Streamlining Evaluation with ir-measures
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Abstract (arXiv)
We present ir-measures, a new tool that makes it convenient to calculate a diverse set of evaluation measures used in information retrieval. Rather than implementing its own measure calculations, ir-measures provides a common interface to a handful of evaluation tools. The necessary tools are automatically invoked (potentially multiple times) to calculate all the desired metrics, simplifying the evaluation process for the user. The tool also makes it easier for researchers to use recently-proposed measures (such as those from the C/W/L framework) alongside traditional measures, potentially encouraging their adoption.
Key facts. Cited by 10 papers in the map (data through 7 Oct 2026). First posted on arXiv 26 Nov 2021.
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Citing papers per year: 2022: 2; 2023: 2; 2024: 3; 2025: 1; 2026: 2.
10 papers.
- 2022Neural Approaches to Multilingual Information Retrievalcited by 18
- 2024Multimodal Learned Sparse Retrieval with Probabilistic Expansion Controlcited by 12
- 2023Boosting Zero-shot Cross-lingual Retrieval by Training on Artificially Code-Switched Datacited by 4
- 2024Shallow Cross-Encoders for Low-Latency Retrievalcited by 4
- 2024Responsible Retrieval Augmented Generation for Climate Decision Making from Documentscited by 4
- 2023Ranger: A Toolkit for Effect-Size Based Multi-Task Evaluationcited by 2
- 2025Exploring the Effectiveness of Multi-stage Fine-tuning for Cross-encoder Re-rankerscited by 1
- 2026Beyond Relevance: On the Relationship Between Retrieval and RAG Information Coveragecited by 1
- 2022MeSH Suggester: A Library and System for MeSH Term Suggestion for Systematic Review Boolean Query Constructioncited by 0
- 2026MIDR: Enrichment-Augmented Indexing for Multimodal Document Retrievalcited by 0
- 2026MIDR: Enrichment-Augmented Indexing for Multimodal Document Retrieval1 Sep 2026
- 2026Beyond Relevance: On the Relationship Between Retrieval and RAG Information Coverage9 Mar 2026
- 2025Exploring the Effectiveness of Multi-stage Fine-tuning for Cross-encoder Re-rankers28 Mar 2025
- 2024Responsible Retrieval Augmented Generation for Climate Decision Making from Documents31 Oct 2024
- 2024Shallow Cross-Encoders for Low-Latency Retrieval29 Mar 2024
- 2024Multimodal Learned Sparse Retrieval with Probabilistic Expansion Control27 Feb 2024
- 2023Ranger: A Toolkit for Effect-Size Based Multi-Task Evaluation24 May 2023
- 2023Boosting Zero-shot Cross-lingual Retrieval by Training on Artificially Code-Switched Data9 May 2023
- 2022MeSH Suggester: A Library and System for MeSH Term Suggestion for Systematic Review Boolean Query Construction18 Dec 2022
- 2022Neural Approaches to Multilingual Information Retrieval3 Sep 2022