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TaxReasoning: Benchmarking Knowledge-Intensive Mathematical Reasoning with Evolving Tax Laws

• Authors : Hu, Nan; Wu, Yike; Li, Jiaye

• Source: Hu, N, Wu, Y, Li, J, Hu, H, Qi, G, Zhai, S, Chen, Y, Wu, T, Wu, T, Chen, J & Pan, J Z 2026, TaxReasoning: Benchmarking Knowledge-Intensive Mathematical Reasoning with

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Dynamic Intelligence Assessment:Benchmarking LLMs on the Road to AGI with a Focus on Model Confidence

• Authors : Tihanyi, Norbert; Bisztray, Tamas; Dubniczky, Richard A.

Subjects: Artificial Intelligence; Large Language Models; Dynamic Benchmarking

• Source: Tihanyi, N, Bisztray, T, Dubniczky, R A, Toth, R, Borsos, B, Cherif, B, Ferrag, M A, Muzsai, L, Jain, R, Marinelli, R, Cordeiro, L, Debbah, M, Mavroeidis, V & Josang, A 2024, Dynamic Intelligence

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Multi-centre benchmarking of deep learning models for COVID-19 detection in chest x-rays

• Authors : Harkness, Rachael; Frangi, Alejandro F; Zucker, Kieran

Subjects: COVID-19; artificial intelligence; benchmarking

• Source: Harkness, R, Frangi, A F, Zucker, K & Ravikumar, N 2024, 'Multi-centre benchmarking of deep learning models for COVID-19 detection in chest x-rays', Frontiers in

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Towards Robust NILM: A Unified Seq2Point Benchmarking Framework with Balanced Model

• Authors : Mahajan, Yash; Zhang, Ruichang; Mustafa, Mustafa

Subjects: NILM; smart meter; Sequence2Point

• Source: Mahajan, Y, Zhang, R & Mustafa, M 2025, Towards Robust NILM: A Unified Seq2Point Benchmarking Framework with Balanced Model. in IEEE PES ISGT (Innovative Smart Grid

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Can LLMs Evaluate Complex Attribution in QA? Automatic Benchmarking using Knowledge Graphs

• Authors : Hu, Nan; Chen, Jiaoyan; Wu, Yike

Subjects: Large Language Model; Attributed Question Answering; Knowledge Graph

• Source: Hu, N, Chen, J, Wu, Y, Qi, G, Wang, H, Bi, S, Chen, Y, Wu, T & Pan, J Z 2025, Can LLMs Evaluate Complex Attribution in QA? Automatic Benchmarking using Knowledge Graphs.

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CASTLE: Benchmarking Dataset for Static Code Analyzers and LLMs towards CWE Detection

• Authors : Dubniczky, Richard A.; Horvát, Krisztofer Zoltán; Bisztray, Tamas

Subjects: Security; Static Code Analysis; Security Analysis

• Source: Dubniczky, R A, Horvát, K Z, Bisztray, T, Ferrag, M A, Cordeiro, L & Tihanyi, N 2025, CASTLE: Benchmarking Dataset for Static Code Analyzers and LLMs towards CWE

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Benchmarking small-variant genotyping in polyploids

• Authors : Cooke, Daniel P.; Wedge, David C.; Lunter, Gerton

Subjects: Benchmarking; Genotype; High-Throughput Nucleotide Sequencing

• Source: Cooke, D P, Wedge, D C & Lunter, G 2022, 'Benchmarking small-variant genotyping in polyploids', Genome research, vol. 32, no. 2, pp. 403-408.

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Crowd-sourced benchmarking of single-sample tumor subclonal reconstruction

• Source: PCAWG Evolution and Heterogeneity Working Group 2024, 'Crowd-sourced benchmarking of single-sample tumor subclonal reconstruction', Nature biotechnology.

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Tidal turbine benchmarking project: Stage I - steady flow experiments

• Authors : Harvey, S W Tucker; Chen, X; Rowe, D T

Subjects: ResearchInstitutes_Networks_Beacons/03/04; name=Energy

• Source: Harvey, S W T, Chen, X, Rowe, D T, Mcnaughton, J, Vogel, C R, Bhavsar, K, Allsop, T, Gilbert, J, Mullings, H, Stallard, T, Benson, I, Young, A & Willden, R H J 2023, Tidal turbine

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Improving the benchmarking of ESG in real estate investment

• Authors : Newell, Graeme; Nanda, Anupam; Moss, Alex

• Source: Newell, G, Nanda, A & Moss, A 2023, 'Improving the benchmarking of ESG in real estate investment', Journal of Property Investment and Finance.

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