mlsanityData to 14 Oct 2026

Knowledge-Aware Diverse Reranking for Cross-Source Question Answering

arXiv 2506.20476 ↗First posted 25 Jun 2025cs.CL cs.IRcited by 2

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Abstract (arXiv)

This paper presents Team Marikarp's solution for the SIGIR 2025 LiveRAG competition. The competition's evaluation set, automatically generated by DataMorgana from internet corpora, encompassed a wide range of target topics, question types, question formulations, audience types, and knowledge organization methods. It offered a fair evaluation of retrieving question-relevant supporting documents from a 15M documents subset of the FineWeb corpus. Our proposed knowledge-aware diverse reranking RAG pipeline achieved first place in the competition.

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 5 of its 12 references that are in the map. First posted on arXiv 25 Jun 2025.

Builds on

5 of 12 references.

References · 5

  1. 2023Retrieval-Augmented Generation for Large Language Models: A Surveycited by 2,212
  2. 2022Text Embeddings by Weakly-Supervised Contrastive Pre-trainingcited by 1,253
  3. 2024The FineWeb Datasets: Decanting the Web for the Finest Text Data at Scalecited by 1,160
  4. 2024A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language Modelscited by 452
  5. 2025Generating Diverse Q&A Benchmarks for RAG Evaluation with DataMorganacited by 13

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2025: 1; 2026: 1.

2 papers.

  1. 2026SIFT: Selective-Index For Fast Compute of RAG Prefill by Exploiting Attention Invariancecited by 1
  2. 2025SIGIR 2025 -- LiveRAG Challenge Reportcited by 0

Similar, not cited

Close in wording, no citation either way

  1. 2026Transforming LLMs into Efficient Cross-Encoders via Knowledge Distillation for RAG Reranking
  2. 2026SciRet: A Compute-Aware Empirical Study of Retrieval and Reranking for Scientific RAG
  3. 2025Question Decomposition for Retrieval-Augmented Generation
  4. 2025Knowledge Compression via Question Generation: Enhancing Multihop Document Retrieval without Fine-tuning
  5. 2025TopClustRAG at SIGIR 2025 LiveRAG Challenge
  6. 2025Can we repurpose multiple-choice question-answering models to rerank retrieved documents? ↗
  7. 2025SciRerankBench: Benchmarking Rerankers Towards Scientific Retrieval-Augmented Generated LLMs
  8. 2025LLM-Assisted Question-Answering on Technical Documents Using Structured Data-Aware Retrieval Augmented Generation