# UTO

Source: [UTO](<https://www.sota2.com/research/dataset/uto>)

Collection index: [llms.txt](<https://www.sota2.com/research/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 8. This is an index page, not the full collection.

- [Next index page](<https://www.sota2.com/research/dataset/uto.md?page=2>): Follow this link to discover more pages.

- [Drift Detection on Controlled (post-cutoff)](<https://www.sota2.com/research/sota/drift-detection-on-controlled-post-cutoff.md>): Drift detection; Controlled (post-cutoff).

- [Click-Through Rate Prediction on AutoML](<https://www.sota2.com/research/sota/click-through-rate-prediction-on-automl.md>): Click-Through Rate Prediction; AutoML.

- [Jailbreak Defense on AutoDAN](<https://www.sota2.com/research/sota/jailbreak-defense-on-autodan.md>): Jailbreak Defense; AutoDAN.

- [Artifact Suppression on Real-world Automotive Sequences Sun and Zurich City](<https://www.sota2.com/research/sota/artifact-suppression-on-real-world-automotive-sequences-sun-and-zurich-city.md>): Artifact Suppression; Real-world Automotive Sequences Sun and Zurich City.

- [Image Classification on CIFAR100 without Cutout (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar100-without-cutout-test.md>): Image Classification; CIFAR100 without Cutout (test).

- [Image Classification on CIFAR10 without Cutout (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar10-without-cutout-test.md>): Image Classification; CIFAR10 without Cutout (test).

- [Jailbreak Attack on AutoDAN](<https://www.sota2.com/research/sota/jailbreak-attack-on-autodan.md>): Jailbreak Attack; AutoDAN.

- [Surgical Phase Recognition on Autolaparo](<https://www.sota2.com/research/sota/surgical-phase-recognition-on-autolaparo.md>): Surgical Phase Recognition; Autolaparo.

- [Planning on AutoLogic](<https://www.sota2.com/research/sota/planning-on-autologic.md>): Planning; AutoLogic.

- [Adversarial Detection on ImageNet-1K AutoAttack 1.0 (test)](<https://www.sota2.com/research/sota/adversarial-detection-on-imagenet-1k-autoattack-1-0-test.md>): Adversarial Detection; ImageNet-1K AutoAttack 1.0 (test).

- [Logical Reasoning on AutoLogi](<https://www.sota2.com/research/sota/logical-reasoning-on-autologi.md>): Logical Reasoning; AutoLogi.

- [Threat Risk Assessment on O-RAN Alliance Generic Threat Classes Manual vs Automated Analysis 1.0](<https://www.sota2.com/research/sota/threat-risk-assessment-on-o-ran-alliance-generic-threat-classes-manual-vs-automated-analysis-1-0.md>): Threat Risk Assessment; O-RAN Alliance Generic Threat Classes Manual vs Automated Analysis 1.0.

- [Image Classification on CIFAR-10 AutoAttack v1 (AA)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-autoattack-v1-aa.md>): Image Classification; CIFAR-10 AutoAttack v1 (AA).

- [Semantic Segmentation on Automotive NIR Real-world Exterior (val)](<https://www.sota2.com/research/sota/semantic-segmentation-on-automotive-nir-real-world-exterior-val.md>): Semantic Segmentation; Automotive NIR Real-world Exterior (val).

- [Semantic Segmentation on Automotive NIR Real-world Interior (val)](<https://www.sota2.com/research/sota/semantic-segmentation-on-automotive-nir-real-world-interior-val.md>): Semantic Segmentation; Automotive NIR Real-world Interior (val).

- [Causal Discovery on Auto](<https://www.sota2.com/research/sota/causal-discovery-on-auto.md>): Causal Discovery; Auto.

- [Relation-Conditioned Retrieval on Auto (MRR)](<https://www.sota2.com/research/sota/relation-conditioned-retrieval-on-auto-mrr.md>): Relation-Conditioned Retrieval; Auto.

- [Relation-Conditioned Retrieval on Auto](<https://www.sota2.com/research/sota/relation-conditioned-retrieval-on-auto.md>): Relation-Conditioned Retrieval; Auto.

- [Memory-bandwidth efficiency measurement on Autoregressive decoding workload](<https://www.sota2.com/research/sota/memory-bandwidth-efficiency-measurement-on-autoregressive-decoding-workload.md>): Memory-bandwidth efficiency measurement; Autoregressive decoding workload.

- [Jailbreak Detection on AutoDAN](<https://www.sota2.com/research/sota/jailbreak-detection-on-autodan.md>): Jailbreak Detection; AutoDAN.

- [Phase recognition on AutoLaparo (test)](<https://www.sota2.com/research/sota/phase-recognition-on-autolaparo-test.md>): Phase recognition; AutoLaparo (test).

- [General Reasoning on AutoLogi](<https://www.sota2.com/research/sota/general-reasoning-on-autologi.md>): General Reasoning; AutoLogi.

- [Image Captioning on CapArena-Auto](<https://www.sota2.com/research/sota/image-captioning-on-caparena-auto.md>): Image Captioning; CapArena-Auto.

- [Text Simplification on WikiAuto](<https://www.sota2.com/research/sota/text-simplification-on-wikiauto.md>): Text Simplification; WikiAuto.

- [Humanoid Boxing on Autonomous Humanoid Boxing v1 (test)](<https://www.sota2.com/research/sota/humanoid-boxing-on-autonomous-humanoid-boxing-v1-test.md>): Humanoid Boxing; Autonomous Humanoid Boxing v1 (test).

- [Factuality Evaluation on AITutor-EvalKit (test)](<https://www.sota2.com/research/sota/factuality-evaluation-on-aitutor-evalkit-test.md>): Factuality Evaluation; AITutor-EvalKit (test).

- [Segmentation on AutoPET](<https://www.sota2.com/research/sota/segmentation-on-autopet.md>): Segmentation; AutoPET.

- [Image Classification on CIFAR-10 automobile vs. cat](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-automobile-vs-cat.md>): Image Classification; CIFAR-10 automobile vs. cat.

- [Jailbreak Defense on Jailbreak Attack Suite (GCG, AutoDAN, DeepInc., Prefill, Int.Laund.)](<https://www.sota2.com/research/sota/jailbreak-defense-on-jailbreak-attack-suite-gcg-autodan-deepinc-prefill-int-laund.md>): Jailbreak Defense; Jailbreak Attack Suite GCG, AutoDAN, DeepInc., Prefill, Int.Laund..

- [Autonomous Agentic Data Engineering on Autonomous Agentic Data Engineering Average](<https://www.sota2.com/research/sota/autonomous-agentic-data-engineering-on-autonomous-agentic-data-engineering-average.md>): Autonomous Agentic Data Engineering; Autonomous Agentic Data Engineering Average.

- [Autonomous Agentic Data Engineering on Autonomous Agentic Data Engineering Finance](<https://www.sota2.com/research/sota/autonomous-agentic-data-engineering-on-autonomous-agentic-data-engineering-finance.md>): Autonomous Agentic Data Engineering; Autonomous Agentic Data Engineering Finance.

- [Autonomous Agentic Data Engineering Code](<https://www.sota2.com/research/sota/autonomous-agentic-data-engineering-code.md>): Autonomous Agentic Data Engineering; Autonomous Agentic Data Engineering Code.

- [Autonomous Agentic Data Engineering on Autonomous Agentic Data Engineering Science](<https://www.sota2.com/research/sota/autonomous-agentic-data-engineering-on-autonomous-agentic-data-engineering-science.md>): Autonomous Agentic Data Engineering; Autonomous Agentic Data Engineering Science.

- [Pixel-level Forgery Localization on CASIAv1, COVERAGE, Columbia, NIST16, CocoGlide, AutoSplice (full)](<https://www.sota2.com/research/sota/pixel-level-forgery-localization-on-casiav1-coverage-columbia-nist16-cocoglide-autosplice-full.md>): Pixel-level forgery localization; CASIAv1, COVERAGE, Columbia, NIST16, CocoGlide, AutoSplice nature-oriented (full).

- [Image Manipulation Localization on Autosplice](<https://www.sota2.com/research/sota/image-manipulation-localization-on-autosplice.md>): Image Manipulation Localization; Autosplice.

- [Membership Inference Attack on Image AutoRegressive (IAR) Models](<https://www.sota2.com/research/sota/membership-inference-attack-on-image-autoregressive-iar-models.md>): Membership Inference Attack; Image AutoRegressive (IAR) Models.

- [Free Question Answering on Auto categorization context-free](<https://www.sota2.com/research/sota/free-question-answering-on-auto-categorization-context-free.md>): Free Question Answering; Auto categorization context-free.

- [Jailbreak Defense on GPTFuzz, TAP, GCG, AutoDAN, and Template](<https://www.sota2.com/research/sota/jailbreak-defense-on-gptfuzz-tap-gcg-autodan-and-template.md>): Jailbreak Defense; Jailbreak Attack Benchmarks (GPTFuzz, TAP, GCG, AutoDAN, Template).

- [Automatic Essay Scoring on ASAP (prompt 7 to 8)](<https://www.sota2.com/research/sota/automatic-essay-scoring-on-asap-prompt-7-to-8.md>): Automatic Essay Scoring; ASAP (Automated Student Assessment Prize) prompt 7 to 8.

- [Automatic Essay Scoring on ASAP (prompt 5 to 6)](<https://www.sota2.com/research/sota/automatic-essay-scoring-on-asap-prompt-5-to-6.md>): Automatic Essay Scoring; ASAP (Automated Student Assessment Prize) prompt 5 to 6.

- [Automatic Essay Scoring on ASAP (prompt 3 to 4)](<https://www.sota2.com/research/sota/automatic-essay-scoring-on-asap-prompt-3-to-4.md>): Automatic Essay Scoring; ASAP (Automated Student Assessment Prize) prompt 3 to 4.

- [Automatic Essay Scoring on ASAP (prompt 1 to 2)](<https://www.sota2.com/research/sota/automatic-essay-scoring-on-asap-prompt-1-to-2.md>): Automatic Essay Scoring; ASAP (Automated Student Assessment Prize) prompt 1 to 2.

- [Autoencoder Training on Autoencoder (train)](<https://www.sota2.com/research/sota/autoencoder-training-on-autoencoder-train.md>): Autoencoder training; Autoencoder (train).

- [LLM Judgment on Auto-J](<https://www.sota2.com/research/sota/llm-judgment-on-auto-j.md>): LLM Judgment; Auto-J.

- [Simulation Speed Estimation on Standard periodic atomic system (50 neighbors, 6Å cutoff)](<https://www.sota2.com/research/sota/simulation-speed-estimation-on-standard-periodic-atomic-system-50-neighbors-6-cutoff.md>): Simulation Speed Estimation; Standard periodic atomic system ≈ 50 neighbors per atom, 6Å cutoff.

- [Harmfulness Evaluation on AutoRAN](<https://www.sota2.com/research/sota/harmfulness-evaluation-on-autoran.md>): Harmfulness Evaluation; AutoRAN.

- [Segmentation on AutoPET-II](<https://www.sota2.com/research/sota/segmentation-on-autopet-ii.md>): Segmentation; AutoPET-II.

- [Text-to-Speech Synthesis on Multi-Source Test Set (LibriTTS/LibriVox/YouTube/KIDS)](<https://www.sota2.com/research/sota/text-to-speech-synthesis-on-multi-source-test-set-libritts-librivox-youtube-kids.md>): Text-to-Speech Synthesis; LibriTTS (CLEAN), LibriVox (NOISY), YouTube (WILD), and My Science Tutor (KIDS) (test).

- [End-to-end driving on LangAuto Tiny](<https://www.sota2.com/research/sota/end-to-end-driving-on-langauto-tiny.md>): End-to-end driving; LangAuto Tiny.

- [End-to-end driving on LangAuto Short](<https://www.sota2.com/research/sota/end-to-end-driving-on-langauto-short.md>): End-to-end driving; LangAuto Short.

- [Jailbreak Defense on AdvBench AutoDAN](<https://www.sota2.com/research/sota/jailbreak-defense-on-advbench-autodan.md>): Jailbreak Defense; AdvBench AutoDAN.

- [CTR prediction on Amazon-Review Automotive (test)](<https://www.sota2.com/research/sota/ctr-prediction-on-amazon-review-automotive-test.md>): CTR prediction; Amazon-Review Automotive (test).

- [Binary Classification on CIFAR-10 airplane-automobile (test)](<https://www.sota2.com/research/sota/binary-classification-on-cifar-10-airplane-automobile-test.md>): Binary Classification; CIFAR-10 airplane-automobile (test).

- [Counterfactual Explanation Generation on autoPrice](<https://www.sota2.com/research/sota/counterfactual-explanation-generation-on-autoprice.md>): Counterfactual Explanation Generation; autoPrice.

- [Automated Health Data Modeling on AutoHealth Evaluation Benchmark Tasks T1-T17](<https://www.sota2.com/research/sota/automated-health-data-modeling-on-autohealth-evaluation-benchmark-tasks-t1-t17.md>): Automated Health Data Modeling; AutoHealth Evaluation Benchmark Tasks T1-T17.

- [Text Simplification on Newsela auto (test)](<https://www.sota2.com/research/sota/text-simplification-on-newsela-auto-test.md>): Text Simplification; Newsela auto (test).

- [Reinforcement Learning on Autonomous Driving Dataset](<https://www.sota2.com/research/sota/reinforcement-learning-on-autonomous-driving-dataset.md>): Reinforcement Learning; Autonomous Driving Dataset.

- [Adversarial Detection on AutoDAN](<https://www.sota2.com/research/sota/adversarial-detection-on-autodan.md>): Adversarial Detection; AutoDAN.

- [Image Forgery Detection on AutoSplice](<https://www.sota2.com/research/sota/image-forgery-detection-on-autosplice.md>): Image Forgery Detection; AutoSplice.

- [State Estimation on TII-RATM Autonomous 1.0](<https://www.sota2.com/research/sota/state-estimation-on-tii-ratm-autonomous-1-0.md>): State Estimation; TII-RATM Autonomous 1.0.

- [Graph Structure Learning on Autoregressive (AR) model p=120 synthetic (test)](<https://www.sota2.com/research/sota/graph-structure-learning-on-autoregressive-ar-model-p-120-synthetic-test.md>): Graph Structure Learning; Autoregressive (AR) model p=120 synthetic (test).

- [Auto-correlation Inequality Minimization on ThirdAutoCorrIneq](<https://www.sota2.com/research/sota/auto-correlation-inequality-minimization-on-thirdautocorrineq.md>): Auto-correlation Inequality Minimization; ThirdAutoCorrIneq.

- [Adversarial Robustness on AutoDAN](<https://www.sota2.com/research/sota/adversarial-robustness-on-autodan.md>): Adversarial Robustness; AutoDAN.

- [GPU Memory Usage on AutoPET-II for Medical Image Segmentation](<https://www.sota2.com/research/sota/gpu-memory-usage-on-autopet-ii-for-medical-image-segmentation.md>): Medical Image Segmentation; AutoPET-II.

- [Medical Image Segmentation on AutoPET-II](<https://www.sota2.com/research/sota/medical-image-segmentation-on-autopet-ii.md>): Medical Image Segmentation; AutoPET-II.

- [Instructional Temporal Answer Grounding in Video on TutorialVQA (test)](<https://www.sota2.com/research/sota/instructional-temporal-answer-grounding-in-video-on-tutorialvqa-test.md>): Instructional Temporal Answer Grounding in Video; TutorialVQA (test).

- [Jailbreak Robustness on AutoRAN](<https://www.sota2.com/research/sota/jailbreak-robustness-on-autoran.md>): Jailbreak Robustness; AutoRAN.

- [Jailbreak Attack Defense on AutoRAN](<https://www.sota2.com/research/sota/jailbreak-attack-defense-on-autoran.md>): Jailbreak Attack Defense; AutoRAN.

- [Math Tutoring on Math Tutoring](<https://www.sota2.com/research/sota/math-tutoring-on-math-tutoring.md>): Math Tutoring; Math Tutoring.

- [Mathematical Optimization on Autocorrelation Inequalities](<https://www.sota2.com/research/sota/mathematical-optimization-on-autocorrelation-inequalities.md>): Mathematical Optimization; Autocorrelation Inequalities.

- [Sales Automation on Sales Automation](<https://www.sota2.com/research/sota/sales-automation-on-sales-automation.md>): Sales Automation; Sales Automation.

- [Safety Evaluation on AutoDAN](<https://www.sota2.com/research/sota/safety-evaluation-on-autodan.md>): Safety Evaluation; AutoDAN.

- [Language Tutoring on AFRILANGTUTOR](<https://www.sota2.com/research/sota/language-tutoring-on-afrilangtutor.md>): Language Tutoring; AFRILANGTUTOR.

- [Uncertainty Estimation on MMLU AutoGen (test)](<https://www.sota2.com/research/sota/uncertainty-estimation-on-mmlu-autogen-test.md>): Uncertainty Estimation; MMLU AutoGen (test).

- [Uncertainty Estimation on MoreHopQA AutoGen (test)](<https://www.sota2.com/research/sota/uncertainty-estimation-on-morehopqa-autogen-test.md>): Uncertainty Estimation; MoreHopQA AutoGen (test).

- [Uncertainty Estimation on MATH AutoGen (test)](<https://www.sota2.com/research/sota/uncertainty-estimation-on-math-autogen-test.md>): Uncertainty Estimation; MATH AutoGen (test).

- [Defense Robustness on AutoDAN Attack](<https://www.sota2.com/research/sota/defense-robustness-on-autodan-attack.md>): Defense Robustness; AutoDAN Attack.

- [Regression on ausprivauto (test)](<https://www.sota2.com/research/sota/regression-on-ausprivauto-test.md>): Regression; ausprivauto (test).

- [Regression on ausprivauto (train)](<https://www.sota2.com/research/sota/regression-on-ausprivauto-train.md>): Regression; ausprivauto (train).

- [Anatomical Structure Segmentation on Combined laparoscopic datasets (Dresden, CholecSeg8k, AutoLaparoT3, EndoScapes-CVS201, M2caiSeg) (test)](<https://www.sota2.com/research/sota/anatomical-structure-segmentation-on-combined-laparoscopic-datasets-dresden-cholecseg8k-autolaparot3-endoscapes-cvs201-m2caiseg-test.md>): Anatomical Structure Segmentation; Combined laparoscopic datasets (Dresden, CholecSeg8k, AutoLaparoT3, EndoScapes-CVS201, M2caiSeg) (test).