Benchmark Datasets

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Period ending 2026-09-14

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A weekly snapshot of new work published in Benchmark Datasets.

Period ending 2026-09-07

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A weekly snapshot of new work published in Benchmark Datasets.

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  1. ParsHate: A Benchmark Dataset for Hate and Target Detection in Persian

    Sep 14, 2026Zahra Bokaei, Walid Magdy, Bonnie WebberHate Speech DetectionNatural Language Datasets

  2. FINESSE: An Agent-Based Simulator and Benchmark Dataset for Multimodal Financial Event Sequences

    Sep 14, 2026Tyler Farnan, Benjamin Eng, Adam Abate +4Synthetic Time SeriesSynthetic Data

  3. AdamX: Cosine similarity meets gradient descent

    Sep 10, 2026Francisco Caldas, Ruben Belo, Cláudia SoaresAdamZeroth-Order Optimization

  4. BarkNet-Lite: A Lightweight Texture and Colour Network with the BarkBD Benchmark for Bark-Based Tree Species Recognition in Bangladesh

    Sep 7, 2026Aroshi Ali, Saad Ahmed, Md. Khalid SyfullahTreesBenchmark Datasets

  5. MultiGait: A Multi-Sensor Multi-Perspective Multi-Session Biometric Inference Benchmark and its Dataset

    Sep 1, 2026Julian Todt, Felix Morsbach, Philip Dissert +1Gait RecognitionBiometrics

  6. UFPR-PEs: A Brazilian Face Recognition Benchmark with Self-Declared Race/Color Labels

    Aug 31, 2026Alexandre Diano, Bernardo Biesseck, Gabriel Polo +4Face Recognition SystemsRecognition

  7. Advancing Open and Reproducible Relational Learning: RelArena-α, TabPFN-Rel and RPI

    Aug 17, 2026Adrian Hayler, Klemens Flöge, Alan Arazi +44RelationalTabular Learning

  8. Balanced Adaptive Prototype Selection for Scalable TabPFN Inference on Large-Scale Tabular Data

    Aug 13, 2026Mahboobe Jadid, Melika Rezaye Garkani, Ali MousaviTabular Foundation ModelsTabular Data

  9. CoMedBench: A Multi-Source Benchmark of Synthetic Medical Data Fidelity and Downstream Utility

    Aug 13, 2026Akanta Das, Al Amin Farhad, Mrinmoy Sarkar Anto +3Synthetic DataReal-World Clinical Dataset

  10. VICBench: A Multi-Language Benchmark for Code Vulnerability Detection

    Aug 12, 2026Jin Lu, Xuening Han, Yang Zhong +4Vulnerability Detection & RepairBenchmark Datasets

  11. Large-scale AI-Ready Data for Anti-Cancer Drug Response Modeling

    Aug 11, 2026Vincent Lavelle, Yitan Zhu, Kaitlyn Marlor +2Drug-Drug InteractionsMulti-Omic Framework

  12. Benchmarking Time Series Generation Methods for Privacy-Preserving Forecasting

    Aug 11, 2026Luis Amorim, Vitor Cerqueira, Moises Santos +2Synthetic Time SeriesSynthetic Data

  13. Towards Unified Dynamic Face Landmark Detection

    Aug 11, 2026Sebastian Regalado, Varshanth R. Rao, Ruowei Jiang +2One-Shot Medical Landmark DetectionFace Recognition Systems

  14. From Detection to Understanding: TAR and TAR-Bench for Multi-Task Traffic Anomaly Reasoning

    Aug 10, 2026Han Zhang, Yilin Zhao, Zaid Pervaiz Bhat +5Video Anomaly DetectionVideo-Language Models

  15. Uncertainty-Aware Ensemble Deep Randomized Neural Networks for Classification

    Aug 7, 2026M. Sajid, A. Quadir, A. Rahaman +2EnsembleDistributional Learning

  16. Towards a satellite image manipulation and deepfake localization benchmark dataset

    Aug 5, 2026Jacob Arndt, Debvrat Varshney, Philipe Dias +1Deepfake DetectionRemote Sensing

  17. A GitOps-Driven Annotation Catalog for Fully Automatic Railway Operations

    Aug 5, 2026Martin Köppel, Tobias Cronauer, Zekiye Ilknur-Öz +3Railway EnvironmentsData Engine

  18. On the missing data layer and a potential solution

    Aug 3, 2026Francis F Daniel, Mauro Ibañez, Francis Perelman +1Artificial Intelligence InfrastructureData Engine

  19. LAB-Tab: LLM-Augmented Bayesian Network Adaptation for Few-Shot Tabular Generation

    Aug 3, 2026Zijian Shen, Taijie Chen, Bin Zhou +2Synthetic Tabular DataFew-Shot Learning

  20. A Benchmark Dataset for MLLM-Generated Image Detection: GPT Image2 & Nano Banana2

    Aug 2, 2026Zirui Zhang, Yinbo Yu, Donghai Guan +3Ai-Generated Image DetectionMultimodal Benchmarks

  21. MDWD: A Street-Level Dataset for Municipal Solid Waste Detection in Dense Urban Environments

    Jul 31, 2026Andrea Filiberto Lucas, Mark Bugeja, Carl James Debono +1WasteBenchmark Datasets

  22. ARB: A Matched Authorship-Rewriting Benchmark Dataset for AI-Text Detector Evaluation

    Jul 31, 2026Gaetano Perrone, Simon Pietro RomanoMachine-Generated Text DetectionRewrite

  23. Curriculum Matters: Data-Efficient Relational PFN Pretraining with Synthetic Data

    Jul 31, 2026Mohammad Sadeq Abolhasani, Viswanath GanapathyTabular Prior-Data Fitted NetworkRelational

  24. Benchmarks Are Not Monolithic: Sample-Level Auditing and Orchestration for LLM Evaluation

    Jul 30, 2026Philipp D. Siedler, Jordan SassoonEvaluation BenchmarksBenchmark Datasets

  25. AHA-Memes: A Fine-Grained Multimodal Benchmark for Understanding Hate in Arabic Memes

    Jul 29, 2026Mohamed Bayan Kmainasi, Ali Ezzat Shahroor, Abul Hasnat +3Hate Speech DetectionMemes

  26. Enhancing Automated Machine Learning via Homogeneous Train-Test Splitting Methods

    Jul 29, 2026Yearn Tan Yin Tze, Charles GrelloisModel EvaluationSplit Learning

  27. ESF-Bench: Benchmarking Challenging Slot-Filling Scenarios for Real-World Enterprise Applications

    Jul 25, 2026Toby Liang, Gopal Sarda, Sagar Davasam +1AI BenchmarksBenchmark Datasets

  28. False Prophets: On the Security of World Models in Agentic Systems

    Jul 25, 2026Erik Imgrund, Anna Wimbauer, Klim Kireev +1Llm-Synthesized Code World ModelsAgentic AI Systems

  29. Staypoint Detection from Noisy Trajectory Data [Experiment Paper]

    Jul 21, 2026Lance Kennedy, Hossein Amiri, Yueyang Liu +9Benchmark DatasetsGround Truth

  30. When a Name Is Not a Name: A Benchmark Dataset and Distilled Reasoning for Culturally Entangled Bangla Homographs in Low-Resource LLMs

    Jul 20, 2026Md. Asaduzzaman ShuvoBanglaCultural Alignment

  31. BanClickThumb: A Multimodal Dataset and Transformer Fusion Benchmarks for Clickbait Detection in Bengali YouTube Videos

    Jul 19, 2026Md. Ariful Islam, Md Tanvirul Islam, Md. Maruf Hossain Miru +1Clickbait DetectionBangla

  32. Benchmarking Face Recognition without Real Faces

    Jul 16, 2026Paweł Borsukiewicz, Daniele Lunghi, Wendkûuni C. Ouédraogo +2Cross-Spectral Through-Glass Face DatasetFace Recognition Systems

  33. Deep4ge: DNN Training Trajectories for Fault Detection and Diagnosis

    Jul 14, 2026Sigma JahanFault DiagnosisBenchmark Datasets

  34. Beyond Benchmarks: Exposing the Hidden Crisis in Bangla Hate Speech Detection

    Jul 13, 2026Faria Afrin Tisha, Fariya Tabassum, Hafsa Binte Kibria +2Hate Speech DetectionBangla

  35. TSAI-MetaFraud: A Benchmark Dataset for Financial Fraud Transaction and Behavioral Risk Detection in Metaverse Ecosystems

    Jul 10, 2026Refat Ishrak Hemel, Ehsan Hallaji, Roozbeh Razavi-FarFraud DetectionBenchmark Datasets

  36. Event Stream based Multi-Modal Video Anomaly Detection: A Benchmark Dataset and Algorithms

    Jul 10, 2026Peipei Zhu, Yueqing Niu, Lin Zhu +3Video Anomaly DetectionAnomaly Detection

  37. BatteryLake: Agentic, Physics-Grounded Curation of Heterogeneous Battery Aging Data and Benchmarking

    Jul 6, 2026Tianwen Zhu, Hao Wang, Yonggang WenLithium-Ion BatteriesBenchmark Datasets

  38. When Do Foundation Models Pay Off? A Break-Even Analysis of Pretrained Time Series Forecasters

    Jul 6, 2026Nicholas Tan Jerome, Frank SimonTime Series Foundation ModelsFoundation Model

  39. A Fair Benchmarking of Deep Relational Database Learning Models

    Jul 4, 2026Kazi F. Akhter, Bharath Ajendla, Manar D. SamadTabular LearningRelational

  40. ClinOCR-Bench: A Comprehensive Clinical Scanned Document Dataset for Optical Character Recognition Model Evaluation

    Jul 4, 2026Enshuo Hsu, Jin Zhou, Kirk RobertsOptical Character RecognitionClinical

  41. Deriving Benchmarking Datasets from Long-Form Recordings: Challenges and Opportunities

    Jul 3, 2026Kaveri K. Sheth, Lawrence Borst, Tarek Kunze +6Automatic Speech Recognition EvaluationCorpus

  42. JavaVulBench: A Java Vulnerability Benchmark with Realistic Splits, a Unified Multi-Backend Harness, and a Leakage-Aware Evaluation Mode

    Jul 2, 2026Norbert Sandor Szolnoki, Gabor AntalVulnerability Detection & RepairBenchmark Datasets

  43. AGVBench: A Reliability-Oriented Benchmark of Data Augmentation for Vein Recognition

    Jul 2, 2026Haiyang Li, Yuming Fu, Qun Song +4BiometricsData Augmentation

  44. Creating Impactful Autonomous Driving Datasets: A Strategic Guide from Research Gap to Benchmark

    Jul 1, 2026Richard Schwarzkopf, Jonas Merkert, Frank Bieder +22Naturalistic Driving DataData Collection

  45. IonSense-QKG: A Quantum-Readiness Metadata Framework for Lithium-Ion Battery Dataset Discovery

    Jul 1, 2026Sakthi Prabhu Gunasekar, Prasanna Kumar RangarajanLithium-Ion BatteriesQuantum Neural Networks

  46. Exploring Differences Between Tabular Enterprise Data and Public Benchmarks

    Jun 29, 2026Myung Jun Kim, Maximilian Schambach, Frank Essenberger +2Tabular DataBenchmark Datasets

  47. Beyond IID: How General Are Tabular Foundation Models, Really?

    Jun 29, 2026Lennart Purucker, Andrej Tschalzev, Nick Erickson +7Tabular Foundation ModelsBenchmark Datasets

  48. SFBench: The SciFy Scientific Feasibility Benchmark

    Jun 28, 2026Cash Costello, James Mayfield, Elsbeth Turcan +7Scientific DiscoveryHuman-Curated Benchmark

  49. DataComp-VLM: Improved Open Datasets for Vision-Language Models

    Jun 26, 2026Matteo Farina, Vishaal Udandarao, Thao Nguyen +33Multimodal BenchmarksVideo Large Language Models

  50. KidRisk: Benchmark Dataset for Children Dangerous Action Recognition

    Jun 24, 2026Minh-Kha Nguyen, Trung-Hieu Do, Kim Anh Phung +3Open-Vocabulary Action RecognitionBenchmark Datasets

  51. Entity Resolution via Batched Oracle Queries

    Jun 23, 2026Lorenzo Balzotti, Donatella Firmani, Luca Gagliardelli +1OraclesMulti-Entity

  52. PHANTOM: A Large-Scale Dataset of Multimodal Adversarial Attacks for Vision-Language Models

    Jun 23, 2026Simone Gallivanone, Hossein Khodadadi, Mauro Dore +2Black-Box Adversarial AttacksBenchmark Datasets

  53. Bengal-HP_RU: A Dataset of Bengal People For Head Pose Estimation

    Jun 23, 2026Md. Ahanaf Arif Khan, Md. Tawhidur Rahman, Sangeeta Biswas +43D Human Pose EstimationCross-Spectral Through-Glass Face Dataset

  54. Cluster-Specific Localized Drift Detection for Efficient Batch Model Adaptation under Controlled Distribution Shift

    Jun 20, 2026Ignacio Cabrera Martin, Marcello Trovati, Almas Baimagambetov +1Distribution ShiftsRetraining

  55. The Two-Hump Problem: Bridging the Difficulty Gap in Mathematical Reinforcement Learning

    Jun 19, 2026Lucas Fagan, Michele Tarquini, Ali Shehper +6Safe Reinforcement LearningSparse Rewards

  56. TelcoAgent: A Scalable 5G Multi-KPM Forecasting With 3GPP-Grounded Explainability

    Jun 18, 2026Geon Kim, Dara Ron, Sukhdeep Singh +5Mobile NetworksRetrieval-Augmented Forecasting

  57. The Stanford EDGAR Filings Dataset: Reconstructing U.S. Corporate and Financial Disclosures into Layout-Faithful and Token-Efficient Pretraining Data

    Jun 16, 2026Nick Bettencourt, Xiaowei Ding, Kay GieseckeFinancial DisclosuresCorpus

  58. Multi-Source Cybersecurity Logs: An ATT&CK-Labeled Dataset and SLM Evaluation

    Jun 16, 2026Abir Ashab Niloy, Ahmed Ryan, Imamul Hossain Rafi +2Real-Time Threat DetectionAttack Surface

  59. Heterogeneous SAR-optical fusion for near-real-time land use and land cover mapping under cloud contamination: A novel framework and global benchmark dataset

    Jun 16, 2026Jiangong Xu, Weibao Xue, Xiaoyu Yu +3Sentinel-2Normalized Difference Vegetation Index

  60. IMPACTeen: Intentions, Manipulation, Persuasion, Annotations, and Consequences in Teen Communication Dataset

    Jun 15, 2026Aleksander Szczęsny, Wiktoria Mieleszczenko-Kowszewicz, Maciej Markiewicz +5Natural Language DatasetsSocial Media Texts