Overview of the TREC 2023 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 impact of neural approaches to cross-language information retrieval. The track has created four collections, large collections of Chinese, Persian, and Russian newswire and a smaller collection of Chinese scientific abstracts. The principal tasks are ranked retrieval of news in one of the three languages, using English topics. Results for a multilingual task, also with English topics but with documents from all three newswire collections, are also reported. New in this second year of the track is a pilot technical documents CLIR task for ranked retrieval of Chinese technical documents using English topics. A total of 220 runs across all tasks were submitted by six participating teams and, as baselines, by track coordinators. Task descriptions and results are presented.
Key facts. Cited by 17 papers in the map (data through 7 Oct 2026). First posted on arXiv 11 Apr 2024.
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Citing papers per year: 2024: 5; 2025: 9; 2026: 3.
17 papers.
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- 2024LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methodscited by 451
- 2024INQUIRE: A Natural World Text-to-Image Retrieval Benchmarkcited by 33
- 2025LaMP-QA: A Benchmark for Personalized Long-form Question Answeringcited by 30
- 2025WikiVideo: Article Generation from Multiple Videoscited by 13
- 2025FaMTEB: Massive Text Embedding Benchmark in Persian Languagecited by 10
- 2025Controlled Retrieval-augmented Context Evaluation for Long-form RAGcited by 9
- 2025Milco: Learned Sparse Retrieval Across Languages via a Multilingual Connectorcited by 9
- 2025mFollowIR: a Multilingual Benchmark for Instruction Following in Retrievalcited by 7
- 2024PLAID SHIRTTT for Large-Scale Streaming Dense Retrievalcited by 3
- 2024Distillation for Multilingual Information Retrievalcited by 3
- 2025Examining Multilingual Embedding Models Cross-Lingually Through LLM-Generated Adversarial Examplescited by 3
- 2025CLIRudit: Cross-Lingual Information Retrieval of Scientific Documentscited by 2
5 more
- 2026Does Reasoning Make Search More Fair? Comparing Fairness in Reasoning and Non-Reasoning Rerankerscited by 2
- 2024Shaping the Future of Endangered and Low-Resource Languages -- Our Role in the Age of LLMs: A Keynote at ECIR 2024cited by 1
- 2025Seeing Through the MiRAGE: Evaluating Multimodal Retrieval Augmented Generationcited by 1
- 2026RoutIR: Fast Serving of Retrieval Pipelines for Retrieval-Augmented Generationcited by 1
- 2026MIMO: Multilingual Information Retrieval via Monolingual Objectivescited by 0
- 2026MIMO: Multilingual Information Retrieval via Monolingual Objectives29 May 2026
- 2026Does Reasoning Make Search More Fair? Comparing Fairness in Reasoning and Non-Reasoning Rerankers11 Mar 2026
- 2026RoutIR: Fast Serving of Retrieval Pipelines for Retrieval-Augmented Generation15 Jan 2026
- 2025Seeing Through the MiRAGE: Evaluating Multimodal Retrieval Augmented Generation28 Oct 2025
- 2025Milco: Learned Sparse Retrieval Across Languages via a Multilingual Connector1 Oct 2025
- 2025Controlled Retrieval-augmented Context Evaluation for Long-form RAG24 Jun 2025
- 2025LaMP-QA: A Benchmark for Personalized Long-form Question Answering30 May 2025
- 2025CLIRudit: Cross-Lingual Information Retrieval of Scientific Documents22 Apr 2025
- 2025WikiVideo: Article Generation from Multiple Videos1 Apr 2025
- 2025FaMTEB: Massive Text Embedding Benchmark in Persian Language17 Feb 2025
- 2025Examining Multilingual Embedding Models Cross-Lingually Through LLM-Generated Adversarial Examples12 Feb 2025
- 2025mFollowIR: a Multilingual Benchmark for Instruction Following in Retrieval31 Jan 2025
5 more
- 2024LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods7 Dec 2024
- 2024INQUIRE: A Natural World Text-to-Image Retrieval Benchmark4 Nov 2024
- 2024Shaping the Future of Endangered and Low-Resource Languages -- Our Role in the Age of LLMs: A Keynote at ECIR 20245 Sep 2024
- 2024Distillation for Multilingual Information Retrieval2 May 2024
- 2024PLAID SHIRTTT for Large-Scale Streaming Dense Retrieval2 May 2024
- 2025WikiVideo: Article Generation from Multiple Videoscited by 13
- 2025Controlled Retrieval-augmented Context Evaluation for Long-form RAGcited by 9
- 2025Seeing Through the MiRAGE: Evaluating Multimodal Retrieval Augmented Generationcited by 1
- 2026RoutIR: Fast Serving of Retrieval Pipelines for Retrieval-Augmented Generationcited by 1
- 2026RoutIR: Fast Serving of Retrieval Pipelines for Retrieval-Augmented Generation15 Jan 2026
- 2025Seeing Through the MiRAGE: Evaluating Multimodal Retrieval Augmented Generation28 Oct 2025
- 2025Controlled Retrieval-augmented Context Evaluation for Long-form RAG24 Jun 2025
- 2025WikiVideo: Article Generation from Multiple Videos1 Apr 2025
- 2024INQUIRE: A Natural World Text-to-Image Retrieval Benchmarkcited by 33
- 2024LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methodscited by 451
- 2025LaMP-QA: A Benchmark for Personalized Long-form Question Answeringcited by 30
- 2025FaMTEB: Massive Text Embedding Benchmark in Persian Languagecited by 10
- 2025Milco: Learned Sparse Retrieval Across Languages via a Multilingual Connectorcited by 9
- 2025mFollowIR: a Multilingual Benchmark for Instruction Following in Retrievalcited by 7
- 2024PLAID SHIRTTT for Large-Scale Streaming Dense Retrievalcited by 3
- 2024Distillation for Multilingual Information Retrievalcited by 3
- 2025Examining Multilingual Embedding Models Cross-Lingually Through LLM-Generated Adversarial Examplescited by 3
- 2025CLIRudit: Cross-Lingual Information Retrieval of Scientific Documentscited by 2
- 2026Does Reasoning Make Search More Fair? Comparing Fairness in Reasoning and Non-Reasoning Rerankerscited by 2
- 2024Shaping the Future of Endangered and Low-Resource Languages -- Our Role in the Age of LLMs: A Keynote at ECIR 2024cited by 1
- 2026MIMO: Multilingual Information Retrieval via Monolingual Objectivescited by 0
- 2026MIMO: Multilingual Information Retrieval via Monolingual Objectives29 May 2026
- 2026Does Reasoning Make Search More Fair? Comparing Fairness in Reasoning and Non-Reasoning Rerankers11 Mar 2026
- 2025Milco: Learned Sparse Retrieval Across Languages via a Multilingual Connector1 Oct 2025
- 2025LaMP-QA: A Benchmark for Personalized Long-form Question Answering30 May 2025
- 2025CLIRudit: Cross-Lingual Information Retrieval of Scientific Documents22 Apr 2025
- 2025FaMTEB: Massive Text Embedding Benchmark in Persian Language17 Feb 2025
- 2025Examining Multilingual Embedding Models Cross-Lingually Through LLM-Generated Adversarial Examples12 Feb 2025
- 2025mFollowIR: a Multilingual Benchmark for Instruction Following in Retrieval31 Jan 2025
- 2024LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods7 Dec 2024
- 2024Shaping the Future of Endangered and Low-Resource Languages -- Our Role in the Age of LLMs: A Keynote at ECIR 20245 Sep 2024
- 2024Distillation for Multilingual Information Retrieval2 May 2024
- 2024PLAID SHIRTTT for Large-Scale Streaming Dense Retrieval2 May 2024