KA2L: A Knowledge-Aware Active Learning Framework for LLMs
Fuente:
arXiv
Saved in:
| Main Authors: | Yin, Haoxuan, Liu, Bojian, Tang, Chen, Wang, Yangfan, Yan, Lian, Jiang, Jingchi |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
KCS: Diversify Multi-hop Question Generation with Knowledge Composition Sampling
by: Wang, Yangfan, et al.
Published: (2025)
by: Wang, Yangfan, et al.
Published: (2025)
HiEdit: Lifelong Model Editing with Hierarchical Reinforcement Learning
by: Wang, Yangfan, et al.
Published: (2026)
by: Wang, Yangfan, et al.
Published: (2026)
AgriEval: A Comprehensive Chinese Agricultural Benchmark for Large Language Models
by: Yan, Lian, et al.
Published: (2025)
by: Yan, Lian, et al.
Published: (2025)
Learning to Edit: Aligning LLMs with Knowledge Editing
by: Jiang, Yuxin, et al.
Published: (2024)
by: Jiang, Yuxin, et al.
Published: (2024)
Accurate Table Question Answering with Accessible LLMs
by: Jiang, Yangfan, et al.
Published: (2026)
by: Jiang, Yangfan, et al.
Published: (2026)
Are LLMs Really Not Knowledgeable? Mining the Submerged Knowledge in LLMs' Memory
by: Tao, Xingjian, et al.
Published: (2024)
by: Tao, Xingjian, et al.
Published: (2024)
User-Aware Active Knowledge Acquisition for Emotional Support Dialogue
by: Xu, Mufan, et al.
Published: (2026)
by: Xu, Mufan, et al.
Published: (2026)
Evolving Knowledge Distillation with Large Language Models and Active Learning
by: Liu, Chengyuan, et al.
Published: (2024)
by: Liu, Chengyuan, et al.
Published: (2024)
Enhancing Persona Consistency for LLMs' Role-Playing using Persona-Aware Contrastive Learning
by: Ji, Ke, et al.
Published: (2025)
by: Ji, Ke, et al.
Published: (2025)
HyKGE: A Hypothesis Knowledge Graph Enhanced Framework for Accurate and Reliable Medical LLMs Responses
by: Jiang, Xinke, et al.
Published: (2023)
by: Jiang, Xinke, et al.
Published: (2023)
CharacterBox: Evaluating the Role-Playing Capabilities of LLMs in Text-Based Virtual Worlds
by: Wang, Lei, et al.
Published: (2024)
by: Wang, Lei, et al.
Published: (2024)
Bridging the Knowledge-Action Gap by Evaluating LLMs in Dynamic Dental Clinical Scenarios
by: Ma, Hongyang, et al.
Published: (2026)
by: Ma, Hongyang, et al.
Published: (2026)
OmniTrace: A Unified Framework for Generation-Time Attribution in Omni-Modal LLMs
by: Yan, Qianqi, et al.
Published: (2026)
by: Yan, Qianqi, et al.
Published: (2026)
SRPO: Enhancing Multimodal LLM Reasoning via Reflection-Aware Reinforcement Learning
by: Wan, Zhongwei, et al.
Published: (2025)
by: Wan, Zhongwei, et al.
Published: (2025)
Reasoning with Graphs: Structuring Implicit Knowledge to Enhance LLMs Reasoning
by: Han, Haoyu, et al.
Published: (2025)
by: Han, Haoyu, et al.
Published: (2025)
EvoWiki: Evaluating LLMs on Evolving Knowledge
by: Tang, Wei, et al.
Published: (2024)
by: Tang, Wei, et al.
Published: (2024)
Culturally-Aware Conversations: A Framework & Benchmark for LLMs
by: Havaldar, Shreya, et al.
Published: (2025)
by: Havaldar, Shreya, et al.
Published: (2025)
NaviRAG: Towards Active Knowledge Navigation for Retrieval-Augmented Generation
by: Dai, Jihao, et al.
Published: (2026)
by: Dai, Jihao, et al.
Published: (2026)
Adaptive Detoxification: Safeguarding General Capabilities of LLMs through Toxicity-Aware Knowledge Editing
by: Lu, Yifan, et al.
Published: (2025)
by: Lu, Yifan, et al.
Published: (2025)
MTCMB: A Multi-Task Benchmark Framework for Evaluating LLMs on Knowledge, Reasoning, and Safety in Traditional Chinese Medicine
by: Kong, Shufeng, et al.
Published: (2025)
by: Kong, Shufeng, et al.
Published: (2025)
GuessArena: Guess Who I Am? A Self-Adaptive Framework for Evaluating LLMs in Domain-Specific Knowledge and Reasoning
by: Yu, Qingchen, et al.
Published: (2025)
by: Yu, Qingchen, et al.
Published: (2025)
MedCare: Advancing Medical LLMs through Decoupling Clinical Alignment and Knowledge Aggregation
by: Liao, Yusheng, et al.
Published: (2024)
by: Liao, Yusheng, et al.
Published: (2024)
Beyond Local vs. External: A Game-Theoretic Framework for Trustworthy Knowledge Acquisition
by: Yao, Rujing, et al.
Published: (2026)
by: Yao, Rujing, et al.
Published: (2026)
CultureForest: Understanding and Evaluating Cultural Norm Grounded Reasoning in LLMs
by: Ye, Yangfan, et al.
Published: (2026)
by: Ye, Yangfan, et al.
Published: (2026)
LecEval: An Automated Metric for Multimodal Knowledge Acquisition in Multimedia Learning
by: Yin, Joy Lim Jia, et al.
Published: (2025)
by: Yin, Joy Lim Jia, et al.
Published: (2025)
DIF: A Framework for Benchmarking and Verifying Implicit Bias in LLMs
by: Yin, Lake, et al.
Published: (2025)
by: Yin, Lake, et al.
Published: (2025)
KARL: Mitigating Hallucinations in LLMs via Knowledge-Boundary-Aware Reinforcement Learning
by: Gao, Cheng, et al.
Published: (2026)
by: Gao, Cheng, et al.
Published: (2026)
Lifelong Knowledge Editing for LLMs with Retrieval-Augmented Continuous Prompt Learning
by: Chen, Qizhou, et al.
Published: (2024)
by: Chen, Qizhou, et al.
Published: (2024)
AdaDocVQA: Adaptive Framework for Long Document Visual Question Answering in Low-Resource Settings
by: Li, Haoxuan, et al.
Published: (2025)
by: Li, Haoxuan, et al.
Published: (2025)
KARE-RAG: Knowledge-Aware Refinement and Enhancement for RAG
by: Li, Yongjian, et al.
Published: (2025)
by: Li, Yongjian, et al.
Published: (2025)
Do LLMs Really Forget? Evaluating Unlearning with Knowledge Correlation and Confidence Awareness
by: Wei, Rongzhe, et al.
Published: (2025)
by: Wei, Rongzhe, et al.
Published: (2025)
MAKIEval: A Multilingual Automatic WiKidata-based Framework for Cultural Awareness Evaluation for LLMs
by: Zhao, Raoyuan, et al.
Published: (2025)
by: Zhao, Raoyuan, et al.
Published: (2025)
Learning to Break: Knowledge-Enhanced Reasoning in Multi-Agent Debate System
by: Wang, Haotian, et al.
Published: (2023)
by: Wang, Haotian, et al.
Published: (2023)
Mixture of In-Context Experts Enhance LLMs' Long Context Awareness
by: Lin, Hongzhan, et al.
Published: (2024)
by: Lin, Hongzhan, et al.
Published: (2024)
ImPart: Importance-Aware Delta-Sparsification for Improved Model Compression and Merging in LLMs
by: Yang, Yan, et al.
Published: (2025)
by: Yang, Yan, et al.
Published: (2025)
Automate Knowledge Concept Tagging on Math Questions with LLMs
by: Li, Hang, et al.
Published: (2024)
by: Li, Hang, et al.
Published: (2024)
Understanding Zero-shot Rare Word Recognition Improvements Through LLM Integration
by: Wang, Haoxuan
Published: (2025)
by: Wang, Haoxuan
Published: (2025)
TRACE: An Experiential Framework for Coherent Multi-hop Knowledge Graph Question Answering
by: Wang, Yingxu, et al.
Published: (2026)
by: Wang, Yingxu, et al.
Published: (2026)
SKA-Bench: A Fine-Grained Benchmark for Evaluating Structured Knowledge Understanding of LLMs
by: Liu, Zhiqiang, et al.
Published: (2025)
by: Liu, Zhiqiang, et al.
Published: (2025)
COGENT: A Curriculum-oriented Framework for Generating Grade-appropriate Educational Content
by: Liu, Zhengyuan, et al.
Published: (2025)
by: Liu, Zhengyuan, et al.
Published: (2025)
Similar Items
-
KCS: Diversify Multi-hop Question Generation with Knowledge Composition Sampling
by: Wang, Yangfan, et al.
Published: (2025) -
HiEdit: Lifelong Model Editing with Hierarchical Reinforcement Learning
by: Wang, Yangfan, et al.
Published: (2026) -
AgriEval: A Comprehensive Chinese Agricultural Benchmark for Large Language Models
by: Yan, Lian, et al.
Published: (2025) -
Learning to Edit: Aligning LLMs with Knowledge Editing
by: Jiang, Yuxin, et al.
Published: (2024) -
Accurate Table Question Answering with Accessible LLMs
by: Jiang, Yangfan, et al.
Published: (2026)