Confidence Calibration
by: Zhang, Jiaxin, et al.
Published: (2026)
by: Zhang, Jiaxin, et al.
Published: (2026)
KAG: Boosting LLMs in Professional Domains via Knowledge Augmented Generation
by: Liang, Lei, et al.
Published: (2024)
by: Liang, Lei, et al.
Published: (2024)
Stance Reasoner: Zero-Shot Stance Detection on Social Media with Explicit Reasoning
by: Taranukhin, Maksym, et al.
Published: (2024)
by: Taranukhin, Maksym, et al.
Published: (2024)
Are Large Reasoning Models Good Translation Evaluators? Analysis and Performance Boost
by: Zhan, Runzhe, et al.
Published: (2025)
by: Zhan, Runzhe, et al.
Published: (2025)
MindMerger: Efficient Boosting LLM Reasoning in non-English Languages
by: Huang, Zixian, et al.
Published: (2024)
by: Huang, Zixian, et al.
Published: (2024)
Agentic Systems as Boosting Weak Reasoning Models
by: Sunkaraneni, Varun, et al.
Published: (2026)
by: Sunkaraneni, Varun, et al.
Published: (2026)
StructRAG: Boosting Knowledge Intensive Reasoning of LLMs via Inference-time Hybrid Information Structurization
by: Li, Zhuoqun, et al.
Published: (2024)
by: Li, Zhuoqun, et al.
Published: (2024)
ZeFaV: Boosting Large Language Models for Zero-shot Fact Verification
by: Luu, Son T., et al.
Published: (2024)
by: Luu, Son T., et al.
Published: (2024)
ReacTOD: Bounded Neuro-Symbolic Agentic NLU for Zero-Shot Dialogue State Tracking
by: Lin, Yanjun, et al.
Published: (2026)
by: Lin, Yanjun, et al.
Published: (2026)
Step Back to Leap Forward: Self-Backtracking for Boosting Reasoning of Language Models
by: Yang, Xiao-Wen, et al.
Published: (2025)
by: Yang, Xiao-Wen, et al.
Published: (2025)
Boosting Process-Correct CoT Reasoning by Modeling Solvability of Multiple-Choice QA
by: Schumann, Raphael, et al.
Published: (2025)
by: Schumann, Raphael, et al.
Published: (2025)
CARFT: Boosting LLM Reasoning via Contrastive Learning with Annotated Chain-of-Thought-based Reinforced Fine-Tuning
by: Zhu, Wenqiao, et al.
Published: (2025)
by: Zhu, Wenqiao, et al.
Published: (2025)
ReflectRM: Boosting Generative Reward Models via Self-Reflection within a Unified Judgment Framework
by: Qin, Kai, et al.
Published: (2026)
by: Qin, Kai, et al.
Published: (2026)
Double-Calibration: Towards Reliable LLMs via Calibrating Knowledge and Reasoning Confidence
by: Lu, Yuyin, et al.
Published: (2026)
by: Lu, Yuyin, et al.
Published: (2026)
BoostStep: Boosting mathematical capability of Large Language Models via improved single-step reasoning
by: Zhang, Beichen, et al.
Published: (2025)
by: Zhang, Beichen, et al.
Published: (2025)
Reasoning-Oriented and Analogy-Based Methods for Locating and Editing in Zero-Shot Event-Relational Reasoning
by: Tang, Jingyao, et al.
Published: (2025)
by: Tang, Jingyao, et al.
Published: (2025)
AgenticMath: Enhancing LLM Reasoning via Agentic-based Math Data Generation
by: Liu, Xianyang, et al.
Published: (2025)
by: Liu, Xianyang, et al.
Published: (2025)
Beyond Self-Consistency: Ensemble Reasoning Boosts Consistency and Accuracy of LLMs in Cancer Staging
by: Chang, Chia-Hsuan, et al.
Published: (2024)
by: Chang, Chia-Hsuan, et al.
Published: (2024)
PrismRAG: Boosting RAG Factuality with Distractor Resilience and Strategized Reasoning
by: Kachuee, Mohammad, et al.
Published: (2025)
by: Kachuee, Mohammad, et al.
Published: (2025)
Flex-Judge: Text-Only Reasoning Unleashes Zero-Shot Multimodal Evaluators
by: Ko, Jongwoo, et al.
Published: (2025)
by: Ko, Jongwoo, et al.
Published: (2025)
LLMs are not Zero-Shot Reasoners for Biomedical Information Extraction
by: Nagar, Aishik, et al.
Published: (2024)
by: Nagar, Aishik, et al.
Published: (2024)
Cognitive-Level Adaptive Generation via Capability-Aware Retrieval and Style Adaptation
by: Wang, Qingsong, et al.
Published: (2025)
by: Wang, Qingsong, et al.
Published: (2025)
Agent Instructs Large Language Models to be General Zero-Shot Reasoners
by: Crispino, Nicholas, et al.
Published: (2023)
by: Crispino, Nicholas, et al.
Published: (2023)
Similar Items
-
SemaPop: Semantic-Persona Conditioned and Controllable Population Synthesis
by: Qin, Zhenlin, et al.
Published: (2026) -
A Foundational Individual Mobility Prediction Model based on Open-Source Large Language Models
by: Qin, Zhenlin, et al.
Published: (2025) -
FoodTaxo: Generating Food Taxonomies with Large Language Models
by: Wullschleger, Pascal, et al.
Published: (2025) -
Self-Consistency Boosts Calibration for Math Reasoning
by: Wang, Ante, et al.
Published: (2024) -
Diverge to Induce Prompting: Multi-Rationale Induction for Zero-Shot Reasoning
by: Chen, Po-Chun, et al.
Published: (2026)