Overview of the TREC 2024 NeuCLIR Track
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Abstract (arXiv)
The principal goal of the TREC Neural Cross-Language Information Retrieval (NeuCLIR) track is to study the effect of neural approaches on cross-language information access. The track has created test collections containing Chinese, Persian, and Russian news stories and Chinese academic abstracts. NeuCLIR includes four task types: Cross-Language Information Retrieval (CLIR) from news, Multilingual Information Retrieval (MLIR) from news, Report Generation from news, and CLIR from technical documents. A total of 274 runs were submitted by five participating teams (and as baselines by the track coordinators) for eight tasks across these four task types. Task descriptions and the available results are presented.
Key facts. Cited by 13 papers in the map (data through 14 Oct 2026). First posted on arXiv 17 Sep 2025.
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Citing papers per year: 2025: 3; 2026: 10.
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- 2025Auto-ARGUE: LLM-Based Report Generation Evaluationcited by 14
- 2025Principled Context Engineering for RAG: Statistical Guarantees via Conformal Predictioncited by 6
- 2026FACTUM: Mechanistic Detection of Citation Hallucination in Long-Form RAGcited by 6
- 2025Query Decomposition for RAG: Balancing Exploration-Exploitationcited by 5
- 2026When Deep Research Agents Stagnate: Enhancing Reasoning with Retrieval-Aware Agent Controlcited by 3
- 2026Incorporating Q&A Nuggets into Retrieval-Augmented Generationcited by 2
- 2026LANCER: LLM Reranking for Nugget Coveragecited by 2
- 2026RoutIR: Fast Serving of Retrieval Pipelines for Retrieval-Augmented Generationcited by 1
- 2026Insider Knowledge: How Much Can RAG Systems Gain from Evaluation Secrets?cited by 1
- 2026DoGMaTiQ: Automated Generation of Question-and-Answer Nuggets for Report Evaluationcited by 1
- 2026Findings of the MAGMaR 2026 Shared Taskcited by 1
- 2026SHIFT: Semantic Harmonization via Index-side Feature Transformation for Multilingual Information Retrievalcited by 1
- 2026ChemCLIR-Bench: Benchmarking Cross-Lingual Information Retrieval in Multilingual Chemical Patents19 Sep 2026
- 2026When Deep Research Agents Stagnate: Enhancing Reasoning with Retrieval-Aware Agent Control15 Aug 2026
- 2026SHIFT: Semantic Harmonization via Index-side Feature Transformation for Multilingual Information Retrieval17 Jun 2026
- 2026Findings of the MAGMaR 2026 Shared Task10 Jun 2026
- 2026DoGMaTiQ: Automated Generation of Question-and-Answer Nuggets for Report Evaluation6 May 2026
- 2026LANCER: LLM Reranking for Nugget Coverage29 Jan 2026
- 2026Insider Knowledge: How Much Can RAG Systems Gain from Evaluation Secrets?19 Jan 2026
- 2026Incorporating Q&A Nuggets into Retrieval-Augmented Generation19 Jan 2026
- 2026RoutIR: Fast Serving of Retrieval Pipelines for Retrieval-Augmented Generation15 Jan 2026
- 2026FACTUM: Mechanistic Detection of Citation Hallucination in Long-Form RAG9 Jan 2026
- 2025Principled Context Engineering for RAG: Statistical Guarantees via Conformal Prediction22 Nov 2025
- 2025Query Decomposition for RAG: Balancing Exploration-Exploitation21 Oct 2025
1 more
- 2025Auto-ARGUE: LLM-Based Report Generation Evaluation30 Sep 2025
- 2025Auto-ARGUE: LLM-Based Report Generation Evaluationcited by 14
- 2025Principled Context Engineering for RAG: Statistical Guarantees via Conformal Predictioncited by 6
- 2026FACTUM: Mechanistic Detection of Citation Hallucination in Long-Form RAGcited by 6
- 2025Query Decomposition for RAG: Balancing Exploration-Exploitationcited by 5
- 2026Incorporating Q&A Nuggets into Retrieval-Augmented Generationcited by 2
- 2026LANCER: LLM Reranking for Nugget Coveragecited by 2
- 2026RoutIR: Fast Serving of Retrieval Pipelines for Retrieval-Augmented Generationcited by 1
- 2026Insider Knowledge: How Much Can RAG Systems Gain from Evaluation Secrets?cited by 1
- 2026DoGMaTiQ: Automated Generation of Question-and-Answer Nuggets for Report Evaluationcited by 1
- 2026DoGMaTiQ: Automated Generation of Question-and-Answer Nuggets for Report Evaluation6 May 2026
- 2026LANCER: LLM Reranking for Nugget Coverage29 Jan 2026
- 2026Insider Knowledge: How Much Can RAG Systems Gain from Evaluation Secrets?19 Jan 2026
- 2026Incorporating Q&A Nuggets into Retrieval-Augmented Generation19 Jan 2026
- 2026RoutIR: Fast Serving of Retrieval Pipelines for Retrieval-Augmented Generation15 Jan 2026
- 2026FACTUM: Mechanistic Detection of Citation Hallucination in Long-Form RAG9 Jan 2026
- 2025Principled Context Engineering for RAG: Statistical Guarantees via Conformal Prediction22 Nov 2025
- 2025Query Decomposition for RAG: Balancing Exploration-Exploitation21 Oct 2025
- 2025Auto-ARGUE: LLM-Based Report Generation Evaluation30 Sep 2025