# SL

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

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

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

- [Visual Place Recognition on MSLS (val)](<https://www.sota2.com/research/sota/visual-place-recognition-on-msls-val.md>): Visual Place Recognition; MSLS (val).

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

- [Sign Language Translation on CSL-Daily (test)](<https://www.sota2.com/research/sota/sign-language-translation-on-csl-daily-test.md>): Sign Language Translation; CSL-Daily (test).

- [Visual Place Recognition on MSLS Challenge](<https://www.sota2.com/research/sota/visual-place-recognition-on-msls-challenge.md>): Visual Place Recognition; MSLS Challenge.

- [Machine Translation on IWSLT De-En 2014 (test)](<https://www.sota2.com/research/sota/machine-translation-on-iwslt-de-en-2014-test.md>): Machine Translation; IWSLT De-En 2014 (test).

- [Sign Language Translation on CSL-Daily (dev)](<https://www.sota2.com/research/sota/sign-language-translation-on-csl-daily-dev.md>): Sign Language Translation; CSL-Daily (dev).

- [Machine Translation on IWSLT German-to-English '14 (test)](<https://www.sota2.com/research/sota/machine-translation-on-iwslt-german-to-english-14-test.md>): Machine Translation; IWSLT German-to-English '14 (test).

- [Continuous Sign Language Recognition on CSL-Daily (dev)](<https://www.sota2.com/research/sota/continuous-sign-language-recognition-on-csl-daily-dev.md>): Continuous Sign Language Recognition; CSL-Daily (dev).

- [Continuous Sign Language Recognition on CSL-Daily (test)](<https://www.sota2.com/research/sota/continuous-sign-language-recognition-on-csl-daily-test.md>): Continuous Sign Language Recognition; CSL-Daily (test).

- [Medical Visual Question Answering on SLAKE Open 1.0 (test)](<https://www.sota2.com/research/sota/medical-visual-question-answering-on-slake-open-1-0-test.md>): Medical Visual Question Answering; SLAKE Open 1.0 (test).

- [Medical Visual Question Answering on SLAKE Closed 1.0 (test)](<https://www.sota2.com/research/sota/medical-visual-question-answering-on-slake-closed-1-0-test.md>): Medical Visual Question Answering; SLAKE Closed 1.0 (test).

- [Medical Visual Question Answering on SLAKE Open (ACE)](<https://www.sota2.com/research/sota/medical-visual-question-answering-on-slake-open-ace.md>): Medical Visual Question Answering; SLAKE Open.

- [Medical Visual Question Answering on SLAKE Closed](<https://www.sota2.com/research/sota/medical-visual-question-answering-on-slake-closed.md>): Medical Visual Question Answering; SLAKE Closed.

- [Anomaly Detection on MSL (Precision, Recall, F1)](<https://www.sota2.com/research/sota/anomaly-detection-on-msl-precision-recall-f1.md>): Anomaly Detection; MSL.

- [Machine Translation on IWSLT En-De 2014 (test)](<https://www.sota2.com/research/sota/machine-translation-on-iwslt-en-de-2014-test.md>): Machine Translation; IWSLT En-De 2014 (test).

- [5-way 1-shot Classification on CD-FSL Subset (test)](<https://www.sota2.com/research/sota/5-way-1-shot-classification-on-cd-fsl-subset-test.md>): 5-way 1-shot Classification; CD-FSL ISIC, EuroSAT, CropDisease, ChestX (test).

- [Medical Visual Question Answering on SLAKE (test)](<https://www.sota2.com/research/sota/medical-visual-question-answering-on-slake-test.md>): Medical Visual Question Answering; SLAKE (test).

- [Language Modeling on SlimPajama](<https://www.sota2.com/research/sota/language-modeling-on-slimpajama.md>): Language Modeling; SlimPajama.

- [5-way 5-shot Classification on CD-FSL Subset (ISIC, EuroSAT, CropDisease, ChestX) (test)](<https://www.sota2.com/research/sota/5-way-5-shot-classification-on-cd-fsl-subset-isic-eurosat-cropdisease-chestx-test.md>): 5-way 5-shot Classification; CD-FSL (ISIC, EuroSAT, CropDisease, ChestX) (test).

- [Multivariate Time Series Anomaly Detection on MSL](<https://www.sota2.com/research/sota/multivariate-time-series-anomaly-detection-on-msl.md>): Multivariate Time Series Anomaly Detection; MSL.

- [Harmfulness Detection on BeaverTails bottom 30% uncertainty slice (test)](<https://www.sota2.com/research/sota/harmfulness-detection-on-beavertails-bottom-30-percent-uncertainty-slice-test.md>): Harmfulness Detection; BeaverTails bottom 30% uncertainty slice (test).

- [Computerized Adaptive Testing on SLP-Math](<https://www.sota2.com/research/sota/computerized-adaptive-testing-on-slp-math.md>): Computerized Adaptive Testing; SLP-Math.

- [Toxicity Classification on CivilComments sensitive attribute: MUSLIM (test)](<https://www.sota2.com/research/sota/toxicity-classification-on-civilcomments-sensitive-attribute-muslim-test.md>): Toxicity Classification; CivilComments sensitive attribute: MUSLIM (test).

- [Sleep Staging on Sleep-EDFx (Target Domain I)](<https://www.sota2.com/research/sota/sleep-staging-on-sleep-edfx-target-domain-i.md>): Sleep Staging; Sleep-EDFx (Target Domain I).

- [Time Series Anomaly Detection on MSL (VUS-ROC, VUS-PR)](<https://www.sota2.com/research/sota/time-series-anomaly-detection-on-msl-vus-roc-vus-pr.md>): Time Series Anomaly Detection; MSL.

- [Logical Reasoning on SLR-BENCH Extended Leaderboard](<https://www.sota2.com/research/sota/logical-reasoning-on-slr-bench-extended-leaderboard.md>): Logical Reasoning; SLR-BENCH Extended Leaderboard.

- [Simulation-based Inference on Hierarchical SLCP](<https://www.sota2.com/research/sota/simulation-based-inference-on-hierarchical-slcp.md>): Simulation-based Inference; Hierarchical SLCP.

- [Medical Visual Question Answering on SLAKE closed-end](<https://www.sota2.com/research/sota/medical-visual-question-answering-on-slake-closed-end.md>): Medical Visual Question Answering; SLAKE closed-end.

- [Document Visual Question Answering on SlideVQA](<https://www.sota2.com/research/sota/document-visual-question-answering-on-slidevqa.md>): Document Visual Question Answering; SlideVQA.

- [Isolated Sign Language Recognition on WLASL 100](<https://www.sota2.com/research/sota/isolated-sign-language-recognition-on-wlasl-100.md>): Isolated Sign Language Recognition; WLASL 100.

- [Image Classification on AWA2 GZSL](<https://www.sota2.com/research/sota/image-classification-on-awa2-gzsl.md>): Image Classification; AWA2 GZSL.

- [Anomaly Detection on MSL](<https://www.sota2.com/research/sota/anomaly-detection-on-msl.md>): Anomaly Detection; MSL.

- [Sign Language Translation on OpenASL (test)](<https://www.sota2.com/research/sota/sign-language-translation-on-openasl-test.md>): Sign Language Translation; OpenASL (test).

- [Machine Translation on Real-world translation benchmarks En→Ja](<https://www.sota2.com/research/sota/machine-translation-on-real-world-translation-benchmarks-en-ja.md>): Machine Translation; Real-world translation benchmarks En→Ja.

- [Visual Question Answering on SlideVQA](<https://www.sota2.com/research/sota/visual-question-answering-on-slidevqa.md>): Visual Question Answering; SlideVQA.

- [Machine Translation (EN-\>DE) on IWSLT 2017 (test)](<https://www.sota2.com/research/sota/machine-translation-en-de-on-iwslt-2017-test.md>): machine translation; IWSLT en-de 2017 (test).

- [Anomaly Detection on MSL (Precision, Recall, F1-score)](<https://www.sota2.com/research/sota/anomaly-detection-on-msl-precision-recall-f1-score.md>): Anomaly Detection; MSL.

- [5-way Classification on ChestX BSCD-FSL](<https://www.sota2.com/research/sota/5-way-classification-on-chestx-bscd-fsl.md>): 5-way classification; ChestX BSCD-FSL.

- [5-way Classification on ISIC BSCD-FSL](<https://www.sota2.com/research/sota/5-way-classification-on-isic-bscd-fsl.md>): 5-way classification; ISIC BSCD-FSL.

- [Graph Classification on CSL (test)](<https://www.sota2.com/research/sota/graph-classification-on-csl-test.md>): Graph Classification; CSL (test).

- [Few-shot Image Classification on CropDiseases CDFSL (test)](<https://www.sota2.com/research/sota/few-shot-image-classification-on-cropdiseases-cdfsl-test.md>): Few-shot Image Classification; CropDiseases CDFSL (test).

- [Topic Modeling on TeslaModel3](<https://www.sota2.com/research/sota/topic-modeling-on-teslamodel3.md>): Topic Modeling; TeslaModel3.

- [Visual Question Answering on SlideBench-VQA TCGA](<https://www.sota2.com/research/sota/visual-question-answering-on-slidebench-vqa-tcga.md>): Visual Question Answering; SlideBench-VQA TCGA.

- [Offline Learning to Rank on MSLR-WEB10K (test)](<https://www.sota2.com/research/sota/offline-learning-to-rank-on-mslr-web10k-test.md>): Offline Learning to Rank; MSLR-WEB10K (test).

- [Time Series Anomaly Detection on MSL](<https://www.sota2.com/research/sota/time-series-anomaly-detection-on-msl.md>): Time Series Anomaly Detection; MSL.

- [Link Sign Prediction on Slashdot](<https://www.sota2.com/research/sota/link-sign-prediction-on-slashdot.md>): Link Sign Prediction; Slashdot.

- [Stereo Matching on Inria SLFD](<https://www.sota2.com/research/sota/stereo-matching-on-inria-slfd.md>): Stereo Matching; Inria SLFD.

- [Selective capability unlearning on SLURP Retain Set 1.0 (DR)](<https://www.sota2.com/research/sota/selective-capability-unlearning-on-slurp-retain-set-1-0-dr.md>): Selective capability unlearning; SLURP Retain Set 1.0 (DR).

- [Sleep Stage Classification on Sleep-EDF 5-Modal (test)](<https://www.sota2.com/research/sota/sleep-stage-classification-on-sleep-edf-5-modal-test.md>): Sleep stage classification; Sleep-EDF 5-Modal (test).

- [Skill Evolution on SL-Bench](<https://www.sota2.com/research/sota/skill-evolution-on-sl-bench.md>): Skill Evolution; SL-Bench.

- [Few-shot Cancer Subtype Classification on Human Lung (NSCLC) 1,946 slides (test)](<https://www.sota2.com/research/sota/few-shot-cancer-subtype-classification-on-human-lung-nsclc-1-946-slides-test.md>): Few-shot Cancer Subtype Classification; Human Lung (NSCLC) 1,946 slides (test).

- [Few-shot Cancer Subtype Classification on Human Breast (BRCA) 1,265 slides (test)](<https://www.sota2.com/research/sota/few-shot-cancer-subtype-classification-on-human-breast-brca-1-265-slides-test.md>): Few-shot Cancer Subtype Classification; Human Breast (BRCA) 1,265 slides (test).

- [OOD Detection on CT Slices (test)](<https://www.sota2.com/research/sota/ood-detection-on-ct-slices-test.md>): OOD Detection; CT Slices (test).

- [Video Super-Resolution on Vimeo-90K Slow (test)](<https://www.sota2.com/research/sota/video-super-resolution-on-vimeo-90k-slow-test.md>): Video Super-Resolution; Vimeo-90K Slow (test).

- [Few-shot Image Classification on CD-FSL 5-way 5-shot (test)](<https://www.sota2.com/research/sota/few-shot-image-classification-on-cd-fsl-5-way-5-shot-test.md>): Few-shot Image Classification; CD-FSL 5-way 5-shot (test).

- [Few-shot Image Classification on CD-FSL 5-way 1-shot (test)](<https://www.sota2.com/research/sota/few-shot-image-classification-on-cd-fsl-5-way-1-shot-test.md>): Few-shot Image Classification; CD-FSL 5-way 1-shot (test).

- [Audio-visual Zero-Shot Classification on VGGSound GZSL (test)](<https://www.sota2.com/research/sota/audio-visual-zero-shot-classification-on-vggsound-gzsl-test.md>): Audio-visual Zero-Shot Classification; VGGSound GZSL (test).

- [Hallucination Detection on SLAKE (All)](<https://www.sota2.com/research/sota/hallucination-detection-on-slake-all.md>): Hallucination Detection; SLAKE (All).

- [Hallucination Detection on SLAKE Open-Ended](<https://www.sota2.com/research/sota/hallucination-detection-on-slake-open-ended.md>): Hallucination Detection; SLAKE Open-Ended.

- [Visual Question Answering on SlideBench-VQA BCNB](<https://www.sota2.com/research/sota/visual-question-answering-on-slidebench-vqa-bcnb.md>): Visual Question Answering; SlideBench-VQA BCNB.

- [Dynamic Link Prediction on US Legislature](<https://www.sota2.com/research/sota/dynamic-link-prediction-on-us-legislature.md>): Dynamic link prediction; US Legislature.

- [Character Roleplay on ARCANE validated slice 5 novels (Overall)](<https://www.sota2.com/research/sota/character-roleplay-on-arcane-validated-slice-5-novels-overall.md>): Character Roleplay; ARCANE validated slice 5 novels (Overall).

- [Character Roleplay on ARCANE validated slice (5 novels) (Out-of-world)](<https://www.sota2.com/research/sota/character-roleplay-on-arcane-validated-slice-5-novels-out-of-world.md>): Character Roleplay; ARCANE validated slice (5 novels) (Out-of-world).

- [Character Roleplay on ARCANE validated slice (5 novels) (In-world)](<https://www.sota2.com/research/sota/character-roleplay-on-arcane-validated-slice-5-novels-in-world.md>): Character Roleplay; ARCANE validated slice (5 novels) (In-world).

- [Character Roleplay on ARCANE validated slice (5 novels) (In-Scenario)](<https://www.sota2.com/research/sota/character-roleplay-on-arcane-validated-slice-5-novels-in-scenario.md>): Character Roleplay; ARCANE validated slice (5 novels) (In-Scenario).

- [Multimodal Reasoning on SLAKE, VQA-Rad, and Geo3K](<https://www.sota2.com/research/sota/multimodal-reasoning-on-slake-vqa-rad-and-geo3k.md>): Multimodal Reasoning; Medical and Mathematical Multimodal Reasoning SLAKE, VQA-Rad, Geo3K.

- [Relocalization on Grass-Slope Scene](<https://www.sota2.com/research/sota/relocalization-on-grass-slope-scene.md>): Relocalization; Grass-Slope Scene.

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

- [Time Series Anomaly Detection on MSL (AUC-ROC, AUC-PR, VUS-ROC, VUS-PR)](<https://www.sota2.com/research/sota/time-series-anomaly-detection-on-msl-auc-roc-auc-pr-vus-roc-vus-pr.md>): Time Series Anomaly Detection; MSL.

- [Multiclass Classification on NSL-KDD](<https://www.sota2.com/research/sota/multiclass-classification-on-nsl-kdd.md>): Multiclass Classification; NSL-KDD.

- [Sleep Stage Scoring on Sleep (test)](<https://www.sota2.com/research/sota/sleep-stage-scoring-on-sleep-test.md>): Sleep Stage Scoring; Sleep (test).

- [Sleep Stage Classification on Sleep-EDFX](<https://www.sota2.com/research/sota/sleep-stage-classification-on-sleep-edfx.md>): Sleep Stage Classification; Sleep-EDFX.

- [Object Detection Performance on Tesla T4 GPU TensorRT 8.2](<https://www.sota2.com/research/sota/object-detection-performance-on-tesla-t4-gpu-tensorrt-8-2.md>): Object Detection; Tesla T4 GPU TensorRT 8.2.

- [Robust Pose Graph Optimization on 2D SLAM Datasets (Intel, Csail, FR079, FRH) (Outlier Sets)](<https://www.sota2.com/research/sota/robust-pose-graph-optimization-on-2d-slam-datasets-intel-csail-fr079-frh-outlier-sets.md>): Robust Pose Graph Optimization; 2D SLAM datasets (Intel, Csail, FR079, FRH) (outlier ratio sets).

- [Medical Visual Question Answering on SLAKE (Open Recall, Closed Accuracy)](<https://www.sota2.com/research/sota/medical-visual-question-answering-on-slake-open-recall-closed-accuracy.md>): Medical Visual Question Answering; SLAKE.

- [Intrusion Detection on NSL-KDD (test)](<https://www.sota2.com/research/sota/intrusion-detection-on-nsl-kdd-test.md>): Intrusion Detection; NSL-KDD (test).

- [Sleep Stage Classification on SleepEDF-20](<https://www.sota2.com/research/sota/sleep-stage-classification-on-sleepedf-20.md>): Sleep Stage Classification; SleepEDF-20.

- [Sign Language Translation on OpenASL (dev)](<https://www.sota2.com/research/sota/sign-language-translation-on-openasl-dev.md>): Sign Language Translation; OpenASL (dev).

- [Machine Translation on IWSLT De-En 14](<https://www.sota2.com/research/sota/machine-translation-on-iwslt-de-en-14.md>): Machine Translation; IWSLT De-En 14.

- [Translation on Translation (COMET evaluation)](<https://www.sota2.com/research/sota/translation-on-translation-comet-evaluation.md>): Translation; Translation.