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45 papers

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information retrieval (1514) large language model (13587) retrieval-augmented generation (1592) text generation (2913) question answering (2963) learning to rank (185) agent system (324) cross-lingual retrieval (126) claim verification (204) reinforcement learning (4352)

Papers

From Relevance to Authority: Authority-aware Generative Retrieval in Web Search Engines ACL 2026
A Survey of Large Language Model-Based Search Agents ACL 2026
Assessing Web Search Credibility and Response Groundedness in Chat Assistants EACL 2026
EvolveSearch: An Iterative Self-Evolving Search Agent EMNLP 2025
Data Void Exploits: Tracking & Mitigation Strategies (Extended Abstract) IJCAI 2025
ThinkQE: Query Expansion via an Evolving Thinking Process EMNLP 2025
Measuring temporal effects of agent knowledge by date-controlled tool use ACL 2025
ClaimCheck: Automatic Fact-Checking of Textual Claims using Web Evidence NAACL 2025
MessIRve: A Large-Scale Spanish Information Retrieval Dataset EMNLP 2025
Agentic Reasoning: A Streamlined Framework for Enhancing LLM Reasoning with Agentic Tools ACL 2025
DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments EMNLP 2025
ManuSearch: Democratizing Deep Search in Large Language Models with a Transparent and Open Multi-Agent Framework EMNLP 2025
Mapping Smarter, Not Harder: A Test-Time Reinforcement Learning Agent That Improve Without Labels or Model Updates EMNLP 2025
SimpleDeepSearcher: Deep Information Seeking via Web-Powered Reasoning Trajectory Synthesis EMNLP 2025
Hybrid Fact-Checking that Integrates Knowledge Graphs, Large Language Models, and Search-Based Retrieval Agents Improves Interpretable Claim Verification EMNLP 2025
Can External Validation Tools Improve Annotation Quality for LLM-as-a-Judge? ACL 2025
EMULATE: A Multi-Agent Framework for Determining the Veracity of Atomic Claims by Emulating Human Actions ACL 2025
VisualWebInstruct: Scaling up Multimodal Instruction Data through Web Search EMNLP 2025
MiLQ: Benchmarking IR Models for Bilingual Web Search with Mixed Language Queries EMNLP 2025
Efficient Answer Retrieval System (EARS): Combining Local DB Search and Web Search for Generative QA EMNLP 2024
GS2P: A Generative Pre-trained Learning to Rank Model with Over-parameterization for Web-Scale Search (Extended Abstract) IJCAI 2024
HelloFresh: LLM Evalutions on Streams of Real-World Human Editorial Actions across X Community Notes and Wikipedia edits ACL 2024
Methods, Applications, and Directions of Learning-to-Rank in NLP Research NAACL 2024
BASES: Large-scale Web Search User Simulation with Large Language Model based Agents EMNLP 2024
Addressing Weak Decision Boundaries in Image Classification by Leveraging Web Search and Generative Models IJCAI 2023