Awesome Information Retrieval

Key papers

• La representaci\'on de la variaci\'on contextual mediante definiciones terminol\'ogicas flexibles (2016)
  Antonio San Mart\'in
  6.34
• Beyond Parallel Sampling: Diverse Query Initialization for Agentic Search (2026)
  Sidhaarth Murali et al.
  6.23
• Trait, Not State: The Durability of Reading Identity in Social Highlighting (2026)
  Kazuki Nakayashiki et al.
  5.89
• M3: Conversational LLMs Simplify Secure Clinical Data Access, Understanding, and Analysis (2025)
  Rafi Al Attrach et al.
  5.72
• Context-aware Entity-Relation Extraction for Threat Intelligence Knowledge Graphs (2026)
  Inoussa Mouiche et al.
  5.58
• Cartridges at Scale: Training Modular KV Caches over Large Document Collections (2026)
  Momchil Hardalov et al.
  5.49
• How Fine-Grained Should a RAG Benchmark Be? A Hierarchical Framework for Synthetic Question Generation (2026)
  Chase M. Fensore et al.
  5.49
• On the Memorization Behavior of LLMs in Generative Recommendation: Observations, Implications, and Training Strategies (2026)
  Sunwoo Kim et al.
  5.49
• Temporal Preference Optimization for Unsupervised Retrieval (2026)
  HyunJin Kim et al.
  5.49
• Non-negative Elastic Net Decoding for Information Retrieval (2026)
  Koki Okajima et al.
  5.49
• A Unified Framework for Context-Aware and Relation-Aware Graph Retrieval-Augmented Generation (2026)
  Haoyang Zhong et al.
  5.49
• RankGraph-2: Lifecycle Co-Design for Billion-Node Graph Learning in Recommendation (2026)
  Renzhi Wu et al.
  5.49
• Lost in a Single Vector: Improving Long-Document Retrieval with Chunk Evidence Aggregation (2026)
  Shanshan Lyu et al.
  5.49
• MetaConfigurator: AI-Assisted RDF Authoring from JSON Data (2026)
  Felix Neubauer et al.
  5.01
• Doc-to-Atom: Learning to Compile and Compose Memory Atoms (2026)
  Xingjian Diao et al.
  5.01
• IUU+DB: Tracking Illegal, Unreported, and Unregulated Fishing, Seafood Fraud, and Labor Abuse through LLM-driven Information Extraction (2026)
  Henry Bodwell et al.
  5.01
• Beyond Text and Tables: Vision-Language Model Integration in ComProScanner for Extracting Materials Data from Scientific Figures with High Accuracy (2026)
  Aritra Roy et al.
  4.39
• Graph2Idea:Retrieval-Augmented Scientific Idea Generation with Graph-Structured Contexts (2026)
  Xu Li et al.
  4.39
• A PubMed-Scale Dataset of Structured Biomedical Abstracts (2026)
  Chia-Hsuan Chang et al.
  4.39
• Cross-Dataset Bloom Question Classification: Supervised Models and Prompted LLMs (2026)
  Abdolali Faraji et al.
  4.39
• Hyperdimensional computing for structured querying on tabular data embeddings (2026)
  Sebasti\'an Bugedo et al.
  4.39
• Context-aware Modality-Topology Co-Alignment for Multimodal Attributed Graphs (2026)
  Sirui Zhang et al.
  4.39
• Context Compression Is Not One Thing: Readable Symbolic Re-expression vs. Coherent Summary at Matched Budget (2026)
  Sisong Bei et al.
  4.39
• Semantics-Enhanced Retrieval-Augmented Time Series Forecasting (2026)
  Shiqiao Zhou et al.
  4.39
• Semantic Reasoning in Medicine: The Role of Knowledge Graphs Across Five Key Domains (2026)
  Haniye Sherafatmandjoo et al.
  4.39
• Provenance-Enhanced Statements in Knowledge Graphs (2026)
  Fabio Vitali et al.
  4.39
• Guiding Federated Graph Recommendation with LLM-encoded knowledge (2026)
  Thi Minh Chau Nguyen et al.
  4.39
• Few-Shot Biomedical Relation Extraction with Large Language Models: A Viable Alternative to Supervised Learning? (2026)
  Jakob Mraz et al.
  4.39
• Encode Errors: Representational Retrieval of In-Context Demonstrations for Multilingual Grammatical Error Correction (2026)
  Guangyue Peng et al.
  4.39
• Ricci-Filtration: Boosting Retrieval-Augmented Generation Reranker to Query-Answer Tasks by Discrete Ricci Flow (2026)
  Tian Qin et al.
  4.39
• AthDGC: An Open Diachronic Greek Treebank with Indo-European Parallels (2026)
  Nikolaos Lavidas et al.
  4.39
• Overcoming the Impedance Mismatch: A Theoretical Roadmap for Fusing Foundation Models and Knowledge Graphs (2026)
  Sahil Rajesh Dhayalkar
  4.39
• Vernier: Probing Representational Misalignment Behind Lexical Gaps in Causal Reasoning (2026)
  Zhenyu Yu
  4.39
• A Self Consistency Based Reranking for Narrative Question Answering (2026)
  Molham Mohamed et al.
  4.39
• Entity Labels Are Not Entity Signals: A Framework for Observable Relevance in Document Re-Ranking (2026)
  Utshab Kumar Ghosh et al.
  4.39
• IBAD: Interpretable Behavioral Anomaly Detection on Human Mobility Data (2026)
  Bita Azarijoo et al.
  4.39
• SCAR: Semantic Continuity-Aware Retrieval for Efficient Context Expansion in RAG (2026)
  Nathana\"el Langlois
  4.39
• RAID: Semantic Graph Diffusion for True Cold-Start and Cross-Lingual Forecasting (2026)
  Arunkumar V et al.
  4.39
• How Much Do Reviews Really Contribute? A Study on Text-Enriched Matrix Factorization for Recommendations (2026)
  Eduardo Ferreira da Silva et al.
  4.39
• Want Better Synthetic Data? Steer It: Activation Steering for Low-Resource Language Generation (2026)
  Jan Cegin et al.
  4.39
• BCL: Bayesian In-Context Learning Framework for Information Extraction (2026)
  Haoliang Liu et al.
  4.39
• SHIFT: Semantic Harmonization via Index-side Feature Transformation for Multilingual Information Retrieval (2026)
  Youngjoon Jang et al.
  4.39
• ScholarSum: Student-Teacher Abstractive Summarization via Knowledge Graph Reasoning and Reflective Refinement (2026)
  Bohou Zhang et al.
  4.39
• Aligning Implied Statements for Implicit Hate Speech Generalizability with Context-Bounded Semi-hard Negative Mining (2026)
  Wicaksono Leksono Muhamad et al.
  4.39
• Approximate Structured Diffusion for Sequence Labelling (2026)
  Nicolas Floquet et al.
  4.39
• Efficient Financial Language Understanding via Distillation with Synthetic Data (2026)
  Wen-Fong (Xavier) et al.
  4.39
• Improving Medical Communication using Rubric-Guided Counterfactual Recommendations (2026)
  Adrian Cosma et al.
  4.39
• Learning Robust Pair Confidence for Multimodal Emotion-Cause Pair Extraction (2026)
  Zhuangzhuang Pan et al.
  4.39
• SAERec: Constructing Fine-grained Interpretable Intents Priors via Sparse Autoencoders for Recommendation (2026)
  Jiangnan Xia et al.
  4.39
• Zero-Shot Active Feature Acquisition via LLM-Elicitation (2026)
  Binyamin Perets et al.
  4.39
• Beyond Tokenization: Direct Timestep Embedding and Contrastive Alignment for Time-Series Question Answering (2026)
  Yafeng Wu et al.
  4.39
• JourneyFormer: Encoding Airbnb Guest Journey with Sequence Modeling (2026)
  Daochen Zha et al.
  4.39
• The More the Merrier: Combining Properties for ABox Abduction under Repair Semantics for ELbot (2026)
  Anselm Haak et al.
  4.39
• LECTOR: Joint Optimization of Scientific Reasoning Graphs and Introduction Generation (2026)
  Jiabei Xiao et al.
  4.33
• Eliot: Interactively $\underline{E}$xploring Fast-Changing Scientific $\underline{Li}$terature Trends with $\underline{O}$nline Da$\underline{t}$a and Learning (2026)
  Bernardo A. Denkvitts et al.
  4.33
• SETUP: Sentence-level English-To-Uniform Meaning Representation Parser (2026)
  Emma Markle et al.
  4.26
• DualRAG: A Dual-Process Approach to Integrate Reasoning and Retrieval for Multi-Hop Question Answering (2025)
  Rong Cheng et al.
  3.75
• Effective Reinforcement Learning for Agentic Search by Recycling Zero-Variance Queries During Training (2026)
  Jo\~ao Coelho et al.
  3.51
• Benchmarking Large Language Models for Safety Data Extraction (2026)
  Jonas Grill et al.
  3.51
• The Culture Funnel: You Can't Align What isn't in the Data (2026)
  Ananya Sahu et al.
  3.51