# Official

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

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

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

- [LiDAR Semantic Segmentation on nuScenes official (test)](<https://www.sota2.com/research/sota/lidar-semantic-segmentation-on-nuscenes-official-test.md>): LiDAR Semantic Segmentation; nuScenes official (test).

- [Depth Completion on NYU-Depth v2 (test)](<https://www.sota2.com/research/sota/depth-completion-on-nyu-depth-v2-test.md>): Depth Completion; NYU-depth-v2 official (test).

- [Depth Completion on KITTI depth completion official (test)](<https://www.sota2.com/research/sota/depth-completion-on-kitti-depth-completion-official-test.md>): Depth Completion; KITTI depth completion official (test).

- [Monocular Depth Estimation on NYU-Depth v2 (official)](<https://www.sota2.com/research/sota/monocular-depth-estimation-on-nyu-depth-v2-official.md>): Monocular Depth Estimation; NYU-Depth v2 (official).

- [3D Point Cloud Semantic Segmentation on ScanNet official (fold S1)](<https://www.sota2.com/research/sota/3d-point-cloud-semantic-segmentation-on-scannet-official-fold-s1.md>): 3D point cloud semantic segmentation; ScanNet official (fold S1).

- [Respiratory sound classification on ICBHI dataset official (60-40% split)](<https://www.sota2.com/research/sota/respiratory-sound-classification-on-icbhi-dataset-official-60-40-percent-split.md>): Respiratory sound classification; ICBHI dataset official (60-40% split).

- [Zero-shot text reconstruction on Chinese official news text n=200 chunks (test)](<https://www.sota2.com/research/sota/zero-shot-text-reconstruction-on-chinese-official-news-text-n-200-chunks-test.md>): Zero-shot text reconstruction; Chinese official news text n=200 chunks (test).

- [Bird's Eye View Detection on KITTI Car class official (test)](<https://www.sota2.com/research/sota/bird-s-eye-view-detection-on-kitti-car-class-official-test.md>): Bird's Eye View Detection; KITTI Car class official (test).

- [Super-resolution on Urban100 official (test)](<https://www.sota2.com/research/sota/super-resolution-on-urban100-official-test.md>): Super-resolution; Urban100 official (test).

- [Super-resolution on Set5 official (test)](<https://www.sota2.com/research/sota/super-resolution-on-set5-official-test.md>): Super-resolution; Set5 official (test).

- [Math Word Problem Solving on GSM8K (test set)](<https://www.sota2.com/research/sota/math-word-problem-solving-on-gsm8k-test-set.md>): Math Word Problem Solving; GSM8K official 1.3k set (test).

- [Semantic Scene Completion on SemanticKITTI official (test)](<https://www.sota2.com/research/sota/semantic-scene-completion-on-semantickitti-official-test.md>): Semantic Scene Completion; SemanticKITTI official (test).

- [Relation Extraction on DocRED official (test)](<https://www.sota2.com/research/sota/relation-extraction-on-docred-official-test.md>): Relation Extraction; DocRED official (test).

- [Anatomy-conditioned Image Retrieval on MIMIC-IR official (test)](<https://www.sota2.com/research/sota/anatomy-conditioned-image-retrieval-on-mimic-ir-official-test.md>): Anatomy-conditioned Image Retrieval; MIMIC-IR official (test).

- [3D Object Detection on KITTI official (test)](<https://www.sota2.com/research/sota/3d-object-detection-on-kitti-official-test.md>): 3D Object Detection; KITTI official (test).

- [3D Classification on ScanObjectNN PB-T50-RS official](<https://www.sota2.com/research/sota/3d-classification-on-scanobjectnn-pb-t50-rs-official.md>): 3D Classification; ScanObjectNN PB-T50-RS official.

- [4-class respiratory sound classification on ICBHI 60-40% split official (test)](<https://www.sota2.com/research/sota/4-class-respiratory-sound-classification-on-icbhi-60-40-percent-split-official-test.md>): 4-class respiratory sound classification; ICBHI 60-40% split official (test).

- [Face Anonymization on CelebA-HQ (test)](<https://www.sota2.com/research/sota/face-anonymization-on-celeba-hq-test.md>): Face Anonymization; CelebA-HQ official (test).

- [End-to-End Autonomous Driving on Bench2Drive 220 routes official](<https://www.sota2.com/research/sota/end-to-end-autonomous-driving-on-bench2drive-220-routes-official.md>): End-to-End Autonomous Driving; Bench2Drive 220 routes official.

- [Relation Extraction on DocRED official (dev)](<https://www.sota2.com/research/sota/relation-extraction-on-docred-official-dev.md>): Relation Extraction; DocRED official (dev).

- [3D Classification on ScanObjectNN OBJ-BG official](<https://www.sota2.com/research/sota/3d-classification-on-scanobjectnn-obj-bg-official.md>): 3D Classification; ScanObjectNN OBJ-BG official.

- [Motion Prediction on Argoverse official leaderboard (test)](<https://www.sota2.com/research/sota/motion-prediction-on-argoverse-official-leaderboard-test.md>): Motion Prediction; Argoverse official leaderboard (test).

- [Entity Recognition on CORD official (test)](<https://www.sota2.com/research/sota/entity-recognition-on-cord-official-test.md>): Entity Recognition; CORD official (test).

- [Medical Diagnostic Reasoning on MedCaseReasoning official 897-case (test)](<https://www.sota2.com/research/sota/medical-diagnostic-reasoning-on-medcasereasoning-official-897-case-test.md>): Medical Diagnostic Reasoning; MedCaseReasoning official 897-case (test).

- [Hallucination Detection on POPE official (val)](<https://www.sota2.com/research/sota/hallucination-detection-on-pope-official-val.md>): Hallucination Detection; POPE official (val).

- [Depth Completion on KITTI Depth Completion official 1,000-frame 1216x352 (val)](<https://www.sota2.com/research/sota/depth-completion-on-kitti-depth-completion-official-1-000-frame-1216x352-val.md>): Depth Completion; KITTI Depth Completion official 1,000-frame 1216x352 (val).

- [Respiratory sound classification on ICBHI 2017 (official)](<https://www.sota2.com/research/sota/respiratory-sound-classification-on-icbhi-2017-official.md>): Respiratory sound classification; ICBHI 2017 (official).

- [Facial Landmark Detection on 300W official (test)](<https://www.sota2.com/research/sota/facial-landmark-detection-on-300w-official-test.md>): Facial landmark detection; 300W official (test).

- [3D Object Detection on KITTI official (val)](<https://www.sota2.com/research/sota/3d-object-detection-on-kitti-official-val.md>): 3D Object Detection; KITTI official (val).

- [Remote Sensing Visual Grounding on DIOR-RSVG official (test)](<https://www.sota2.com/research/sota/remote-sensing-visual-grounding-on-dior-rsvg-official-test.md>): Remote Sensing Visual Grounding; DIOR-RSVG official (test).

- [3D Object Detection on KITTI official leaderboard (test)](<https://www.sota2.com/research/sota/3d-object-detection-on-kitti-official-leaderboard-test.md>): 3D Object Detection; KITTI official leaderboard (test).

- [3D Object Detection on KITTI official (test) (AP3D)](<https://www.sota2.com/research/sota/3d-object-detection-on-kitti-official-test-ap3d.md>): 3D Object Detection; KITTI official (test).

- [Bird's Eye View Object Detection on KITTI official leaderboard (test)](<https://www.sota2.com/research/sota/bird-s-eye-view-object-detection-on-kitti-official-leaderboard-test.md>): Bird's Eye View Object Detection; KITTI official leaderboard (test).

- [Link Prediction on ogbl-citation2 (official)](<https://www.sota2.com/research/sota/link-prediction-on-ogbl-citation2-official.md>): Link Prediction; ogbl-citation2 (official).

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

- [Math Word Problem Solving on GSM8K (train/dev)](<https://www.sota2.com/research/sota/math-word-problem-solving-on-gsm8k-train-dev.md>): Math Word Problem Solving; GSM8K official train (dev).

- [Image Denoising on SIDD Benchmark official (test)](<https://www.sota2.com/research/sota/image-denoising-on-sidd-benchmark-official-test.md>): Image Denoising; SIDD Benchmark official (test).

- [Action Segmentation on HOI4D official (test)](<https://www.sota2.com/research/sota/action-segmentation-on-hoi4d-official-test.md>): Action segmentation; HOI4D official (test).

- [Retrieval on ChunQiuTR official (test)](<https://www.sota2.com/research/sota/retrieval-on-chunqiutr-official-test.md>): Retrieval; ChunQiuTR official (test).

- [Visual Odometry on KITTI Odometry official (sequences 00-10)](<https://www.sota2.com/research/sota/visual-odometry-on-kitti-odometry-official-sequences-00-10.md>): Visual Odometry; KITTI Odometry official (sequences 00-10).

- [Novel View Synthesis on Mip-NeRF 360 Outdoor (official test)](<https://www.sota2.com/research/sota/novel-view-synthesis-on-mip-nerf-360-outdoor-official-test.md>): Novel View Synthesis; Mip-NeRF 360 Outdoor official (test).

- [Code Generation on CodeContests official (val)](<https://www.sota2.com/research/sota/code-generation-on-codecontests-official-val.md>): Code Generation; CodeContests official (val).

- [Machine-generated code detection on SemEval Task 13 Subtask A 2026 official (test)](<https://www.sota2.com/research/sota/machine-generated-code-detection-on-semeval-task-13-subtask-a-2026-official-test.md>): Machine-generated code detection; SemEval Task 13 Subtask A 2026 official (test).

- [3D Point Cloud Semantic Segmentation on ScanNet Mean Fold official](<https://www.sota2.com/research/sota/3d-point-cloud-semantic-segmentation-on-scannet-mean-fold-official.md>): 3D point cloud semantic segmentation; ScanNet Mean Fold official.

- [Deep Research on DeepResearch Bench official 100-task-subset 1.0](<https://www.sota2.com/research/sota/deep-research-on-deepresearch-bench-official-100-task-subset-1-0.md>): Deep Research; DeepResearch Bench official 100-task-subset 1.0.

- [Phoneme Pronunciation Assessment on speechocean762 official (test)](<https://www.sota2.com/research/sota/phoneme-pronunciation-assessment-on-speechocean762-official-test.md>): Phoneme Pronunciation Assessment; speechocean762 official (test).

- [Text-to-Video Retrieval on MSR-VTT (Official full-size test)](<https://www.sota2.com/research/sota/text-to-video-retrieval-on-msr-vtt-official-full-size-test.md>): Text-to-Video Retrieval; MSR-VTT Official full-size (test).

- [Scene Completion on SemanticKITTI official (test)](<https://www.sota2.com/research/sota/scene-completion-on-semantickitti-official-test.md>): Scene Completion; SemanticKITTI official (test).

- [Radiology Report Generation on MIMIC-CXR (official)](<https://www.sota2.com/research/sota/radiology-report-generation-on-mimic-cxr-official.md>): Radiology Report Generation; MIMIC-CXR (official).

- [Machine Learning Engineering on MLE-Bench full official](<https://www.sota2.com/research/sota/machine-learning-engineering-on-mle-bench-full-official.md>): Machine Learning Engineering; MLE-Bench full official.

- [2-class respiratory sound classification on ICBHI 60-40% split official (test)](<https://www.sota2.com/research/sota/2-class-respiratory-sound-classification-on-icbhi-60-40-percent-split-official-test.md>): 2-class respiratory sound classification; ICBHI 60-40% split official (test).

- [Audio Classification on UrbanSound8K (official 10 fold split)](<https://www.sota2.com/research/sota/audio-classification-on-urbansound8k-official-10-fold-split.md>): Audio Classification; UrbanSound8K (official 10 fold split).

- [Monocular Depth Estimation on KITTI official (val)](<https://www.sota2.com/research/sota/monocular-depth-estimation-on-kitti-official-val.md>): Monocular Depth Estimation; KITTI official (val).

- [BEV Object Detection on KITTI official (test)](<https://www.sota2.com/research/sota/bev-object-detection-on-kitti-official-test.md>): BEV Object Detection; KITTI official (test).

- [Depth Estimation on KITTI public benchmark official (test)](<https://www.sota2.com/research/sota/depth-estimation-on-kitti-public-benchmark-official-test.md>): Depth Estimation; KITTI public benchmark official (test).

- [Orientation Estimation on KITTI Car class official (test)](<https://www.sota2.com/research/sota/orientation-estimation-on-kitti-car-class-official-test.md>): Orientation Estimation; KITTI Car class official (test).

- [Link Prediction on ogbl-ddi (official)](<https://www.sota2.com/research/sota/link-prediction-on-ogbl-ddi-official.md>): Link Prediction; ogbl-ddi (official).

- [Novel View Synthesis on Deep Blending official (test)](<https://www.sota2.com/research/sota/novel-view-synthesis-on-deep-blending-official-test.md>): Novel View Synthesis; Deep Blending official (test).

- [Fingerprint Spoofing on LLMmap official query set (8:2)](<https://www.sota2.com/research/sota/fingerprint-spoofing-on-llmmap-official-query-set-8-2.md>): Fingerprint Spoofing; LLMmap official query set (8:2).

- [Motion Forecasting on nuScenes official leaderboard (test)](<https://www.sota2.com/research/sota/motion-forecasting-on-nuscenes-official-leaderboard-test.md>): Motion Forecasting; nuScenes official leaderboard (test).

- [Single-view Depth Estimation on NYU official 654 images v2 (test)](<https://www.sota2.com/research/sota/single-view-depth-estimation-on-nyu-official-654-images-v2-test.md>): Single-view depth estimation; NYU official 654 images v2 (test).

- [Code Reasoning on CRUX official (test)](<https://www.sota2.com/research/sota/code-reasoning-on-crux-official-test.md>): Code Reasoning; CRUX official (test).

- [Text-to-Video Generation on EvalCrafter (Count, Color, Action, Others Splits)](<https://www.sota2.com/research/sota/text-to-video-generation-on-evalcrafter-count-color-action-others-splits.md>): Text-to-Video Generation; EvalCrafter Official (Four splits (Count, Color, Action, Others)).

- [3D Object Detection on DSERT-RoLL official (test)](<https://www.sota2.com/research/sota/3d-object-detection-on-dsert-roll-official-test.md>): 3D Object Detection; DSERT-RoLL official (test).

- [Semantic Segmentation on Stanford2D3D (3-fold average)](<https://www.sota2.com/research/sota/semantic-segmentation-on-stanford2d3d-3-fold-average.md>): Semantic Segmentation; Stanford2D3D official (3-fold average).

- [Autonomous Driving on CARLA Leaderboard official 1.0 (test)](<https://www.sota2.com/research/sota/autonomous-driving-on-carla-leaderboard-official-1-0-test.md>): Autonomous Driving; CARLA Leaderboard official 1.0 (test).

- [Monocular 360 Depth Estimation on Matterport3D (test)](<https://www.sota2.com/research/sota/monocular-360-depth-estimation-on-matterport3d-test.md>): Monocular 360 Depth Estimation; Matterport3D official (test).

- [Universal Lesion Detection on DeepLesion official (test)](<https://www.sota2.com/research/sota/universal-lesion-detection-on-deeplesion-official-test.md>): Universal Lesion Detection; DeepLesion official (test).

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

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

- [Point Cloud Classification on ModelNet40 (official split)](<https://www.sota2.com/research/sota/point-cloud-classification-on-modelnet40-official-split.md>): Point Cloud Classification; ModelNet40 (official split).

- [3D Object Detection on KITTI official (test) (BEV and 3D AP)](<https://www.sota2.com/research/sota/3d-object-detection-on-kitti-official-test-bev-and-3d-ap.md>): 3D Object Detection; KITTI official (test).

- [Dynamic Facial Expression Recognition on FERV39k official protocol](<https://www.sota2.com/research/sota/dynamic-facial-expression-recognition-on-ferv39k-official-protocol.md>): Dynamic Facial Expression Recognition; FERV39k official protocol.

- [ML Engineering on MLE-Bench official (test)](<https://www.sota2.com/research/sota/ml-engineering-on-mle-bench-official-test.md>): ML Engineering; MLE-Bench official (test).

- [Conditional Semantic Textual Similarity on C-STS (official)](<https://www.sota2.com/research/sota/conditional-semantic-textual-similarity-on-c-sts-official.md>): Conditional Semantic Textual Similarity; C-STS (official).

- [Multi-Label Incremental Learning on MS COCO B40-C10 protocol official (val)](<https://www.sota2.com/research/sota/multi-label-incremental-learning-on-ms-coco-b40-c10-protocol-official-val.md>): Multi-Label Incremental Learning; MS COCO B40-C10 protocol official (val).

- [Multi-Label Incremental Learning on MS COCO B0-C10 protocol official (val)](<https://www.sota2.com/research/sota/multi-label-incremental-learning-on-ms-coco-b0-c10-protocol-official-val.md>): Multi-Label Incremental Learning; MS COCO B0-C10 protocol official (val).

- [3D Object Detection on KITTI Pedestrian official (test)](<https://www.sota2.com/research/sota/3d-object-detection-on-kitti-pedestrian-official-test.md>): 3D Object Detection; KITTI Pedestrian official (test).

- [3D Object Detection on KITTI official (test) (3D, BEV, and 2D AP)](<https://www.sota2.com/research/sota/3d-object-detection-on-kitti-official-test-3d-bev-and-2d-ap.md>): 3D Object Detection; KITTI official (test).

- [Object Detection on DIOR official (test)](<https://www.sota2.com/research/sota/object-detection-on-dior-official-test.md>): Object Detection; DIOR official (test).