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Information Retrieval

2362 directly classified papers

Papers per year

Papers

Do Retrieval Augmented Language Models Know When They Don’t Know? AAAI 2026

Are We on the Right Way to Assess Document Retrieval-Augmented Generation? AAAI 2026

ECD: Evidence-guided Contrastive Decoding in Retrieval-Augmented Generation with Accurate Knowledge Reference Adjustment AAAI 2026

BEE-RAG: Balanced Entropy Engineering for Retrieval-Augmented Generation AAAI 2026

CroPS: Improving Dense Retrieval with Cross-Perspective Positive Samples in Short-Video Search AAAI 2026

ComLQ: Benchmarking Complex Logical Queries in Information Retrieval AAAI 2026

Template-Theorems Graph Construction to Enhance Mathematical Reasoning Capabilities of LLM AAAI 2026

Safe RAG by RAG: Untying the Bell That RAG Rang with the RAG Hand AAAI 2026

Cog-RAG: Cognitive-Inspired Dual-Hypergraph with Theme Alignment Retrieval-Augmented Generation AAAI 2026

Iterative Multi-Granular RAG with Contextual Hierarchical Graph AAAI 2026

TFRank: Think-Free Reasoning Enables Practical Pointwise LLM Ranking AAAI 2026

HierSearch: A Hierarchical Enterprise Deep Search Framework Integrating Local and Web Searches AAAI 2026

Personalize Before Retrieve: LLM-based Personalized Query Expansion for User-Centric Retrieval AAAI 2026

Think Then Rewrite: Reasoning Enhanced Query Rewriting for Domain Specific Retrieval AAAI 2026

SEFEL: A Simple Yet Effective Framework for Fast Event Linking AAAI 2026

ConvMix: A Mixed-Criteria Data Augmentation Framework for Conversational Dense Retrieval AAAI 2026

Enhancing Conversational Recommender Systems with Tree-Structured Knowledge and Pretrained Language Models AAAI 2026

ArchRAG: Attributed Community-based Hierarchical Retrieval-Augmented Generation AAAI 2026

Beyond Static: Related Questions Retrieval Through Conversations in Community Question Answering AAAI 2026

Evaluating the Factuality of Large Language Models Using Multiple Plug-and-Play Fact Sources AAAI 2026

Suit the Remedy to the Retriever: Interpretable Query Optimization with Retriever Preference Alignment for Vision-Language Retrieval AAAI 2026

Imagine with Layout and Sketch: Enhancing Vision-Language Retrieval with Dual-Stream Multi-Modal Query Refinement AAAI 2026

Characterizing AI Manipulation Risks in Brazilian YouTube Climate Discourse AAAI 2026

DeFuzzRAG: Handling Fuzzy Time Expressions for Temporal Robustness in Retrieval-Augmented Generation AAAI 2026

LiR3AG: A Lightweight Rerank Reasoning Strategy Framework for Retrieval-Augmented Generation AAAI 2026