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Answer Generation
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이 태스크와 하위 분야의 관련 논문입니다. 실제 성능 비교는 평가 결과에서 확인하세요.
GEMeX-ThinkVG: Towards Thinking with Visual Grounding in Medical VQA via Reinforcement Learning
RAGtifier: Evaluating RAG Generation Approaches of State-of-the-Art RAG Systems for the SIGIR LiveRAG Competition
RMIT-ADM+S at the SIGIR 2025 LiveRAG Challenge
FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design
CAPO: Reinforcing Consistent Reasoning in Medical Decision-Making
TableRAG: A Retrieval Augmented Generation Framework for Heterogeneous Document Reasoning
Neural at ArchEHR-QA 2025: Agentic Prompt Optimization for Evidence-Grounded Clinical Question Answering
LLM-Driven Personalized Answer Generation and Evaluation
CC-RAG: Structured Multi-Hop Reasoning via Theme-Based Causal Graphs
A Survey on Large Language Models for Mathematical Reasoning
ECoRAG: Evidentiality-guided Compression for Long Context RAG
CoRe-MMRAG: Cross-Source Knowledge Reconciliation for Multimodal RAG
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time
LaMP-QA: A Benchmark for Personalized Long-form Question Answering
DGRAG: Distributed Graph-based Retrieval-Augmented Generation in Edge-Cloud Systems
The Silent Saboteur: Imperceptible Adversarial Attacks against Black-Box Retrieval-Augmented Generation Systems
O$^2$-Searcher: A Searching-based Agent Model for Open-Domain Open-Ended Question Answering
Grounding Chest X-Ray Visual Question Answering with Generated Radiology Reports
When to Continue Thinking: Adaptive Thinking Mode Switching for Efficient Reasoning
The Atlas of In-Context Learning: How Attention Heads Shape In-Context Retrieval Augmentation
GUI-G1: Understanding R1-Zero-Like Training for Visual Grounding in GUI Agents
BR-TaxQA-R: A Dataset for Question Answering with References for Brazilian Personal Income Tax Law, including case law
Process vs. Outcome Reward: Which is Better for Agentic RAG Reinforcement Learning
NExT-Search: Rebuilding User Feedback Ecosystem for Generative AI Search
KG-QAGen: A Knowledge-Graph-Based Framework for Systematic Question Generation and Long-Context LLM Evaluation
RAG-VR: Leveraging Retrieval-Augmented Generation for 3D Question Answering in VR Environments
Leveraging LLMs for Utility-Focused Annotation: Reducing Manual Effort for Retrieval and RAG
Localized Definitions and Distributed Reasoning: A Proof-of-Concept Mechanistic Interpretability Study via Activation Patching
A Retrieval-Augmented Knowledge Mining Method with Deep Thinking LLMs for Biomedical Research and Clinical Support
The Reasoning-Memorization Interplay in Language Models Is Mediated by a Single Direction
MHTS: Multi-Hop Tree Structure Framework for Generating Difficulty-Controllable QA Datasets for RAG Evaluation
A Survey of Large Language Model Agents for Question Answering
MetaLadder: Ascending Mathematical Solution Quality via Analogical-Problem Reasoning Transfer
RAG-RL: Advancing Retrieval-Augmented Generation via RL and Curriculum Learning
Conversational Gold: Evaluating Personalized Conversational Search System using Gold Nuggets
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