# RA

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

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 474. This is an index page, not the full collection.

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

- [Commonsense Reasoning on WinoGrande](<https://www.sota2.com/research/sota/commonsense-reasoning-on-winogrande.md>): Commonsense Reasoning; WinoGrande.

- [Node Classification on Cora](<https://www.sota2.com/research/sota/node-classification-on-cora.md>): Node Classification; Cora.

- [Node Classification on Cora (test)](<https://www.sota2.com/research/sota/node-classification-on-cora-test.md>): Node classification; Cora (test).

- [Node Classification on Cora (Accuracy Focus)](<https://www.sota2.com/research/sota/node-classification-on-cora-accuracy-focus.md>): Node Classification; Cora.

- [Multi-Object Tracking on DanceTrack (test)](<https://www.sota2.com/research/sota/multi-object-tracking-on-dancetrack-test.md>): Multi-Object Tracking; DanceTrack (test).

- [Visual Object Tracking on TrackingNet (test)](<https://www.sota2.com/research/sota/visual-object-tracking-on-trackingnet-test.md>): Visual Object Tracking; TrackingNet (test).

- [Commonsense Reasoning on Winogrande (accuracy)](<https://www.sota2.com/research/sota/commonsense-reasoning-on-winogrande-accuracy.md>): Commonsense Reasoning; Winogrande.

- [Optical Flow Estimation on KITTI 2015 (train)](<https://www.sota2.com/research/sota/optical-flow-estimation-on-kitti-2015-train.md>): Optical Flow Estimation; KITTI 2015 (train).

- [Long-term Time Series Forecasting on Traffic](<https://www.sota2.com/research/sota/long-term-time-series-forecasting-on-traffic.md>): Long-term Time Series Forecasting; Traffic.

- [Class-conditional image generation on ImageNet 256x256 (train)](<https://www.sota2.com/research/sota/class-conditional-image-generation-on-imagenet-256x256-train.md>): Class-conditional image generation; ImageNet 256x256 (train).

- [Node Classification on amazon-ratings](<https://www.sota2.com/research/sota/node-classification-on-amazon-ratings.md>): Node Classification; amazon-ratings.

- [Image Classification on Aircraft](<https://www.sota2.com/research/sota/image-classification-on-aircraft.md>): Image Classification; Aircraft.

- [Object Hallucination on POPE (Random)](<https://www.sota2.com/research/sota/object-hallucination-on-pope-random.md>): Object Hallucination; POPE (Random).

- [Time Series Forecasting on Traffic (test)](<https://www.sota2.com/research/sota/time-series-forecasting-on-traffic-test.md>): Time series forecasting; traffic (test).

- [Object Tracking on TrackingNet](<https://www.sota2.com/research/sota/object-tracking-on-trackingnet.md>): Object Tracking; TrackingNet.

- [Node Classification on Cora-ML](<https://www.sota2.com/research/sota/node-classification-on-cora-ml.md>): Node Classification; Cora-ML.

- [Multivariate Time Series Forecasting on Traffic (MSE, MAE)](<https://www.sota2.com/research/sota/multivariate-time-series-forecasting-on-traffic-mse-mae.md>): Multivariate Time Series Forecasting; Traffic.

- [Image Classification on FGVC-Aircraft (test)](<https://www.sota2.com/research/sota/image-classification-on-fgvc-aircraft-test.md>): Image Classification; FGVC-Aircraft (test).

- [Fine-grained Visual Classification on FGVC-Aircraft (test)](<https://www.sota2.com/research/sota/fine-grained-visual-classification-on-fgvc-aircraft-test.md>): Fine-grained Visual Classification; FGVC-Aircraft (test).

- [Zero-shot Reasoning on Reasoning Suite (PIQA, HellaSwag, WinoGrande, ARC-e, ARC-c) (val test)](<https://www.sota2.com/research/sota/zero-shot-reasoning-on-reasoning-suite-piqa-hellaswag-winogrande-arc-e-arc-c-val-test.md>): Zero-shot Reasoning; Reasoning Suite Zero-shot (PIQA, HellaSwag, WinoGrande, ARC-e, ARC-c) (val test).

- [SMT Solving on random hybrid-constraint benchmark](<https://www.sota2.com/research/sota/smt-solving-on-random-hybrid-constraint-benchmark.md>): SMT solving; random hybrid-constraint benchmark.

- [Reading Comprehension on RACE high](<https://www.sota2.com/research/sota/reading-comprehension-on-race-high.md>): Reading Comprehension; RACE high.

- [Image Classification on iNaturalist 2018](<https://www.sota2.com/research/sota/image-classification-on-inaturalist-2018.md>): Image Classification; iNaturalist 2018.

- [Image Classification on FGVCAircraft](<https://www.sota2.com/research/sota/image-classification-on-fgvcaircraft.md>): Image Classification; FGVCAircraft.

- [Deraining on Rain100L](<https://www.sota2.com/research/sota/deraining-on-rain100l.md>): Deraining; Rain100L.

- [Image Deraining on Rain100L](<https://www.sota2.com/research/sota/image-deraining-on-rain100l.md>): Image Deraining; Rain100L.

- [Node Classification on Cora (test) (Standard Metrics and Deltas)](<https://www.sota2.com/research/sota/node-classification-on-cora-test-standard-metrics-and-deltas.md>): Node Classification; Cora (test).

- [Narrative Cloze on Narrative Cloze (val)](<https://www.sota2.com/research/sota/narrative-cloze-on-narrative-cloze-val.md>): Narrative Cloze; Narrative Cloze (val).

- [Out-of-Distribution Detection on iNaturalist](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-inaturalist.md>): Out-of-Distribution Detection; iNaturalist.

- [Medical Visual Question Answering on VQA-RAD](<https://www.sota2.com/research/sota/medical-visual-question-answering-on-vqa-rad.md>): Medical Visual Question Answering; VQA-RAD.

- [Image Generation on ImageNet 256x256 (train)](<https://www.sota2.com/research/sota/image-generation-on-imagenet-256x256-train.md>): Image Generation; ImageNet 256x256 (train).

- [Action Recognition on MSRAction3D](<https://www.sota2.com/research/sota/action-recognition-on-msraction3d.md>): Action Recognition; MSRAction3D.

- [Image Classification on iNaturalist 2018 (test)](<https://www.sota2.com/research/sota/image-classification-on-inaturalist-2018-test.md>): Image Classification; iNaturalist 2018 (test).

- [Multivariate long-term series forecasting on Traffic (test)](<https://www.sota2.com/research/sota/multivariate-long-term-series-forecasting-on-traffic-test.md>): Multivariate long-term series forecasting; Traffic (test).

- [Interactive Segmentation on GrabCut](<https://www.sota2.com/research/sota/interactive-segmentation-on-grabcut.md>): Interactive Segmentation; GrabCut.

- [Image Classification on FGVC Aircraft](<https://www.sota2.com/research/sota/image-classification-on-fgvc-aircraft.md>): Image Classification; FGVC Aircraft.

- [Optical Flow Estimation on MPI Sintel Final (train)](<https://www.sota2.com/research/sota/optical-flow-estimation-on-mpi-sintel-final-train.md>): Optical Flow Estimation; MPI Sintel Final (train).

- [Time Series Forecasting on Traffic](<https://www.sota2.com/research/sota/time-series-forecasting-on-traffic.md>): Time Series Forecasting; Traffic.

- [Commonsense Reasoning on StrategyQA](<https://www.sota2.com/research/sota/commonsense-reasoning-on-strategyqa.md>): Commonsense Reasoning; StrategyQA.

- [Optical Flow Estimation on MPI Sintel Clean (train)](<https://www.sota2.com/research/sota/optical-flow-estimation-on-mpi-sintel-clean-train.md>): Optical Flow Estimation; MPI Sintel Clean (train).

- [Linear Regression on Synthetic Linear Regression (n=50, d=50, K=40, ε=0.2) (train/test)](<https://www.sota2.com/research/sota/linear-regression-on-synthetic-linear-regression-n-50-d-50-k-40-0-2-train-test.md>): Linear Regression; Synthetic Linear Regression (n=50, d=50, K=40, ε=0.2) (train/test).

- [Action Recognition on HMDB-51 (average of three splits)](<https://www.sota2.com/research/sota/action-recognition-on-hmdb-51-average-of-three-splits.md>): Action Recognition; HMDB-51 (average of three splits).

- [Class-Conditional Image Generation on ImageNet 256x256 (train val)](<https://www.sota2.com/research/sota/class-conditional-image-generation-on-imagenet-256x256-train-val.md>): Class-Conditional Image Generation; ImageNet 256x256 (train val).

- [Optical Flow on Sintel (train)](<https://www.sota2.com/research/sota/optical-flow-on-sintel-train.md>): Optical Flow; Sintel (train).

- [Question Answering on QA Suite Zero-shot (PIQA, ARC-E, ARC-C, BoolQ, HellaSwag, WinoGrande)](<https://www.sota2.com/research/sota/question-answering-on-qa-suite-zero-shot-piqa-arc-e-arc-c-boolq-hellaswag-winogrande.md>): Question Answering; QA Suite Zero-shot (PIQA, ARC-E, ARC-C, BoolQ, HellaSwag, WinoGrande).

- [Performance Estimation on StrategyQA](<https://www.sota2.com/research/sota/performance-estimation-on-strategyqa.md>): Performance Estimation; StrategyQA.

- [Node Classification on Amazon-Ratings (test)](<https://www.sota2.com/research/sota/node-classification-on-amazon-ratings-test.md>): Node Classification; Amazon-Ratings (test).

- [Long-range Sequence Modeling on Long Range Arena (LRA) (test)](<https://www.sota2.com/research/sota/long-range-sequence-modeling-on-long-range-arena-lra-test.md>): Long-range Sequence Modeling; Long Range Arena (LRA) (test).

- [Reading Comprehension on RACE mid](<https://www.sota2.com/research/sota/reading-comprehension-on-race-mid.md>): Reading Comprehension; RACE mid.

- [Language Modeling on WT2, PTB, and C4 Macro Average (test)](<https://www.sota2.com/research/sota/language-modeling-on-wt2-ptb-and-c4-macro-average-test.md>): Language Modeling; WT2, PTB, and C4 Macro Average (test).

- [Image Classification on CIFAR10 (train)](<https://www.sota2.com/research/sota/image-classification-on-cifar10-train.md>): Image Classification; CIFAR10 (train).

- [3D Object Detection on nuScenes v1.0-trainval (val)](<https://www.sota2.com/research/sota/3d-object-detection-on-nuscenes-v1-0-trainval-val.md>): 3D Object Detection; nuScenes v1.0-trainval (val).

- [Multivariate long-term forecasting on Traffic](<https://www.sota2.com/research/sota/multivariate-long-term-forecasting-on-traffic.md>): Multivariate long-term forecasting; Traffic.

- [Common Sense Reasoning on Winogrande](<https://www.sota2.com/research/sota/common-sense-reasoning-on-winogrande.md>): Common sense reasoning; Winogrande.

- [Moment Retrieval on Charades-STA (test)](<https://www.sota2.com/research/sota/moment-retrieval-on-charades-sta-test.md>): Moment Retrieval; Charades-STA (test).

- [Facial Expression Recognition on RAF-DB (test)](<https://www.sota2.com/research/sota/facial-expression-recognition-on-raf-db-test.md>): Facial Expression Recognition; RAF-DB (test).

- [Mathematical Reasoning on AQUA-RAT](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aqua-rat.md>): Mathematical Reasoning; AQUA-RAT.

- [Long-term time-series forecasting on Traffic (test)](<https://www.sota2.com/research/sota/long-term-time-series-forecasting-on-traffic-test.md>): Long-term time-series forecasting; Traffic (test).

- [RGB-D Object Tracking on DepthTrack (test)](<https://www.sota2.com/research/sota/rgb-d-object-tracking-on-depthtrack-test.md>): RGB-D Object Tracking; DepthTrack (test).

- [Node Clustering on Cora](<https://www.sota2.com/research/sota/node-clustering-on-cora.md>): Node Clustering; Cora.

- [Long-range Sequence Modeling on Long Range Arena (LRA)](<https://www.sota2.com/research/sota/long-range-sequence-modeling-on-long-range-arena-lra.md>): Long-range sequence modeling; Long Range Arena (LRA).

- [Zero-Shot Language Understanding on Nine-Task Suite (BoolQ, HellaSwag, LAMBADA, OBQA, PIQA, SIQA, WinoGrande, ARC-E/C)](<https://www.sota2.com/research/sota/zero-shot-language-understanding-on-nine-task-suite-boolq-hellaswag-lambada-obqa-piqa-siqa-winogrande-arc-e-c.md>): Language Understanding; Nine Zero-Shot Tasks (BoolQ, HellaSwag, LAMBADA, OpenBookQA, PIQA, SIQA, WinoGrande, ARC-Easy, ARC-Challenge).

- [Reasoning on WinoGrande](<https://www.sota2.com/research/sota/reasoning-on-winogrande.md>): Reasoning; WinoGrande (WG).

- [Image Deraining on Rain100L (test)](<https://www.sota2.com/research/sota/image-deraining-on-rain100l-test.md>): Image Deraining; Rain100L (test).

- [Brain Tumor Segmentation on BraTS 2023 (test)](<https://www.sota2.com/research/sota/brain-tumor-segmentation-on-brats-2023-test.md>): Brain Tumor Segmentation; BraTS 2023 (test).

- [Monocular Depth Estimation on KITTI Raw Eigen (test)](<https://www.sota2.com/research/sota/monocular-depth-estimation-on-kitti-raw-eigen-test.md>): Monocular Depth Estimation; KITTI Raw Eigen (test).

- [Natural Language Inference on SNLI (train)](<https://www.sota2.com/research/sota/natural-language-inference-on-snli-train.md>): Natural Language Inference; SNLI (train).

- [Object Hallucination Evaluation on POPE Random](<https://www.sota2.com/research/sota/object-hallucination-evaluation-on-pope-random.md>): Object Hallucination Evaluation; POPE Random.

- [Image Classification on iNaturalist 18](<https://www.sota2.com/research/sota/image-classification-on-inaturalist-18.md>): Image Classification; iNaturalist 18.

- [Reading Comprehension Accuracy on RACE](<https://www.sota2.com/research/sota/reading-comprehension-accuracy-on-race.md>): Reading Comprehension; RACE.

- [Multivariate Forecasting on Traffic](<https://www.sota2.com/research/sota/multivariate-forecasting-on-traffic.md>): Multivariate Forecasting; Traffic.

- [Ultrasound Image Denoising on In vivo Ultrasound 2 sub-apertures](<https://www.sota2.com/research/sota/ultrasound-image-denoising-on-in-vivo-ultrasound-2-sub-apertures.md>): Ultrasound Image Denoising; In vivo Ultrasound 2 sub-apertures.

- [Out-of-distribution Detection on ImageNet OOD Average 1k (test)](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-imagenet-ood-average-1k-test.md>): Out-of-distribution Detection; ImageNet OOD Average 1k (test).

- [Dynamic Link Prediction on LastFM (transductive)](<https://www.sota2.com/research/sota/dynamic-link-prediction-on-lastfm-transductive.md>): dynamic link prediction; LastFM (transductive).

- [Out-of-Distribution Detection on ImageNet-1k ID iNaturalist OOD](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-imagenet-1k-id-inaturalist-ood.md>): Out-of-Distribution Detection; ImageNet-1k ID iNaturalist OOD.

- [Image Classification on MNIST (train)](<https://www.sota2.com/research/sota/image-classification-on-mnist-train.md>): Image Classification; MNIST (train).

- [Weather Forecasting on WeatherBench ERA5 (test)](<https://www.sota2.com/research/sota/weather-forecasting-on-weatherbench-era5-test.md>): Weather Forecasting; WeatherBench ERA5 (test).

- [Image Classification on Waterbirds In-context training: iNaturalist (test)](<https://www.sota2.com/research/sota/image-classification-on-waterbirds-in-context-training-inaturalist-test.md>): Image Classification; Waterbirds In-context training: iNaturalist (test).

- [Physical parameter regression on Chandra Source Catalog (CSC) (val)](<https://www.sota2.com/research/sota/physical-parameter-regression-on-chandra-source-catalog-csc-val.md>): Physical parameter regression; Chandra Source Catalog (CSC) (val).

- [Model Reduction on Burgers' Equation Shift Trajectory Manifold](<https://www.sota2.com/research/sota/model-reduction-on-burgers-equation-shift-trajectory-manifold.md>): Model Reduction; Burgers' Equation Shift Trajectory Manifold.