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Papers
DomainCQA: Crafting Knowledge-Intensive QA from Domain-Specific Charts
AAAI 2026
Knowledge Augmentation Enhances Token Classification for Recipe Understanding
EACL 2026
Advanced Messaging Platform (AMP): Pipeline for Automated Enterprise Email Processing
ACL 2025
ALOHA: Empowering Multilingual Agent for University Orientation with Hierarchical Retrieval
NAACL 2025
Balancing Invariant and Specific Knowledge for Domain Generalization with Online Knowledge Distillation
IJCAI 2025
CONSTRUCTA: Automating Commercial Construction Schedules in Fabrication Facilities with Large Language Models
NAACL 2025
Enhancing Foundation Models with Federated Domain Knowledge Infusion
ICML 2025
ExpertGenQA: Open-ended QA generation in Specialized Domains
EMNLP 2025
Generating Domain-Specific Knowledge Graphs from Large Language Models
ACL 2025
GuessArena: Guess Who I Am? A Self-Adaptive Framework for Evaluating LLMs in Domain-Specific Knowledge and Reasoning
ACL 2025
Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey
EMNLP 2025
Perovskite-LLM: Knowledge-Enhanced Large Language Models for Perovskite Solar Cell Research
EMNLP 2025
RADAR: Enhancing Radiology Report Generation with Supplementary Knowledge Injection
ACL 2025
ScholarBench: A Bilingual Benchmark for Abstraction, Comprehension, and Reasoning Evaluation in Academic Contexts
EMNLP 2025
Splitting with Importance-aware Updating for Heterogeneous Federated Learning with Large Language Models
ICML 2025
Synergistic Weak-Strong Collaboration by Aligning Preferences
ACL 2025
SYNTHVERIFY: Enhancing Zero-Shot Claim Verification through Step-by-Step Synthetic Data Generation
ACL 2025
VistaWise: Building Cost-Effective Agent with Cross-Modal Knowledge Graph for Minecraft
EMNLP 2025
DA-Ada: Learning Domain-Aware Adapter for Domain Adaptive Object Detection
NeurIPS 2024
Efficient Knowledge Infusion via KG-LLM Alignment
ACL 2024
Gold Panning in Vocabulary: An Adaptive Method for Vocabulary Expansion of Domain-Specific LLMs
EMNLP 2024
KaPQA: Knowledge-Augmented Product Question-Answering
ACL 2024
Knowledge Acquisition through Continued Pretraining is Difficult: A Case Study on r/AskHistorians
ACL 2024
Knowledge Planning in Large Language Models for Domain-Aligned Counseling Summarization
EMNLP 2024
Large Language Models Can Be Contextual Privacy Protection Learners
EMNLP 2024