# HIE

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

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

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

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

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

- [Simulation-based Inference on Hierarchical Gaussian Linear Uniform](<https://www.sota2.com/research/sota/simulation-based-inference-on-hierarchical-gaussian-linear-uniform.md>): Simulation-based Inference; Hierarchical Gaussian Linear Uniform.

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

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

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

- [Link Prediction on WordNet noun hierarchy (transitive closure) (test)](<https://www.sota2.com/research/sota/link-prediction-on-wordnet-noun-hierarchy-transitive-closure-test.md>): Link Prediction; WordNet noun hierarchy (transitive closure) (test).

- [Accuracy of components on Hierarchical simulated dataset (test)](<https://www.sota2.com/research/sota/accuracy-of-components-on-hierarchical-simulated-dataset-test.md>): Accuracy of components; Hierarchical simulated dataset (test).

- [Uncertainty Quantification on Mixed Dataset (real and fake biographies)](<https://www.sota2.com/research/sota/uncertainty-quantification-on-mixed-dataset-real-and-fake-biographies.md>): Uncertainty Quantification; Mixed Dataset (real and fake biographies).

- [Hierarchical Table Question Answering on MultiHiertt (test)](<https://www.sota2.com/research/sota/hierarchical-table-question-answering-on-multihiertt-test.md>): Hierarchical Table Question Answering; MultiHiertt (test).

- [Automated Medical Coding on MIMIC-III shielding 20 labels (test)](<https://www.sota2.com/research/sota/automated-medical-coding-on-mimic-iii-shielding-20-labels-test.md>): Automated Medical Coding; MIMIC-III shielding 20 labels (test).

- [Multi-Object Tracking on Human in Events (HiEve) (test)](<https://www.sota2.com/research/sota/multi-object-tracking-on-human-in-events-hieve-test.md>): Multi-Object Tracking; Human in Events (HiEve) (test).

- [Tabular Reasoning on MultiHier (test)](<https://www.sota2.com/research/sota/tabular-reasoning-on-multihier-test.md>): Tabular Reasoning; MultiHier (test).

- [Extreme Multi-label Classification on LF-WikiHierarchy-550K-10](<https://www.sota2.com/research/sota/extreme-multi-label-classification-on-lf-wikihierarchy-550k-10.md>): Extreme Multi-label Classification; LF-WikiHierarchy-550K-10.

- [Model Extraction on Synthie](<https://www.sota2.com/research/sota/model-extraction-on-synthie.md>): Model Extraction; Synthie.

- [Tense Reinflection on tense reinflection without auxiliary do (hierarchical)](<https://www.sota2.com/research/sota/tense-reinflection-on-tense-reinflection-without-auxiliary-do-hierarchical.md>): Tense Reinflection; tense reinflection without auxiliary do (hierarchical).

- [Scientific Text Classification on FORC without ORKG taxonomy hierarchy](<https://www.sota2.com/research/sota/scientific-text-classification-on-forc-without-orkg-taxonomy-hierarchy.md>): Scientific Text Classification; FORC without ORKG taxonomy hierarchy.

- [Hierarchical Code Summarization on Hierarchical Folder Structure](<https://www.sota2.com/research/sota/hierarchical-code-summarization-on-hierarchical-folder-structure.md>): Hierarchical Code Summarization; Hierarchical Folder Structure.

- [Passivization on Passivization Hierarchical Generalization](<https://www.sota2.com/research/sota/passivization-on-passivization-hierarchical-generalization.md>): Passivization; Passivization Hierarchical Generalization.

- [Hierarchical Open-set Classification on SimpleHierImageNet Mixed ID+OOD (test)](<https://www.sota2.com/research/sota/hierarchical-open-set-classification-on-simplehierimagenet-mixed-id-plus-ood-test.md>): Hierarchical Open-set Classification; SimpleHierImageNet Mixed ID+OOD (test).

- [Hierarchical Open-set Classification on SimpleHierImageNet OOD (test)](<https://www.sota2.com/research/sota/hierarchical-open-set-classification-on-simplehierimagenet-ood-test.md>): Hierarchical Open-set Classification; SimpleHierImageNet OOD (test).

- [Hierarchical Open-set Classification on SimpleHierImageNet ID (test)](<https://www.sota2.com/research/sota/hierarchical-open-set-classification-on-simplehierimagenet-id-test.md>): Hierarchical Open-set Classification; SimpleHierImageNet ID (test).

- [Wind Power Forecasting on UK\_Penmanshiel](<https://www.sota2.com/research/sota/wind-power-forecasting-on-uk_penmanshiel.md>): Wind Power Forecasting; UK\_Penmanshiel.

- [Filler-gap dependency hierarchy on CausalGym filler\_gap\_hierarchy](<https://www.sota2.com/research/sota/filler-gap-dependency-hierarchy-on-causalgym-filler_gap_hierarchy.md>): Filler-gap dependency hierarchy; CausalGym filler\_gap\_hierarchy.

- [Forgery Detection on FakeVLM and FakeShield Forgery Detection Suites](<https://www.sota2.com/research/sota/forgery-detection-on-fakevlm-and-fakeshield-forgery-detection-suites.md>): Forgery Detection; FakeVLM and FakeShield Forgery Detection Suites.

- [Text Generation on Wikipedia Biographies (test)](<https://www.sota2.com/research/sota/text-generation-on-wikipedia-biographies-test.md>): Text Generation; Wikipedia Biographies (test).

- [Tense reinflection on Tense reinflection auxiliary do 1.0 (Hierarchical generalization)](<https://www.sota2.com/research/sota/tense-reinflection-on-tense-reinflection-auxiliary-do-1-0-hierarchical-generalization.md>): Tense reinflection; Tense reinflection auxiliary do 1.0 (Hierarchical generalization).

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

- [Disjunctive Hierarchical Secret Sharing](<https://www.sota2.com/research/sota/disjunctive-hierarchical-secret-sharing.md>): Disjunctive Hierarchical Secret Sharing; Disjunctive Hierarchical Secret Sharing.

- [Table Question Answering on MultiHiertt original (dev)](<https://www.sota2.com/research/sota/table-question-answering-on-multihiertt-original-dev.md>): Table Question Answering; MultiHiertt original (dev).

- [Conjunctive hierarchical secret sharing on Conjunctive hierarchical secret sharing](<https://www.sota2.com/research/sota/conjunctive-hierarchical-secret-sharing-on-conjunctive-hierarchical-secret-sharing.md>): Conjunctive hierarchical secret sharing; Conjunctive hierarchical secret sharing.

- [Biography Generation on Biographies](<https://www.sota2.com/research/sota/biography-generation-on-biographies.md>): Biography Generation; Biographies.

- [Graph-level classification on SYNTHIE](<https://www.sota2.com/research/sota/graph-level-classification-on-synthie.md>): Graph-level classification; SYNTHIE.

- [Taxonomy Expansion on Environment single-parent hierarchies (test)](<https://www.sota2.com/research/sota/taxonomy-expansion-on-environment-single-parent-hierarchies-test.md>): Taxonomy Expansion; Environment single-parent hierarchies (test).

- [Taxonomy Expansion on WordNet single-parent hierarchies (test)](<https://www.sota2.com/research/sota/taxonomy-expansion-on-wordnet-single-parent-hierarchies-test.md>): Taxonomy Expansion; WordNet single-parent hierarchies (test).

- [Taxonomy Expansion on Science single-parent hierarchies (test)](<https://www.sota2.com/research/sota/taxonomy-expansion-on-science-single-parent-hierarchies-test.md>): Taxonomy Expansion; Science single-parent hierarchies (test).

- [Continual Learning on HieraMedTransfer Order II](<https://www.sota2.com/research/sota/continual-learning-on-hieramedtransfer-order-ii.md>): Continual Learning; HieraMedTransfer Order II.

- [Continual Learning on HieraMedTransfer Order I](<https://www.sota2.com/research/sota/continual-learning-on-hieramedtransfer-order-i.md>): Continual Learning; HieraMedTransfer Order I.

- [English Question Formation (Hierarchical generalization)](<https://www.sota2.com/research/sota/english-question-formation-hierarchical-generalization.md>): Question Formation; English Question Formation (Hierarchical generalization).

- [Question Answering on MULTIHIERTT (test)](<https://www.sota2.com/research/sota/question-answering-on-multihiertt-test.md>): Question Answering; MULTIHIERTT (test).

- [Uncertainty Estimation on Biographies OOD](<https://www.sota2.com/research/sota/uncertainty-estimation-on-biographies-ood.md>): Uncertainty Estimation; Biographies OOD.

- [Uncertainty Estimation on Biographies in-domain](<https://www.sota2.com/research/sota/uncertainty-estimation-on-biographies-in-domain.md>): Uncertainty Estimation; Biographies in-domain.

- [Tabular Reasoning on MultiHierTT](<https://www.sota2.com/research/sota/tabular-reasoning-on-multihiertt.md>): Tabular Reasoning; MultiHierTT.

- [Multi-agent privacy and utility evaluation on AgentLeak Hierarchical](<https://www.sota2.com/research/sota/multi-agent-privacy-and-utility-evaluation-on-agentleak-hierarchical.md>): Multi-agent privacy and utility evaluation; AgentLeak Hierarchical.

- [Hierarchy Recovery on DocHieNet](<https://www.sota2.com/research/sota/hierarchy-recovery-on-dochienet.md>): Hierarchy Recovery; DocHieNet.

- [Program Generation on MultiHiertt](<https://www.sota2.com/research/sota/program-generation-on-multihiertt.md>): Program Generation; MultiHiertt.

- [Clustering on ArXivHierarchicalClustering S2S](<https://www.sota2.com/research/sota/clustering-on-arxivhierarchicalclustering-s2s.md>): Clustering; ArXivHierarchicalClustering S2S.

- [Clustering on ArXivHierarchicalClusteringP2P](<https://www.sota2.com/research/sota/clustering-on-arxivhierarchicalclusteringp2p.md>): Clustering; ArXivHierarchicalClusteringP2P.

- [Homography fitting on AdelaideRMF Homographies 19 scenes](<https://www.sota2.com/research/sota/homography-fitting-on-adelaidermf-homographies-19-scenes.md>): Homography fitting; AdelaideRMF Homographies 19 scenes.

- [Question Answering on MULTIHIERTT (dev)](<https://www.sota2.com/research/sota/question-answering-on-multihiertt-dev.md>): Question Answering; MULTIHIERTT (dev).

- [Open Information Extraction on BenchIE binary English](<https://www.sota2.com/research/sota/open-information-extraction-on-benchie-binary-english.md>): Open Information Extraction; BenchIE binary English.

- [Temporal scRNA-seq data modeling on SC Hard Schiebinger](<https://www.sota2.com/research/sota/temporal-scrna-seq-data-modeling-on-sc-hard-schiebinger.md>): Temporal scRNA-seq data modeling; SC Hard Schiebinger.

- [scRNA-seq Extrapolation on SC Schier (Medium (Extrapolation))](<https://www.sota2.com/research/sota/scrna-seq-extrapolation-on-sc-schier-medium-extrapolation.md>): scRNA-seq Extrapolation; SC Schier (Medium (Extrapolation)).

- [Section Hierarchy Parsing on DocHieNet (test)](<https://www.sota2.com/research/sota/section-hierarchy-parsing-on-dochienet-test.md>): Section Hierarchy Parsing; DocHieNet (test).

- [Individualized Treatment Recommendation on OHIE (5-fold cross-validation)](<https://www.sota2.com/research/sota/individualized-treatment-recommendation-on-ohie-5-fold-cross-validation.md>): Individualized Treatment Recommendation; OHIE (5-fold cross-validation).

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

- [Machine-paraphrased plagiarism detection on SpinnerChief-IF Wiki](<https://www.sota2.com/research/sota/machine-paraphrased-plagiarism-detection-on-spinnerchief-if-wiki.md>): Machine-paraphrased plagiarism detection; SpinnerChief-IF Wiki.

- [Machine-paraphrased plagiarism detection on SpinnerChief IF (Theses)](<https://www.sota2.com/research/sota/machine-paraphrased-plagiarism-detection-on-spinnerchief-if-theses.md>): Machine-paraphrased plagiarism detection; SpinnerChief IF (Theses).

- [Machine-paraphrased plagiarism detection on SpinnerChief-IF (arXiv)](<https://www.sota2.com/research/sota/machine-paraphrased-plagiarism-detection-on-spinnerchief-if-arxiv.md>): Machine-paraphrased plagiarism detection; SpinnerChief-IF (arXiv).

- [Machine-paraphrased plagiarism detection on SpinnerChief-DF Wiki](<https://www.sota2.com/research/sota/machine-paraphrased-plagiarism-detection-on-spinnerchief-df-wiki.md>): Machine-paraphrased plagiarism detection; SpinnerChief-DF Wiki.

- [Machine-paraphrased plagiarism detection on SpinnerChief-DF (Theses)](<https://www.sota2.com/research/sota/machine-paraphrased-plagiarism-detection-on-spinnerchief-df-theses.md>): Machine-paraphrased plagiarism detection; SpinnerChief-DF (Theses).

- [Machine-paraphrased plagiarism detection on SpinnerChief-DF arXiv](<https://www.sota2.com/research/sota/machine-paraphrased-plagiarism-detection-on-spinnerchief-df-arxiv.md>): Machine-paraphrased plagiarism detection; SpinnerChief-DF arXiv.

- [Longform Biography Generation on Biographies (test)](<https://www.sota2.com/research/sota/longform-biography-generation-on-biographies-test.md>): Longform generation of biographies; Biographies (test).

- [Link Prediction on WordNet Noun Hierarchy](<https://www.sota2.com/research/sota/link-prediction-on-wordnet-noun-hierarchy.md>): Link Prediction; WordNet Noun Hierarchy.

- [Geometric Layout Analysis on HierText (test)](<https://www.sota2.com/research/sota/geometric-layout-analysis-on-hiertext-test.md>): Geometric Layout Analysis; HierText (test).

- [Hierarchical Unlearning on Seal Hierarchy](<https://www.sota2.com/research/sota/hierarchical-unlearning-on-seal-hierarchy.md>): Hierarchical Unlearning; Seal Hierarchy.

- [Hierarchical Unlearning on Goat Hierarchy](<https://www.sota2.com/research/sota/hierarchical-unlearning-on-goat-hierarchy.md>): Hierarchical Unlearning; Goat Hierarchy.

- [Event Relation Extraction on HiEvent](<https://www.sota2.com/research/sota/event-relation-extraction-on-hievent.md>): Event Relation Extraction; HiEvent.

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

- [Unsupervised Image Classification on ImageNet Superclasses (591 classes) WordNet hierarchy (val)](<https://www.sota2.com/research/sota/unsupervised-image-classification-on-imagenet-superclasses-591-classes-wordnet-hierarchy-val.md>): Unsupervised Image Classification; ImageNet Superclasses (591 classes) WordNet hierarchy (val).

- [Unsupervised Image Classification on ImageNet Superclasses 466 classes WordNet hierarchy (val)](<https://www.sota2.com/research/sota/unsupervised-image-classification-on-imagenet-superclasses-466-classes-wordnet-hierarchy-val.md>): Unsupervised Image Classification; ImageNet Superclasses 466 classes WordNet hierarchy (val).

- [Unsupervised Image Classification on ImageNet Superclasses 128 classes WordNet hierarchy (val)](<https://www.sota2.com/research/sota/unsupervised-image-classification-on-imagenet-superclasses-128-classes-wordnet-hierarchy-val.md>): Unsupervised Image Classification; ImageNet Superclasses 128 classes WordNet hierarchy (val).

- [Unsupervised Image Classification on ImageNet Superclasses (29 classes) WordNet hierarchy (val)](<https://www.sota2.com/research/sota/unsupervised-image-classification-on-imagenet-superclasses-29-classes-wordnet-hierarchy-val.md>): Unsupervised Image Classification; ImageNet Superclasses (29 classes) WordNet hierarchy (val).

- [Unsupervised Image Classification on ImageNet Superclasses (10 classes) WordNet hierarchy (val)](<https://www.sota2.com/research/sota/unsupervised-image-classification-on-imagenet-superclasses-10-classes-wordnet-hierarchy-val.md>): Unsupervised Image Classification; ImageNet Superclasses (10 classes) WordNet hierarchy (val).

- [Multi-table Question Answering on MultiHiertt (EM)](<https://www.sota2.com/research/sota/multi-table-question-answering-on-multihiertt-em.md>): Multi-table Question Answering; MultiHiertt.

- [Privacy-preserving image editing on AdaptShield Textual Categories](<https://www.sota2.com/research/sota/privacy-preserving-image-editing-on-adaptshield-textual-categories.md>): Privacy-preserving image editing; AdaptShield Textual Categories.

- [Tabular Reasoning on Data-scarce Specialized Domains (FinQA, HiTab, MultiHiertt) (test)](<https://www.sota2.com/research/sota/tabular-reasoning-on-data-scarce-specialized-domains-finqa-hitab-multihiertt-test.md>): Tabular Reasoning; Data-scarce Specialized Domains (FinQA, HiTab, MultiHiertt) (test).

- [Patient-Trial Retrieval on SIGIR clinical trial benchmark treat-chief 2016](<https://www.sota2.com/research/sota/patient-trial-retrieval-on-sigir-clinical-trial-benchmark-treat-chief-2016.md>): Patient-Trial Retrieval; SIGIR clinical trial benchmark treat-chief 2016.

- [Clinical Trial Retrieval on SIGIR Clinical Trial Matching treat-chief 2016](<https://www.sota2.com/research/sota/clinical-trial-retrieval-on-sigir-clinical-trial-matching-treat-chief-2016.md>): Clinical Trial Retrieval; SIGIR Clinical Trial Matching treat-chief 2016.

- [Clinical Trial Retrieval on SIGIR treat-chief 2016](<https://www.sota2.com/research/sota/clinical-trial-retrieval-on-sigir-treat-chief-2016.md>): Clinical Trial Retrieval; SIGIR treat-chief 2016.