# machine Source: [machine]() Collection index: [llms.txt]() A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. ## Benchmarks Page 1 of 2. This is an index page, not the full collection. - [Next index page](): Follow this link to discover more pages. - [Verilog Code Generation on VerilogEval Machine](): Verilog Code Generation; VerilogEval Machine. - [Hallucination Detection on Machine Translation](): Hallucination Detection; Machine Translation. - [End-to-end penetration testing on PentestGPT Ben 13 machines](): End-to-end penetration testing; PentestGPT Ben 13 machines. - [Tabular Data Classification on UCI machine learning repository 21 datasets (test)](): Tabular Data Classification; UCI machine learning repository 21 datasets (test). - [Decision Tree Induction on UCI Machine Learning Repository 16 datasets (Average)](): Decision Tree Induction; UCI Machine Learning Repository 16 datasets (Average). - [Decision Tree Learning on UCI Machine Learning Repository Average of 16 datasets (train test)](): Decision Tree Learning; UCI Machine Learning Repository Average of 16 datasets (train test). - [Machine-generated text detection on MGTEVAL SemEval 2024 human text & Qwen3 machine-generated text 1.0 (test)](): Machine-generated text detection; MGTEVAL SemEval 2024 human text & Qwen3 machine-generated text 1.0 (test). - [Machine Translation on Machine Translation \*-EN](): Machine Translation; Machine Translation \*-EN. - [Machine Translation on Machine Translation \*-ES](): Machine Translation; Machine Translation \*-ES. - [Machine Translation on Machine Translation \*-CA](): Machine Translation; Machine Translation \*-CA. - [Machine Translation on Machine Translation \*-EU](): Machine Translation; Machine Translation \*-EU. - [Counterfactual Explanation Generation on machine cpu](): Counterfactual Explanation Generation; machine cpu. - [Machine Translation on Machine Translation Parallel Data (test)](): Machine Translation; Machine Translation Parallel Data (test). - [Machine Translation on 10-language machine translation evaluation suite (test)](): Machine Translation; 10-language machine translation evaluation suite (test). - [Verilog Code Generation on VerilogEval Machine v1](): Verilog Code Generation; VerilogEval Machine v1. - [Offline Reinforcement Learning on Machine Replacement tabular](): Offline Reinforcement Learning; Machine Replacement tabular. - [Static Machine Unlearning on CASIA-Face100 (100-90)](): Static Machine Unlearning; CASIA-Face100 Static Machine Unlearning (100-90). - [Static Machine Unlearning on CASIA-Face100 (100-50)](): Static Machine Unlearning; CASIA-Face100 Static Machine Unlearning (100-50). - [Static Machine Unlearning on CASIA-Face100 (100-10)](): Static Machine Unlearning; CASIA-Face100 Static Machine Unlearning (100-10). - [Static Machine Unlearning on CASIA-Face100 (100-5)](): Static Machine Unlearning; CASIA-Face100 Static Machine Unlearning (100-5). - [Machine Translation on Machine Translation Short Q, Short A (test)](): Machine Translation; Machine Translation Short Q, Short A (test). - [Direction of Arrival Estimation on SiSEC Machine Gun Noise (SNR=0dB)](): Direction of Arrival Estimation; SiSEC Machine Gun Noise (SNR=0dB). - [Adversarial Ranking Attack on STSData Coffee Machine (test)](): Adversarial Ranking Attack; STSData Coffee Machine (test). - [3D Object Reconstruction on Miniclawmachine](): 3D Object Reconstruction; Miniclawmachine. - [Road network extraction on Agricultural machinery trajectory dataset June 2021 (test)](): Road network extraction; Agricultural machinery trajectory dataset June 2021 (test). - [Scheduling on Scheduling Problems M=12 machines](): Scheduling; Scheduling Problems M=12 machines. - [Scheduling on Scheduling Problems M=10 machines](): Scheduling; Scheduling Problems M=10 machines. - [Scheduling on Scheduling Problems M=8 machines](): Scheduling; Scheduling Problems M=8 machines. - [Scheduling on Scheduling Problems M=6 machines](): Scheduling; Scheduling Problems M=6 machines. - [Scheduling on Scheduling Problems M=5 machines](): Scheduling; Scheduling Problems M=5 machines. - [Scheduling on Scheduling Problems M=4 machines](): Scheduling; Scheduling Problems M=4 machines. - [Scheduling on Scheduling Problems M=3 machines](): Scheduling; Scheduling Problems M=3 machines. - [Scheduling on Scheduling Problems M=2 machines](): Scheduling; Scheduling Problems M=2 machines. - [Machine Translation on En-Fr (small-scale)](): Machine Translation; En-Fr Machine Translation (small-scale). - [Online Hyperparameter Optimization on PMLB 184 classification tasks](): Online Hyperparameter Optimization; Pembroke Machine Learning Benchmark (PMLB) 184 classification tasks. - [Machine Text Detection and Calibration on PAN MP (Machine-polished) 2025](): Machine Text Detection and Calibration; PAN MP (Machine-polished) 2025. - [Machine Text Detection and Calibration on PAN MC (Machine-continued) 2025](): Machine Text Detection and Calibration; PAN MC (Machine-continued) 2025. - [Turing Machine Simulation bounds t-hat and s-hat](): Turing Machine Simulation; Turing Machine Simulation bounds t-hat and s-hat. - [Egregious Unfaithfulness on Aggregate of Seven Domains](): Egregious unfaithfulness; Aggregate of seven domains (including Moral Machines, Income, Breast Cancer Recurrence, and Pima Diabetes). - [Paraphrase Inversion on Reddit Machine-written paraphrases (test)](): Paraphrase Inversion; Reddit Machine-written paraphrases (test). - [RTL Design Code Generation on VerilogMachine v1](): RTL Design Code Generation; VerilogMachine v1. - [State-aware forecasting on SMachine](): State-aware forecasting; SMachine. - [Forecasting on SMachine](): Forecasting; SMachine. - [State Estimation on SMachine](): State Estimation; SMachine. - [Online scheduling on unrelated machines on Synthetic 50% special job/machine percentage](): Online scheduling on unrelated machines; Synthetic 50% special job/machine percentage. - [Online scheduling on unrelated machines on Synthetic 40% special job/machine percentage](): Online scheduling on unrelated machines; Synthetic 40% special job/machine percentage. - [Online scheduling on unrelated machines on Synthetic 30% special job/machine percentage](): Online scheduling on unrelated machines; Synthetic 30% special job/machine percentage. - [Online scheduling on unrelated machines on Synthetic 20% special job/machine percentage](): Online scheduling on unrelated machines; Synthetic 20% special job/machine percentage. - [Online scheduling on unrelated machines on Synthetic 10% special job/machine percentage](): Online scheduling on unrelated machines; Synthetic 10% special job/machine percentage. - [Online Scheduling on Unrelated Machines on Synthetic 0% special job/machine percentage](): Online scheduling on unrelated machines; Synthetic 0% special job/machine percentage. - [Image-3D Retrieval on Industrial Machinery Part (IMP)](): image-3D retrieval; Industrial Machinery Part (IMP). - [Visual-Inertial Odometry on EuRoC MAV Machine Hall Sequences](): Visual-Inertial Odometry; EuRoC MAV Machine Hall. - [Predictive Maintenance on UCI CNC Machine (test)](): Predictive Maintenance; UCI CNC Machine (test). - [Time Series Failure Prediction on Real-world ATM Machine Failure Prediction (modified splits)](): Time series failure prediction; Real-world ATM machine failure prediction (modified splits). - [WMT Machine Translation Using Terminologies Shared Task En-Zh 2021 (test)](): Machine Translation Using Terminologies; WMT Machine Translation Using Terminologies Shared Task En-Zh 2021 (test). - [Machine Translation on ConsistencyChecker Machine Translation](): Machine Translation; ConsistencyChecker Machine Translation. - [Source-Free Time-Series Adaptation on MFD (Machinery Fault Database)](): Source-Free Time-Series Adaptation; MFD (Machinery Fault Database) cross-domain scenarios. - [Counterfactual Generation on machine cpu](): Counterfactual Generation; machine cpu. - [Counterfactual Explanation Diversity on machine cpu](): Counterfactual Explanation Diversity; machine cpu. - [Counterfactual Explanation on machine cpu](): Counterfactual Explanation; machine cpu. - [Vibration Monitoring on Rotating machinery asset Industrial pilot (Steady-state)](): Vibration monitoring; Rotating machinery asset Industrial pilot (Steady-state). - [Machine Translation on JUST-NLP Shared Task Legal Machine Translation English-Hindi 2025 (test)](): Machine Translation; JUST-NLP Shared Task Legal Machine Translation English-Hindi 2025 (test). - [Machine Translation on RefuteBench Machine Translation 1.0 (test)](): Machine Translation; RefuteBench Machine Translation 1.0 (test). - [Tabular Classification on UCI machine learning repository small-sized (test)](): Tabular Classification; UCI machine learning repository small-sized (test). - [Online Job Shop Scheduling on Online JSP 20-machine](): Online Job Shop Scheduling; Online JSP 20-machine. - [Online Job Shop Scheduling on Online JSP 10-machine](): Online Job Shop Scheduling; Online JSP 10-machine. - [Flexible Job Shop Scheduling on Small-scale Homogeneous FJSP (6 machines, 20 jobs, λ=0.02)](): Flexible Job Shop Scheduling; Small-scale Homogeneous FJSP (6 machines, 20 jobs, λ=0.02). - [Flexible Job Shop Scheduling on Small-scale Homogeneous FJSP (6 machines, 20 jobs, λ=0.05)](): Flexible Job Shop Scheduling; Small-scale Homogeneous FJSP 6 machines, 20 jobs, λ=0.05. - [Flexible Job Shop Scheduling on Homogeneous FJSP Small-scale (6 machines, 20 jobs, λ=0.2)](): Flexible Job Shop Scheduling; Homogeneous FJSP Small-scale (6 machines, 20 jobs, λ=0.2). - [Flexible Job Shop Scheduling on Large-scale FJSP 6 machines, 40 jobs, λ=0.02 homogeneous (test)](): Flexible Job Shop Scheduling; Large-scale FJSP 6 machines, 40 jobs, λ=0.02 homogeneous (test). - [Flexible Job Shop Scheduling on Large-scale FJSP (6 machines, 40 jobs, λ=0.05) homogeneous (test)](): Flexible Job Shop Scheduling; Large-scale FJSP (6 machines, 40 jobs, λ=0.05) homogeneous (test). - [Flexible Job Shop Scheduling on Large-scale FJSP (6 machines, 40 jobs, λ=0.2) homogeneous (test)](): Flexible Job Shop Scheduling; Large-scale FJSP (6 machines, 40 jobs, λ=0.2) homogeneous (test). - [Machine Learning Competency-level Accuracy](): Machine Learning; Machine Learning benchmark Competency-level accuracy. - [Turing Machine simulation on Turing Machine](): Turing Machine simulation; Turing Machine. - [Automated Theorem Proving on FormalML-Hard (Machine Learning Theory) 1.0 (test)](): Automated Theorem Proving; FormalML-Hard (Machine Learning Theory) 1.0 (test). - [Academic Recommendation on OpenAlex Inductive Cold-Start Time-Machine Protocol](): Academic Recommendation; OpenAlex Inductive Cold-Start Time-Machine Protocol. - [Question Answering on MMLU (Machine Learning subset, test split)](): Question Answering; MMLU Machine Learning (test). - [Program Error Correction on CADReview Machine-made programs 1.0 (test)](): Program Error Correction; CADReview Machine-made programs 1.0 (test). - [Multiple-choice Question Answering on Open Quiz Commons Machine Learning 2024](): Multiple-choice Question Answering; Open Quiz Commons Machine Learning 2024. - [Per-Batch Individual Proportionality (BATCH-IP) on MMachine](): Per-Batch Individual Proportionality (BATCH-IP); MMachine.