# NDC

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

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

- [Spatial Reasoning on MindCube](<https://www.sota2.com/research/sota/spatial-reasoning-on-mindcube.md>): Spatial Reasoning; MindCube.

- [Multi-view spatial reasoning on MINDCUBE Tiny](<https://www.sota2.com/research/sota/multi-view-spatial-reasoning-on-mindcube-tiny.md>): Multi-view spatial reasoning; MINDCUBE Tiny.

- [Spatial Reasoning on MindCube (tiny)](<https://www.sota2.com/research/sota/spatial-reasoning-on-mindcube-tiny.md>): Spatial Reasoning; MindCube (tiny).

- [Spatial Reasoning on MindCube tiny (Overall, Around, Among, Rotation)](<https://www.sota2.com/research/sota/spatial-reasoning-on-mindcube-tiny-overall-around-among-rotation.md>): Spatial Reasoning; MindCube tiny.

- [Multi-view spatial reasoning on MindCube](<https://www.sota2.com/research/sota/multi-view-spatial-reasoning-on-mindcube.md>): Multi-view spatial reasoning; MindCube.

- [Spatial Understanding on MindCube Tiny](<https://www.sota2.com/research/sota/spatial-understanding-on-mindcube-tiny.md>): Spatial Understanding; MindCube Tiny.

- [Multi-image Spatial Reasoning on SPAR-Bench-MV + MindCube-Tiny + MMSI-Bench (test)](<https://www.sota2.com/research/sota/multi-image-spatial-reasoning-on-spar-bench-mv-plus-mindcube-tiny-plus-mmsi-bench-test.md>): Multi-image Spatial Reasoning; SPAR-Bench-MV + MindCube-Tiny + MMSI-Bench (test).

- [Spatial Reasoning on MindCube tiny (test)](<https://www.sota2.com/research/sota/spatial-reasoning-on-mindcube-tiny-test.md>): Spatial Reasoning; MindCube tiny (test).

- [Classification on Aggregated Datasets (Wisconsin, ILPD, Pageblocks, Pima, Apndcts, WineQuality, WBDC, Vehicle)](<https://www.sota2.com/research/sota/classification-on-aggregated-datasets-wisconsin-ilpd-pageblocks-pima-apndcts-winequality-wbdc-vehicle.md>): Classification; Aggregated Datasets (Wisconsin, ILPD, Pageblocks, Pima, Apndcts, WineQuality, WBDC, Vehicle).

- [Spatial Reasoning on MINDCUBE 1.0 (test)](<https://www.sota2.com/research/sota/spatial-reasoning-on-mindcube-1-0-test.md>): Spatial Reasoning; MINDCUBE 1.0 (test).

- [Hyperspectral Image Fusion on WashingtonDC (Out-of-Distribution)](<https://www.sota2.com/research/sota/hyperspectral-image-fusion-on-washingtondc-out-of-distribution.md>): Hyperspectral Image Fusion; WashingtonDC (Out-of-Distribution).

- [Hypergraph Generation on NDC-substances](<https://www.sota2.com/research/sota/hypergraph-generation-on-ndc-substances.md>): Hypergraph Generation; NDC-substances.

- [Classification on Apndcts](<https://www.sota2.com/research/sota/classification-on-apndcts.md>): Classification; Apndcts.

- [Semantic Segmentation on LandCover.ai (test)](<https://www.sota2.com/research/sota/semantic-segmentation-on-landcover-ai-test.md>): Semantic Segmentation; LandCover.ai (test).

- [Multi-view spatial reasoning on MINDCUBE full](<https://www.sota2.com/research/sota/multi-view-spatial-reasoning-on-mindcube-full.md>): Multi-view spatial reasoning; MINDCUBE full.

- [Multi-image Spatial Reasoning on MindCube-Tiny (test)](<https://www.sota2.com/research/sota/multi-image-spatial-reasoning-on-mindcube-tiny-test.md>): Multi-image Spatial Reasoning; MindCube-Tiny (test).

- [Causal Discovery on FoundCause 10% MAR missingness](<https://www.sota2.com/research/sota/causal-discovery-on-foundcause-10-percent-mar-missingness.md>): Causal Discovery; FoundCause 10% MAR missingness.

- [Novel View Synthesis on NeRDS 360 GrantAndCalifornia](<https://www.sota2.com/research/sota/novel-view-synthesis-on-nerds-360-grantandcalifornia.md>): Novel View Synthesis; NeRDS 360 GrantAndCalifornia.

- [Spatial Reasoning on MindCube Subset (test)](<https://www.sota2.com/research/sota/spatial-reasoning-on-mindcube-subset-test.md>): Spatial Reasoning; MindCube Subset (test).

- [Embodied Spatial Question Answering on MindCube](<https://www.sota2.com/research/sota/embodied-spatial-question-answering-on-mindcube.md>): Embodied Spatial Question Answering; MindCube.

- [Spatial Reasoning on MindCube (Score)](<https://www.sota2.com/research/sota/spatial-reasoning-on-mindcube-score.md>): Spatial Reasoning; MindCube.

- [Spatial Understanding on MindCube](<https://www.sota2.com/research/sota/spatial-understanding-on-mindcube.md>): Spatial Understanding; MindCube.

- [Multi-view spatial reasoning on MindCube 2025](<https://www.sota2.com/research/sota/multi-view-spatial-reasoning-on-mindcube-2025.md>): Multi-view spatial reasoning; MindCube 2025.

- [Theory of Mind - Intention on MindCraft](<https://www.sota2.com/research/sota/theory-of-mind-intention-on-mindcraft.md>): Theory of Mind - Intention; MindCraft.

- [Theory of Mind - Knowledge on MindCraft](<https://www.sota2.com/research/sota/theory-of-mind-knowledge-on-mindcraft.md>): Theory of Mind - Knowledge; MindCraft.

- [Theory of Mind - Status on MindCraft](<https://www.sota2.com/research/sota/theory-of-mind-status-on-mindcraft.md>): Theory of Mind - Status; MindCraft.

- [Spatial Reasoning on MindCube Tiny Around](<https://www.sota2.com/research/sota/spatial-reasoning-on-mindcube-tiny-around.md>): Spatial Reasoning; MindCube Tiny Around.

- [Multi-view spatial reasoning on MindCube de-biased Tiny (test)](<https://www.sota2.com/research/sota/multi-view-spatial-reasoning-on-mindcube-de-biased-tiny-test.md>): Multi-view spatial reasoning; MindCube de-biased Tiny (test).

- [Vision-Language Navigation with Reasoning on MindCraft (test)](<https://www.sota2.com/research/sota/vision-language-navigation-with-reasoning-on-mindcraft-test.md>): Vision-Language Navigation with Reasoning; MindCraft (test).

- [Spatial Understanding QA on MindCube](<https://www.sota2.com/research/sota/spatial-understanding-qa-on-mindcube.md>): Spatial Understanding QA; MindCube.

- [Few-shot Segmentation on LandCover.ai (test)](<https://www.sota2.com/research/sota/few-shot-segmentation-on-landcover-ai-test.md>): Few-shot Segmentation; LandCover.ai (test).

- [Dense GUI Parsing on GroundCUA full benchmark](<https://www.sota2.com/research/sota/dense-gui-parsing-on-groundcua-full-benchmark.md>): Dense GUI Parsing; GroundCUA full benchmark.

- [Semantic Segmentation on LandCover dataset](<https://www.sota2.com/research/sota/semantic-segmentation-on-landcover-dataset.md>): Semantic Segmentation; LandCover dataset.

- [Denoising Autoencoding on LandCoverRep](<https://www.sota2.com/research/sota/denoising-autoencoding-on-landcoverrep.md>): Denoising Autoencoding; LandCoverRep.

- [Spatial Reasoning on MindCube (Detailed Accuracy Metrics)](<https://www.sota2.com/research/sota/spatial-reasoning-on-mindcube-detailed-accuracy-metrics.md>): Spatial Reasoning; MindCube.

- [Multi-view spatial reasoning on MINDCUBE-1k](<https://www.sota2.com/research/sota/multi-view-spatial-reasoning-on-mindcube-1k.md>): Multi-view spatial reasoning; MINDCUBE-1k.

- [Theory of Mind Intention Prediction on MindCraft 1.0 (test)](<https://www.sota2.com/research/sota/theory-of-mind-intention-prediction-on-mindcraft-1-0-test.md>): Theory of Mind Intention Prediction; MindCraft 1.0 (test).

- [Theory of Mind Knowledge Prediction on MindCraft 1.0 (test)](<https://www.sota2.com/research/sota/theory-of-mind-knowledge-prediction-on-mindcraft-1-0-test.md>): Theory of Mind Knowledge Prediction; MindCraft 1.0 (test).

- [Theory of Mind Status Prediction on MindCraft 1.0 (test)](<https://www.sota2.com/research/sota/theory-of-mind-status-prediction-on-mindcraft-1-0-test.md>): Theory of Mind Status Prediction; MindCraft 1.0 (test).

- [Hyperedge prediction on NDC Class Transductive](<https://www.sota2.com/research/sota/hyperedge-prediction-on-ndc-class-transductive.md>): Hyperedge prediction; NDC Class Transductive.

- [Regional Weather Forecasting on CLDAS Hindcast 2024/10–2024/12](<https://www.sota2.com/research/sota/regional-weather-forecasting-on-cldas-hindcast-2024-10-2024-12.md>): Regional Weather Forecasting; CLDAS Hindcast 2024/10–2024/12.

- [Hyperspectral Image Fusion on WashingtonDC (In-Distribution)](<https://www.sota2.com/research/sota/hyperspectral-image-fusion-on-washingtondc-in-distribution.md>): Hyperspectral Image Fusion; WashingtonDC (In-Distribution).

- [Hyperedge prediction on NDC Class Weakly Inductive](<https://www.sota2.com/research/sota/hyperedge-prediction-on-ndc-class-weakly-inductive.md>): Hyperedge prediction; NDC Class Weakly Inductive.

- [Hyperedge prediction on NDC Class Strongly Inductive](<https://www.sota2.com/research/sota/hyperedge-prediction-on-ndc-class-strongly-inductive.md>): Hyperedge prediction; NDC Class Strongly Inductive.

- [Classification on Apndcts (test)](<https://www.sota2.com/research/sota/classification-on-apndcts-test.md>): Classification; Apndcts (test).

- [Action-conditioned reasoning on MindCube](<https://www.sota2.com/research/sota/action-conditioned-reasoning-on-mindcube.md>): Action-conditioned reasoning; MindCube.

- [Hierarchical Clustering on LandCover](<https://www.sota2.com/research/sota/hierarchical-clustering-on-landcover.md>): Hierarchical Clustering; LandCover.

- [Adversarial Alignment Robustness on Handcrafted jailbreak prompts](<https://www.sota2.com/research/sota/adversarial-alignment-robustness-on-handcrafted-jailbreak-prompts.md>): Adversarial Alignment Robustness; Handcrafted jailbreak prompts.

- [LLM Robustness Evaluation on Handcrafted prompt](<https://www.sota2.com/research/sota/llm-robustness-evaluation-on-handcrafted-prompt.md>): LLM Robustness Evaluation; Handcrafted prompt.

- [Land cover classification on Landcover OOD (test)](<https://www.sota2.com/research/sota/land-cover-classification-on-landcover-ood-test.md>): Land cover classification; Landcover OOD (test).

- [Land cover classification on Landcover IID (test)](<https://www.sota2.com/research/sota/land-cover-classification-on-landcover-iid-test.md>): Land cover classification; Landcover IID (test).

- [Embodied Cognition on MindCube Tiny](<https://www.sota2.com/research/sota/embodied-cognition-on-mindcube-tiny.md>): Embodied Cognition; MindCube Tiny.

- [Operator Optimization on AscendC Operators 7 operators (level3)](<https://www.sota2.com/research/sota/operator-optimization-on-ascendc-operators-7-operators-level3.md>): Operator Optimization; AscendC Operators 7 operators (level3).

- [Operator Optimization on AscendC Operators level2 77 operators](<https://www.sota2.com/research/sota/operator-optimization-on-ascendc-operators-level2-77-operators.md>): Operator Optimization; AscendC Operators level2 77 operators.

- [Operator Optimization on AscendC Operators 43 (level1)](<https://www.sota2.com/research/sota/operator-optimization-on-ascendc-operators-43-level1.md>): Operator Optimization; AscendC Operators 43 (level1).

- [Counterfactual Explanation Generation on MindCave2](<https://www.sota2.com/research/sota/counterfactual-explanation-generation-on-mindcave2.md>): Counterfactual Explanation Generation; MindCave2.

- [Outlier Explanation on MindCave 2](<https://www.sota2.com/research/sota/outlier-explanation-on-mindcave-2.md>): Outlier Explanation; MindCave 2.

- [Reaction condition discovery on Photoredox Nickel Dual-Catalysis (PNDC) 11 molecules (target molecules X2-X15)](<https://www.sota2.com/research/sota/reaction-condition-discovery-on-photoredox-nickel-dual-catalysis-pndc-11-molecules-target-molecules-x2-x15.md>): Reaction condition discovery; Photoredox Nickel Dual-Catalysis (PNDC) 11 molecules (target molecules X2-X15).

- [Competitive Programming on GrandCode Benchmark (test)](<https://www.sota2.com/research/sota/competitive-programming-on-grandcode-benchmark-test.md>): Competitive Programming; GrandCode Benchmark (test).

- [Drug Family Classification and Trace-Quality Evaluation on MARD DRUG-COLD ndc=5,688 (test)](<https://www.sota2.com/research/sota/drug-family-classification-and-trace-quality-evaluation-on-mard-drug-cold-ndc-5-688-test.md>): Drug Family Classification and Trace-Quality Evaluation; MARD DRUG-COLD ndc=5,688 (test).

- [Affective Caption Generation on MindCaptioning (MC) n=6 subjects, 72 clips (test)](<https://www.sota2.com/research/sota/affective-caption-generation-on-mindcaptioning-mc-n-6-subjects-72-clips-test.md>): Affective Caption Generation; MindCaptioning (MC) n=6 subjects, 72 clips (test).

- [Protein Binder Refinement on BindCraft-designed binders](<https://www.sota2.com/research/sota/protein-binder-refinement-on-bindcraft-designed-binders.md>): Protein Binder Refinement; BindCraft-designed binders.

- [Jailbreak Detection on HandCraft Prompts SIMU](<https://www.sota2.com/research/sota/jailbreak-detection-on-handcraft-prompts-simu.md>): Jailbreak Detection; HandCraft Prompts SIMU.

- [Jailbreak Detection on HandCraft Prompts TC](<https://www.sota2.com/research/sota/jailbreak-detection-on-handcraft-prompts-tc.md>): Jailbreak Detection; HandCraft Prompts TC.

- [Jailbreak Detection on HandCraft Prompts CR](<https://www.sota2.com/research/sota/jailbreak-detection-on-handcraft-prompts-cr.md>): Jailbreak Detection; HandCraft Prompts CR.

- [Collaborative Partner Action Prediction on MindCraft PMK](<https://www.sota2.com/research/sota/collaborative-partner-action-prediction-on-mindcraft-pmk.md>): Collaborative Partner Action Prediction; MindCraft PMK.

- [Collaborative Partner Action Prediction on MindCraft OMK](<https://www.sota2.com/research/sota/collaborative-partner-action-prediction-on-mindcraft-omk.md>): Collaborative Partner Action Prediction; MindCraft OMK.

- [Collaborative Partner Action Prediction on MindCraft Overall](<https://www.sota2.com/research/sota/collaborative-partner-action-prediction-on-mindcraft-overall.md>): Collaborative Partner Action Prediction; MindCraft Overall.