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Papers
Learn to Memorize: Scalable Continual Learning in Semiparametric Models with Mixture-of-Neighbors Induction Memory
ACL 2025
Leveraging External Knowledge Bases: Analyzing Presentation Methods and Their Impact on Model Performance
NAACL 2025
Literature Meets Data: A Synergistic Approach to Hypothesis Generation
ACL 2025
LLaMP: Large Language Model Made Powerful for High-fidelity Materials Knowledge Retrieval
EMNLP 2025
LLaVA Needs More Knowledge: Retrieval Augmented Natural Language Generation with Knowledge Graph for Explaining Thoracic Pathologies
AAAI 2025
LLM-Enhanced Query Generation and Retrieval Preservation for Task-Oriented Dialogue
ACL 2025
LOG: A Local-to-Global Optimization Approach for Retrieval-based Explainable Multi-Hop Question Answering
COLING 2025
Luna: A Lightweight Evaluation Model to Catch Language Model Hallucinations with High Accuracy and Low Cost
COLING 2025
MAGIC-VQA: Multimodal And Grounded Inference with Commonsense Knowledge for Visual Question Answering
ACL 2025
Measuring the Effect of Disfluency in Multilingual Knowledge Probing Benchmarks
EMNLP 2025
Memorization or Reasoning? Exploring the Idiom Understanding of LLMs
EMNLP 2025
Memorizing is Not Enough: Deep Knowledge Injection Through Reasoning
ACL 2025
MES-RAG: Bringing Multi-modal, Entity-Storage, and Secure Enhancements to RAG
NAACL 2025
Meta-Reflection: A Feedback-Free Reflection Learning Framework
ACL 2025
MIRAGE-Bench: Automatic Multilingual Benchmark Arena for Retrieval-Augmented Generation Systems
NAACL 2025
MIR: Methodology Inspiration Retrieval for Scientific Research Problems
ACL 2025
Mitigating Lost-in-Retrieval Problems in Retrieval Augmented Multi-Hop Question Answering
ACL 2025
Mix-of-Granularity: Optimize the Chunking Granularity for Retrieval-Augmented Generation
COLING 2025
MOOSE-Chem: Large Language Models for Rediscovering Unseen Chemistry Scientific Hypotheses
ICLR 2025
MsRAG: Knowledge Augumented Image Captioning with Object-level Multi-source RAG
IJCAI 2025
Multimodal Knowledge Retrieval-Augmented Iterative Alignment for Satellite Commonsense Conversation
IJCAI 2025
NOVA: An Iterative Planning Framework for Enhancing Scientific Innovation with Large Language Models
ACL 2025
OMGM: Orchestrate Multiple Granularities and Modalities for Efficient Multimodal Retrieval
ACL 2025
One for All: Update Parameterized Knowledge Across Multiple Models with Once Edit
ACL 2025
One Token Can Help! Learning Scalable and Pluggable Virtual Tokens for Retrieval-Augmented Large Language Models
AAAI 2025