| Benchmarking Large Language Models on CFLUE -- A Chinese Financial Language Understanding Evaluation Dataset | May 17, 2024 | 16kBenchmarking | CodeCode Available | 3 |
| MLVU: Benchmarking Multi-task Long Video Understanding | Jun 6, 2024 | BenchmarkingVideo Understanding | CodeCode Available | 3 |
| mlpack 3: a fast, flexible machine learning library | Jun 18, 2018 | BenchmarkingBIG-bench Machine Learning | CodeCode Available | 3 |
| MedAgentBench: A Realistic Virtual EHR Environment to Benchmark Medical LLM Agents | Jan 24, 2025 | Benchmarking | CodeCode Available | 3 |
| CORL: Research-oriented Deep Offline Reinforcement Learning Library | Oct 13, 2022 | BenchmarkingD4RL | CodeCode Available | 3 |
| CRITERIA: a New Benchmarking Paradigm for Evaluating Trajectory Prediction Models for Autonomous Driving | Oct 11, 2023 | Autonomous DrivingBenchmarking | CodeCode Available | 3 |
| Matbench Discovery -- A framework to evaluate machine learning crystal stability predictions | Aug 28, 2023 | BenchmarkingFormation Energy | CodeCode Available | 3 |
| Are EEG-to-Text Models Working? | May 10, 2024 | BenchmarkingEEG | CodeCode Available | 3 |
| OGBench: Benchmarking Offline Goal-Conditioned RL | Oct 26, 2024 | Benchmarkingreinforcement-learning | CodeCode Available | 3 |
| LIBERO: Benchmarking Knowledge Transfer for Lifelong Robot Learning | Jun 5, 2023 | Benchmarking | CodeCode Available | 3 |
| Embodied Agent Interface: Benchmarking LLMs for Embodied Decision Making | Oct 9, 2024 | BenchmarkingDecision Making | CodeCode Available | 3 |
| The ML.ENERGY Benchmark: Toward Automated Inference Energy Measurement and Optimization | May 9, 2025 | Benchmarking | CodeCode Available | 3 |
| DISCOVERYWORLD: A Virtual Environment for Developing and Evaluating Automated Scientific Discovery Agents | Jun 10, 2024 | Benchmarkingscientific discovery | CodeCode Available | 3 |
| BatteryLife: A Comprehensive Dataset and Benchmark for Battery Life Prediction | Feb 26, 2025 | BenchmarkingTime Series | CodeCode Available | 3 |
| Language Model Council: Democratically Benchmarking Foundation Models on Highly Subjective Tasks | Jun 12, 2024 | BenchmarkingChatbot | CodeCode Available | 3 |
| TSI-Bench: Benchmarking Time Series Imputation | Jun 18, 2024 | BenchmarkingDeep Learning | CodeCode Available | 3 |
| ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks | Feb 7, 2025 | Benchmarking | CodeCode Available | 3 |
| RAGEval: Scenario Specific RAG Evaluation Dataset Generation Framework | Aug 2, 2024 | BenchmarkingDataset Generation | CodeCode Available | 3 |
| Agent Security Bench (ASB): Formalizing and Benchmarking Attacks and Defenses in LLM-based Agents | Oct 3, 2024 | Autonomous DrivingBackdoor Attack | CodeCode Available | 3 |
| LocoMuJoCo: A Comprehensive Imitation Learning Benchmark for Locomotion | Nov 4, 2023 | BenchmarkingImitation Learning | CodeCode Available | 3 |
| General Geospatial Inference with a Population Dynamics Foundation Model | Nov 11, 2024 | BenchmarkingGraph Neural Network | CodeCode Available | 3 |
| GenAI-Bench: Evaluating and Improving Compositional Text-to-Visual Generation | Jun 19, 2024 | BenchmarkingImage Generation | CodeCode Available | 3 |
| HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis | Jun 23, 2024 | BenchmarkingRepresentation Learning | CodeCode Available | 3 |
| ACEGEN: Reinforcement learning of generative chemical agents for drug discovery | May 7, 2024 | BenchmarkingDecision Making | CodeCode Available | 3 |
| Exploring Progress in Multivariate Time Series Forecasting: Comprehensive Benchmarking and Heterogeneity Analysis | Oct 9, 2023 | BenchmarkingMultivariate Time Series Forecasting | CodeCode Available | 3 |
| A Survey on Performance Metrics for Object-Detection Algorithms | Jul 21, 2020 | BenchmarkingObject | CodeCode Available | 3 |
| Caravan MultiMet: Extending Caravan with Multiple Weather Nowcasts and Forecasts | Nov 14, 2024 | Benchmarking | CodeCode Available | 3 |
| Automatic Intrinsic Reward Shaping for Exploration in Deep Reinforcement Learning | Jan 26, 2023 | BenchmarkingDeep Reinforcement Learning | CodeCode Available | 3 |
| Benchmarking Automatic Machine Learning Frameworks | Aug 17, 2018 | Automated Feature EngineeringAutoML | CodeCode Available | 3 |
| ComfyBench: Benchmarking LLM-based Agents in ComfyUI for Autonomously Designing Collaborative AI Systems | Sep 2, 2024 | BenchmarkingInstruction Following | CodeCode Available | 3 |
| Highly Accurate Quantum Chemical Property Prediction with Uni-Mol+ | Mar 16, 2023 | BenchmarkingGraph Regression | CodeCode Available | 3 |
| AudioTrust: Benchmarking the Multifaceted Trustworthiness of Audio Large Language Models | May 22, 2025 | BenchmarkingFairness | CodeCode Available | 3 |
| A Unified Framework for Rank-based Evaluation Metrics for Link Prediction in Knowledge Graphs | Mar 14, 2022 | BenchmarkingGraph Embedding | CodeCode Available | 3 |
| Advancing LLM Reasoning Generalists with Preference Trees | Apr 2, 2024 | BenchmarkingCode Generation | CodeCode Available | 3 |
| LongMemEval: Benchmarking Chat Assistants on Long-Term Interactive Memory | Oct 14, 2024 | BenchmarkingLarge Language Model | CodeCode Available | 3 |
| AER: Auto-Encoder with Regression for Time Series Anomaly Detection | Dec 27, 2022 | Anomaly DetectionBenchmarking | CodeCode Available | 3 |
| HumanVid: Demystifying Training Data for Camera-controllable Human Image Animation | Jul 24, 2024 | BenchmarkingHuman Animation | CodeCode Available | 3 |
| IFEval-Audio: Benchmarking Instruction-Following Capability in Audio-based Large Language Models | May 22, 2025 | BenchmarkingInstruction Following | CodeCode Available | 3 |
| SEED-Bench-2-Plus: Benchmarking Multimodal Large Language Models with Text-Rich Visual Comprehension | Apr 25, 2024 | BenchmarkingMultiple-choice | CodeCode Available | 3 |
| Benchmarking and Improving Bird's Eye View Perception Robustness in Autonomous Driving | May 27, 2024 | Autonomous DrivingBenchmarking | CodeCode Available | 3 |
| Assessing SPARQL capabilities of Large Language Models | Sep 9, 2024 | BenchmarkingKnowledge Graphs | CodeCode Available | 2 |
| Evaluating Large-Vocabulary Object Detectors: The Devil is in the Details | Feb 1, 2021 | Benchmarkingobject-detection | CodeCode Available | 2 |
| EvalGIM: A Library for Evaluating Generative Image Models | Dec 13, 2024 | BenchmarkingDiversity | CodeCode Available | 2 |
| Event-Based Motion Magnification | Feb 19, 2024 | BenchmarkingMotion Detection | CodeCode Available | 2 |
| Exponentially Faster Language Modelling | Nov 15, 2023 | BenchmarkingCPU | CodeCode Available | 2 |
| Envisioning Beyond the Pixels: Benchmarking Reasoning-Informed Visual Editing | Apr 3, 2025 | BenchmarkingLogical Reasoning | CodeCode Available | 2 |
| MultiPL-E: A Scalable and Extensible Approach to Benchmarking Neural Code Generation | Aug 17, 2022 | BenchmarkingCode Generation | CodeCode Available | 2 |
| EQ-Bench: An Emotional Intelligence Benchmark for Large Language Models | Dec 11, 2023 | BenchmarkingEmotional Intelligence | CodeCode Available | 2 |
| EV2Gym: A Flexible V2G Simulator for EV Smart Charging Research and Benchmarking | Apr 2, 2024 | BenchmarkingReinforcement Learning (RL) | CodeCode Available | 2 |
| Extended Agriculture-Vision: An Extension of a Large Aerial Image Dataset for Agricultural Pattern Analysis | Mar 4, 2023 | BenchmarkingContrastive Learning | CodeCode Available | 2 |
