Document Ranking
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Benchmarks
DaReCzech
ClueWeb09-B
Most implemented
XLNet: Generalized Autoregressive Pretraining for Language Understanding
ColBERT: Efficient and Effective Passage Search via Contextualized Late Interaction over BERT
CEDR: Contextualized Embeddings for Document Ranking
Context Attentive Document Ranking and Query Suggestion
Papers
CAR: Query-Guided Confidence-Aware Reranking for Retrieval-Augmented Generation
Retrieval-Augmented Generation (RAG) depends on document ranking to provide useful evidence for generation, but conventional reranking methods mainly optimize query-document relevance rather than generation usefulness. A…
Document RankingCoSearch: Joint Training of Reasoning and Document Ranking via Reinforcement Learning for Agentic Search
Agentic search -- the task of training agents that iteratively reason, issue queries, and synthesize retrieved information to answer complex questions -- has achieved remarkable progress through reinforcement learning (R…
Reinforcement LearningDocument RankingBeyond Fluency: Toward Reliable Trajectories in Agentic IR
Information Retrieval is shifting from passive document ranking toward autonomous agentic workflows that operate in multi-step Reason-Act-Observe loops. In such long-horizon trajectories, minor early errors can cascade, …
Information RetrievalDocument RankingAnalytical Search
Analytical information needs, such as trend analysis and causal impact assessment, are prevalent across various domains including law, finance, science, and much more. However, existing information retrieval paradigms, w…
Information RetrievalQuestion AnsweringDocument RankingReliabilityRAG: Effective and Provably Robust Defense for RAG-based Web-Search
Retrieval-Augmented Generation (RAG) enhances Large Language Models by grounding their outputs in external documents. These systems, however, remain vulnerable to attacks on the retrieval corpus, such as prompt injection…
Adversarial RobustnessDocument Ranking+VeriRel: Verification Feedback to Enhance Document Retrieval for Scientific Fact Checking
Identification of appropriate supporting evidence is critical to the success of scientific fact checking. However, existing approaches rely on off-the-shelf Information Retrieval algorithms that rank documents based on r…
Information RetrievalDocument RankingFact Checking