# WikiC

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

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.

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

- [Node Classification on WikiCS (Accuracy %)](<https://www.sota2.com/research/sota/node-classification-on-wikics-accuracy-percent.md>): Node Classification; WikiCS.

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

- [Node Classification on Cora, CiteSeer, PubMed, WikiCS, and Amazon Photo Average](<https://www.sota2.com/research/sota/node-classification-on-cora-citeseer-pubmed-wikics-and-amazon-photo-average.md>): Node classification; Cora, CiteSeer, PubMed, WikiCS, and Amazon Photo Downstream Average.

- [Graph Class-Incremental Learning on WikiCS](<https://www.sota2.com/research/sota/graph-class-incremental-learning-on-wikics.md>): Graph Class-Incremental Learning; WikiCS.

- [Node Classification on WikiCS (F1 and BACC)](<https://www.sota2.com/research/sota/node-classification-on-wikics-f1-and-bacc.md>): Node classification; WikiCS.

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

- [Node Classification on WikiCS (Accuracy and F1)](<https://www.sota2.com/research/sota/node-classification-on-wikics-accuracy-and-f1.md>): Node Classification; WikiCS.

- [Polarized Community Discovery on WikiC](<https://www.sota2.com/research/sota/polarized-community-discovery-on-wikic.md>): Polarized Community Discovery; WikiC.

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

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

- [Node Classification on WikiCS (F1 and AUC)](<https://www.sota2.com/research/sota/node-classification-on-wikics-f1-and-auc.md>): Node Classification; WikiCS.

- [Task Incremental Learning on Cora+WikiCS+Photo 10-shot (test)](<https://www.sota2.com/research/sota/task-incremental-learning-on-cora-plus-wikics-plus-photo-10-shot-test.md>): Task Incremental Learning (TIL); Cora+WikiCS+Photo 10-shot (test).

- [Domain Incremental Learning on Cora+Citeseer+WikiCS 10-shot (test)](<https://www.sota2.com/research/sota/domain-incremental-learning-on-cora-plus-citeseer-plus-wikics-10-shot-test.md>): Domain Incremental Learning (DIL); Cora+Citeseer+WikiCS 10-shot (test).

- [Node Classification on WikiCS (Accuracy and Ranking)](<https://www.sota2.com/research/sota/node-classification-on-wikics-accuracy-and-ranking.md>): Node Classification; WikiCS.

- [Link prediction on WikiCS (accuracy)](<https://www.sota2.com/research/sota/link-prediction-on-wikics-accuracy.md>): Link prediction; WikiCS.

- [Link Prediction on WikiCS (test)](<https://www.sota2.com/research/sota/link-prediction-on-wikics-test.md>): Link Prediction; WikiCS (test).

- [Node Classification on WikiCS (evaluation nodes)](<https://www.sota2.com/research/sota/node-classification-on-wikics-evaluation-nodes.md>): Node Classification; WikiCS (evaluation nodes).

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

- [Node Classification on WikiCS (macro-f1)](<https://www.sota2.com/research/sota/node-classification-on-wikics-macro-f1.md>): Node Classification; WikiCS.

- [Node Classification on WikiCS (ID/OOD Accuracy)](<https://www.sota2.com/research/sota/node-classification-on-wikics-id-ood-accuracy.md>): Node Classification; WikiCS.

- [Node Classification on WikiCS 10-shot](<https://www.sota2.com/research/sota/node-classification-on-wikics-10-shot.md>): Node classification; WikiCS 10-shot.

- [Node Classification on WikiCS 5-shot](<https://www.sota2.com/research/sota/node-classification-on-wikics-5-shot.md>): Node classification; WikiCS 5-shot.

- [Node Classification on WikiCS 3-shot](<https://www.sota2.com/research/sota/node-classification-on-wikics-3-shot.md>): Node classification; WikiCS 3-shot.

- [Node Classification on WikiCS (Accuracy and Average Accuracy)](<https://www.sota2.com/research/sota/node-classification-on-wikics-accuracy-and-average-accuracy.md>): Node Classification; WikiCS.

- [Community Detection on Wikics (Topsis Score, Rank)](<https://www.sota2.com/research/sota/community-detection-on-wikics-topsis-score-rank.md>): Community Detection; Wikics.

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

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

- [Coreference Resolution on WikiCoref (WC) (test)](<https://www.sota2.com/research/sota/coreference-resolution-on-wikicoref-wc-test.md>): Coreference Resolution; WikiCoref (WC) (test).

- [Link Prediction on WIKICS (Accuracy %)](<https://www.sota2.com/research/sota/link-prediction-on-wikics-accuracy-percent.md>): Link Prediction; WIKICS.

- [Node Classification on WikiCS 1-shot (test)](<https://www.sota2.com/research/sota/node-classification-on-wikics-1-shot-test.md>): Node Classification; WikiCS 1-shot (test).

- [Coreference Resolution on WikiCoref](<https://www.sota2.com/research/sota/coreference-resolution-on-wikicoref.md>): Coreference Resolution; WikiCoref.

- [Node Classification on WikiCS γ=5 (OOD)](<https://www.sota2.com/research/sota/node-classification-on-wikics-5-ood.md>): Node classification; WikiCS γ=5 (OOD).

- [Node Classification on WikiCS Regular setting](<https://www.sota2.com/research/sota/node-classification-on-wikics-regular-setting.md>): Node Classification; WikiCS Regular setting.

- [Clustering on WikiClusteringP2P v2](<https://www.sota2.com/research/sota/clustering-on-wikiclusteringp2p-v2.md>): Clustering; WikiClusteringP2P v2.

- [Node Classification on WikiCS GLBench (supervised)](<https://www.sota2.com/research/sota/node-classification-on-wikics-glbench-supervised.md>): Node Classification; WikiCS GLBench (supervised).

- [Node Classification on WikiCS LLM-embedded (test)](<https://www.sota2.com/research/sota/node-classification-on-wikics-llm-embedded-test.md>): Node Classification; WikiCS LLM-embedded (test).

- [Node Classification on WikiCS 3 OOD classes](<https://www.sota2.com/research/sota/node-classification-on-wikics-3-ood-classes.md>): Node Classification; WikiCS 3 OOD classes.

- [Node Classification on WikiCS (random 10/10/80)](<https://www.sota2.com/research/sota/node-classification-on-wikics-random-10-10-80.md>): Node Classification; WikiCS (random 10/10/80).

- [Codebook utilization on WikiCS](<https://www.sota2.com/research/sota/codebook-utilization-on-wikics.md>): Codebook utilization; WikiCS.

- [Coreference Resolution on WikiCoref (WC)](<https://www.sota2.com/research/sota/coreference-resolution-on-wikicoref-wc.md>): Coreference Resolution; WikiCoref (WC).

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

- [Node Classification on WikiCS (100:1 Imbalance Test Set)](<https://www.sota2.com/research/sota/node-classification-on-wikics-100-1-imbalance-test-set.md>): Node Classification; WikiCS imbalanced, ratio 100:1 (test).

- [Transductive Node Classification on wikiCS](<https://www.sota2.com/research/sota/transductive-node-classification-on-wikics.md>): Transductive Node Classification; wikiCS.

- [Knowledge Editing on WikiCounterfact (test)](<https://www.sota2.com/research/sota/knowledge-editing-on-wikicounterfact-test.md>): Knowledge Editing; WikiCounterfact (test).

- [Node Classification on WikiCS concept\_degree (test)](<https://www.sota2.com/research/sota/node-classification-on-wikics-concept_degree-test.md>): Node classification; WikiCS concept\_degree (test).

- [Node Classification on WikiCS (P-Threshold Accuracy)](<https://www.sota2.com/research/sota/node-classification-on-wikics-p-threshold-accuracy.md>): Node Classification; WikiCS.

- [Node Classification on WikiCS Homophily Shift OOD-high top 15% nodes (test)](<https://www.sota2.com/research/sota/node-classification-on-wikics-homophily-shift-ood-high-top-15-percent-nodes-test.md>): Node classification; WikiCS Homophily Shift OOD-high top 15% nodes (test).

- [Node Classification on WikiCS Homophily Shift OOD-low (bottom 15% test nodes)](<https://www.sota2.com/research/sota/node-classification-on-wikics-homophily-shift-ood-low-bottom-15-percent-test-nodes.md>): Node classification; WikiCS Homophily Shift OOD-low (bottom 15% test nodes).

- [Node Classification on WikiCS Homophily Shift ID (test)](<https://www.sota2.com/research/sota/node-classification-on-wikics-homophily-shift-id-test.md>): Node classification; WikiCS Homophily Shift ID (test).

- [Node Classification on WikiCS Degree Shift, OOD-high top 15% nodes by degree (test)](<https://www.sota2.com/research/sota/node-classification-on-wikics-degree-shift-ood-high-top-15-percent-nodes-by-degree-test.md>): Node classification; WikiCS Degree Shift, OOD-high top 15% nodes by degree (test).

- [Node Classification on WikiCS Degree Shift OOD-low bottom 15% nodes by degree (test)](<https://www.sota2.com/research/sota/node-classification-on-wikics-degree-shift-ood-low-bottom-15-percent-nodes-by-degree-test.md>): Node classification; WikiCS Degree Shift OOD-low bottom 15% nodes by degree (test).

- [Node Classification on WikiCS Degree Shift ID original (test)](<https://www.sota2.com/research/sota/node-classification-on-wikics-degree-shift-id-original-test.md>): Node classification; WikiCS Degree Shift ID original (test).

- [Node Classification on WikiCS (Robustness Accuracy)](<https://www.sota2.com/research/sota/node-classification-on-wikics-robustness-accuracy.md>): Node Classification; WikiCS.

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

- [Abstractive Summarization on WikiCatSum Animal (test)](<https://www.sota2.com/research/sota/abstractive-summarization-on-wikicatsum-animal-test.md>): Abstractive Summarization; WikiCatSum Animal (test).

- [Abstractive Summarization on WikiCatSum Film (test)](<https://www.sota2.com/research/sota/abstractive-summarization-on-wikicatsum-film-test.md>): Abstractive Summarization; WikiCatSum Film (test).

- [Abstractive Summarization on WikiCatSum Company (test)](<https://www.sota2.com/research/sota/abstractive-summarization-on-wikicatsum-company-test.md>): Abstractive Summarization; WikiCatSum Company (test).

- [Wikipedia Abstract Generation on WikiCatSum Animal (test)](<https://www.sota2.com/research/sota/wikipedia-abstract-generation-on-wikicatsum-animal-test.md>): Wikipedia Abstract Generation; WikiCatSum Animal (test).

- [Wikipedia Abstract Generation on WikiCatSum Film (test)](<https://www.sota2.com/research/sota/wikipedia-abstract-generation-on-wikicatsum-film-test.md>): Wikipedia Abstract Generation; WikiCatSum Film (test).

- [Wikipedia Abstract Generation on WikiCatSum Company (test)](<https://www.sota2.com/research/sota/wikipedia-abstract-generation-on-wikicatsum-company-test.md>): Wikipedia Abstract Generation; WikiCatSum Company (test).

- [Node Classification on Homophilous Datasets Average (Cora, CiteSeer, PubMed, Amazon-Photo, Coauthor-CS, Coauthor-Physics, WikiCS)](<https://www.sota2.com/research/sota/node-classification-on-homophilous-datasets-average-cora-citeseer-pubmed-amazon-photo-coauthor-cs-coauthor-physics-wikics.md>): Node Classification; Homophilous Datasets (Cora, CiteSeer, PubMed, Amazon-Photo, Coauthor-CS, Coauthor-Physics, WikiCS) mean homo.

- [Text-to-Node Retrieval on WikiCS](<https://www.sota2.com/research/sota/text-to-node-retrieval-on-wikics.md>): Text-to-Node (T2N) Retrieval; WikiCS.

- [Node-to-Text (N2T) Retrieval on WikiCS](<https://www.sota2.com/research/sota/node-to-text-n2t-retrieval-on-wikics.md>): Node-to-Text (N2T) Retrieval; WikiCS.

- [Graph Explanation Faithfulness Evaluation on WikiCS](<https://www.sota2.com/research/sota/graph-explanation-faithfulness-evaluation-on-wikics.md>): Graph Explanation Faithfulness Evaluation; WikiCS.

- [Summarization on WikiCatSum (AUC-ROC)](<https://www.sota2.com/research/sota/summarization-on-wikicatsum-auc-roc.md>): Summarization; WikiCatSum.

- [Instance-level Evaluation on WikiCatSum](<https://www.sota2.com/research/sota/instance-level-evaluation-on-wikicatsum.md>): Instance-level Evaluation; WikiCatSum.

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

- [Question Generation on WikiCQA (test)](<https://www.sota2.com/research/sota/question-generation-on-wikicqa-test.md>): Question Generation; WikiCQA (test).

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

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