model-explorer / tasks.json
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{
"text-classification": {
"name": "Text Classification",
"subtasks": [
{
"type": "acceptability-classification",
"name": "Acceptability Classification",
},
{
"type": "entity-linking-classification",
"name": "Entity Linking Classification",
},
{
"type": "fact-checking",
"name": "Fact Checking",
},
{
"type": "intent-classification",
"name": "Intent Classification",
},
{
"type": "language-identification",
"name": "Language Identification",
},
{
"type": "multi-class-classification",
"name": "Multi Class Classification",
},
{
"type": "multi-label-classification",
"name": "Multi Label Classification",
},
{
"type": "multi-input-text-classification",
"name": "Multi-input Text Classification",
},
{
"type": "natural-language-inference",
"name": "Natural Language Inference",
},
{
"type": "semantic-similarity-classification",
"name": "Semantic Similarity Classification",
},
{
"type": "sentiment-classification",
"name": "Sentiment Classification",
},
{
"type": "topic-classification",
"name": "Topic Classification",
},
{
"type": "semantic-similarity-scoring",
"name": "Semantic Similarity Scoring",
},
{
"type": "sentiment-scoring",
"name": "Sentiment Scoring",
},
{
"type": "sentiment-analysis",
"name": "Sentiment Analysis",
},
{
"type": "hate-speech-detection",
"name": "Hate Speech Detection",
},
{
"type": "text-scoring",
"name": "Text Scoring",
},
],
"modality": "nlp",
"color": "orange",
},
"token-classification": {
"name": "Token Classification",
"subtasks": [
{
"type": "named-entity-recognition",
"name": "Named Entity Recognition",
},
{
"type": "part-of-speech",
"name": "Part of Speech",
},
{
"type": "parsing",
"name": "Parsing",
},
{
"type": "lemmatization",
"name": "Lemmatization",
},
{
"type": "word-sense-disambiguation",
"name": "Word Sense Disambiguation",
},
{
"type": "coreference-resolution",
"name": "Coreference-resolution",
},
],
"modality": "nlp",
"color": "blue",
},
"table-question-answering": {
"name": "Table Question Answering",
"modality": "nlp",
"color": "green",
},
"question-answering": {
"name": "Question Answering",
"subtasks": [
{
"type": "extractive-qa",
"name": "Extractive QA",
},
{
"type": "open-domain-qa",
"name": "Open Domain QA",
},
{
"type": "closed-domain-qa",
"name": "Closed Domain QA",
},
],
"modality": "nlp",
"color": "blue",
},
"zero-shot-classification": {
"name": "Zero-Shot Classification",
"modality": "nlp",
"color": "yellow",
},
"translation": {
"name": "Translation",
"modality": "nlp",
"color": "green",
},
"summarization": {
"name": "Summarization",
"subtasks": [
{
"type": "news-articles-summarization",
"name": "News Articles Summarization",
},
{
"type": "news-articles-headline-generation",
"name": "News Articles Headline Generation",
},
],
"modality": "nlp",
"color": "indigo",
},
"conversational": {
"name": "Conversational",
"subtasks": [
{
"type": "dialogue-generation",
"name": "Dialogue Generation",
},
],
"modality": "nlp",
"color": "green",
},
"feature-extraction": {
"name": "Feature Extraction",
"modality": "multimodal",
"color": "red",
},
"text-generation": {
"name": "Text Generation",
"subtasks": [
{
"type": "dialogue-modeling",
"name": "Dialogue Modeling",
},
{
"type": "language-modeling",
"name": "Language Modeling",
},
],
"modality": "nlp",
"color": "indigo",
},
"text2text-generation": {
"name": "Text2Text Generation",
"subtasks": [
{
"type": "text-simplification",
"name": "Text simplification",
},
{
"type": "explanation-generation",
"name": "Explanation Generation",
},
{
"type": "abstractive-qa",
"name": "Abstractive QA",
},
{
"type": "open-domain-abstractive-qa",
"name": "Open Domain Abstractive QA",
},
{
"type": "closed-domain-qa",
"name": "Closed Domain QA",
},
{
"type": "open-book-qa",
"name": "Open Book QA",
},
{
"type": "closed-book-qa",
"name": "Closed Book QA",
},
],
"modality": "nlp",
"color": "indigo",
},
"fill-mask": {
"name": "Fill-Mask",
"subtasks": [
{
"type": "slot-filling",
"name": "Slot Filling",
},
{
"type": "masked-language-modeling",
"name": "Masked Language Modeling",
},
],
"modality": "nlp",
"color": "red",
},
"sentence-similarity": {
"name": "Sentence Similarity",
"modality": "nlp",
"color": "yellow",
},
"text-to-speech": {
"name": "Text-to-Speech",
"modality": "audio",
"color": "yellow",
},
"text-to-audio": {
"name": "Text-to-Audio",
"modality": "audio",
"color": "yellow",
},
"automatic-speech-recognition": {
"name": "Automatic Speech Recognition",
"modality": "audio",
"color": "yellow",
},
"audio-to-audio": {
"name": "Audio-to-Audio",
"modality": "audio",
"color": "blue",
},
"audio-classification": {
"name": "Audio Classification",
"subtasks": [
{
"type": "keyword-spotting",
"name": "Keyword Spotting",
},
{
"type": "speaker-identification",
"name": "Speaker Identification",
},
{
"type": "audio-intent-classification",
"name": "Audio Intent Classification",
},
{
"type": "audio-emotion-recognition",
"name": "Audio Emotion Recognition",
},
{
"type": "audio-language-identification",
"name": "Audio Language Identification",
},
],
"modality": "audio",
"color": "green",
},
"voice-activity-detection": {
"name": "Voice Activity Detection",
"modality": "audio",
"color": "red",
},
"depth-estimation": {
"name": "Depth Estimation",
"modality": "cv",
"color": "yellow",
},
"image-classification": {
"name": "Image Classification",
"subtasks": [
{
"type": "multi-label-image-classification",
"name": "Multi Label Image Classification",
},
{
"type": "multi-class-image-classification",
"name": "Multi Class Image Classification",
},
],
"modality": "cv",
"color": "blue",
},
"object-detection": {
"name": "Object Detection",
"subtasks": [
{
"type": "face-detection",
"name": "Face Detection",
},
{
"type": "vehicle-detection",
"name": "Vehicle Detection",
},
],
"modality": "cv",
"color": "yellow",
},
"image-segmentation": {
"name": "Image Segmentation",
"subtasks": [
{
"type": "instance-segmentation",
"name": "Instance Segmentation",
},
{
"type": "semantic-segmentation",
"name": "Semantic Segmentation",
},
{
"type": "panoptic-segmentation",
"name": "Panoptic Segmentation",
},
],
"modality": "cv",
"color": "green",
},
"text-to-image": {
"name": "Text-to-Image",
"modality": "multimodal",
"color": "yellow",
},
"image-to-text": {
"name": "Image-to-Text",
"subtasks": [
{
"type": "image-captioning",
"name": "Image Captioning",
},
],
"modality": "multimodal",
"color": "red",
},
"image-to-image": {
"name": "Image-to-Image",
"modality": "cv",
"color": "indigo",
},
"unconditional-image-generation": {
"name": "Unconditional Image Generation",
"modality": "cv",
"color": "green",
},
"video-classification": {
"name": "Video Classification",
"modality": "cv",
"color": "blue",
},
"reinforcement-learning": {
"name": "Reinforcement Learning",
"modality": "rl",
"color": "red",
},
"robotics": {
"name": "Robotics",
"modality": "rl",
"subtasks": [
{
"type": "grasping",
"name": "Grasping",
},
{
"type": "task-planning",
"name": "Task Planning",
},
],
"color": "blue",
},
"tabular-classification": {
"name": "Tabular Classification",
"modality": "tabular",
"subtasks": [
{
"type": "tabular-multi-class-classification",
"name": "Tabular Multi Class Classification",
},
{
"type": "tabular-multi-label-classification",
"name": "Tabular Multi Label Classification",
},
],
"color": "blue",
},
"tabular-regression": {
"name": "Tabular Regression",
"modality": "tabular",
"subtasks": [
{
"type": "tabular-single-column-regression",
"name": "Tabular Single Column Regression",
},
],
"color": "blue",
},
"tabular-to-text": {
"name": "Tabular to Text",
"modality": "tabular",
"subtasks": [
{
"type": "rdf-to-text",
"name": "RDF to text",
},
],
"color": "blue",
"hideInModels": true,
},
"table-to-text": {
"name": "Table to Text",
"modality": "nlp",
"color": "blue",
"hideInModels": true,
},
"multiple-choice": {
"name": "Multiple Choice",
"subtasks": [
{
"type": "multiple-choice-qa",
"name": "Multiple Choice QA",
},
{
"type": "multiple-choice-coreference-resolution",
"name": "Multiple Choice Coreference Resolution",
},
],
"modality": "nlp",
"color": "blue",
"hideInModels": true,
},
"text-retrieval": {
"name": "Text Retrieval",
"subtasks": [
{
"type": "document-retrieval",
"name": "Document Retrieval",
},
{
"type": "utterance-retrieval",
"name": "Utterance Retrieval",
},
{
"type": "entity-linking-retrieval",
"name": "Entity Linking Retrieval",
},
{
"type": "fact-checking-retrieval",
"name": "Fact Checking Retrieval",
},
],
"modality": "nlp",
"color": "indigo",
"hideInModels": true,
},
"time-series-forecasting": {
"name": "Time Series Forecasting",
"modality": "tabular",
"subtasks": [
{
"type": "univariate-time-series-forecasting",
"name": "Univariate Time Series Forecasting",
},
{
"type": "multivariate-time-series-forecasting",
"name": "Multivariate Time Series Forecasting",
},
],
"color": "blue",
"hideInModels": true,
},
"text-to-video": {
"name": "Text-to-Video",
"modality": "multimodal",
"color": "green",
},
"visual-question-answering": {
"name": "Visual Question Answering",
"subtasks": [
{
"type": "visual-question-answering",
"name": "Visual Question Answering",
},
],
"modality": "multimodal",
"color": "red",
},
"document-question-answering": {
"name": "Document Question Answering",
"subtasks": [
{
"type": "document-question-answering",
"name": "Document Question Answering",
},
],
"modality": "multimodal",
"color": "blue",
"hideInDatasets": true,
},
"zero-shot-image-classification": {
"name": "Zero-Shot Image Classification",
"modality": "cv",
"color": "yellow",
},
"graph-ml": {
"name": "Graph Machine Learning",
"modality": "multimodal",
"color": "green",
},
"other": {
"name": "Other",
"modality": "other",
"color": "blue",
"hideInModels": true,
"hideInDatasets": true,
},
}
{
"text-classification": {
"name": "Text Classification",
"subtasks": [
{
"type": "acceptability-classification",
"name": "Acceptability Classification",
},
{
"type": "entity-linking-classification",
"name": "Entity Linking Classification",
},
{
"type": "fact-checking",
"name": "Fact Checking",
},
{
"type": "intent-classification",
"name": "Intent Classification",
},
{
"type": "language-identification",
"name": "Language Identification",
},
{
"type": "multi-class-classification",
"name": "Multi Class Classification",
},
{
"type": "multi-label-classification",
"name": "Multi Label Classification",
},
{
"type": "multi-input-text-classification",
"name": "Multi-input Text Classification",
},
{
"type": "natural-language-inference",
"name": "Natural Language Inference",
},
{
"type": "semantic-similarity-classification",
"name": "Semantic Similarity Classification",
},
{
"type": "sentiment-classification",
"name": "Sentiment Classification",
},
{
"type": "topic-classification",
"name": "Topic Classification",
},
{
"type": "semantic-similarity-scoring",
"name": "Semantic Similarity Scoring",
},
{
"type": "sentiment-scoring",
"name": "Sentiment Scoring",
},
{
"type": "sentiment-analysis",
"name": "Sentiment Analysis",
},
{
"type": "hate-speech-detection",
"name": "Hate Speech Detection",
},
{
"type": "text-scoring",
"name": "Text Scoring",
},
],
"modality": "nlp",
"color": "orange",
},
"token-classification": {
"name": "Token Classification",
"subtasks": [
{
"type": "named-entity-recognition",
"name": "Named Entity Recognition",
},
{
"type": "part-of-speech",
"name": "Part of Speech",
},
{
"type": "parsing",
"name": "Parsing",
},
{
"type": "lemmatization",
"name": "Lemmatization",
},
{
"type": "word-sense-disambiguation",
"name": "Word Sense Disambiguation",
},
{
"type": "coreference-resolution",
"name": "Coreference-resolution",
},
],
"modality": "nlp",
"color": "blue",
},
"table-question-answering": {
"name": "Table Question Answering",
"modality": "nlp",
"color": "green",
},
"question-answering": {
"name": "Question Answering",
"subtasks": [
{
"type": "extractive-qa",
"name": "Extractive QA",
},
{
"type": "open-domain-qa",
"name": "Open Domain QA",
},
{
"type": "closed-domain-qa",
"name": "Closed Domain QA",
},
],
"modality": "nlp",
"color": "blue",
},
"zero-shot-classification": {
"name": "Zero-Shot Classification",
"modality": "nlp",
"color": "yellow",
},
"translation": {
"name": "Translation",
"modality": "nlp",
"color": "green",
},
"summarization": {
"name": "Summarization",
"subtasks": [
{
"type": "news-articles-summarization",
"name": "News Articles Summarization",
},
{
"type": "news-articles-headline-generation",
"name": "News Articles Headline Generation",
},
],
"modality": "nlp",
"color": "indigo",
},
"conversational": {
"name": "Conversational",
"subtasks": [
{
"type": "dialogue-generation",
"name": "Dialogue Generation",
},
],
"modality": "nlp",
"color": "green",
},
"feature-extraction": {
"name": "Feature Extraction",
"modality": "multimodal",
"color": "red",
},
"text-generation": {
"name": "Text Generation",
"subtasks": [
{
"type": "dialogue-modeling",
"name": "Dialogue Modeling",
},
{
"type": "language-modeling",
"name": "Language Modeling",
},
],
"modality": "nlp",
"color": "indigo",
},
"text2text-generation": {
"name": "Text2Text Generation",
"subtasks": [
{
"type": "text-simplification",
"name": "Text simplification",
},
{
"type": "explanation-generation",
"name": "Explanation Generation",
},
{
"type": "abstractive-qa",
"name": "Abstractive QA",
},
{
"type": "open-domain-abstractive-qa",
"name": "Open Domain Abstractive QA",
},
{
"type": "closed-domain-qa",
"name": "Closed Domain QA",
},
{
"type": "open-book-qa",
"name": "Open Book QA",
},
{
"type": "closed-book-qa",
"name": "Closed Book QA",
},
],
"modality": "nlp",
"color": "indigo",
},
"fill-mask": {
"name": "Fill-Mask",
"subtasks": [
{
"type": "slot-filling",
"name": "Slot Filling",
},
{
"type": "masked-language-modeling",
"name": "Masked Language Modeling",
},
],
"modality": "nlp",
"color": "red",
},
"sentence-similarity": {
"name": "Sentence Similarity",
"modality": "nlp",
"color": "yellow",
},
"text-to-speech": {
"name": "Text-to-Speech",
"modality": "audio",
"color": "yellow",
},
"text-to-audio": {
"name": "Text-to-Audio",
"modality": "audio",
"color": "yellow",
},
"automatic-speech-recognition": {
"name": "Automatic Speech Recognition",
"modality": "audio",
"color": "yellow",
},
"audio-to-audio": {
"name": "Audio-to-Audio",
"modality": "audio",
"color": "blue",
},
"audio-classification": {
"name": "Audio Classification",
"subtasks": [
{
"type": "keyword-spotting",
"name": "Keyword Spotting",
},
{
"type": "speaker-identification",
"name": "Speaker Identification",
},
{
"type": "audio-intent-classification",
"name": "Audio Intent Classification",
},
{
"type": "audio-emotion-recognition",
"name": "Audio Emotion Recognition",
},
{
"type": "audio-language-identification",
"name": "Audio Language Identification",
},
],
"modality": "audio",
"color": "green",
},
"voice-activity-detection": {
"name": "Voice Activity Detection",
"modality": "audio",
"color": "red",
},
"depth-estimation": {
"name": "Depth Estimation",
"modality": "cv",
"color": "yellow",
},
"image-classification": {
"name": "Image Classification",
"subtasks": [
{
"type": "multi-label-image-classification",
"name": "Multi Label Image Classification",
},
{
"type": "multi-class-image-classification",
"name": "Multi Class Image Classification",
},
],
"modality": "cv",
"color": "blue",
},
"object-detection": {
"name": "Object Detection",
"subtasks": [
{
"type": "face-detection",
"name": "Face Detection",
},
{
"type": "vehicle-detection",
"name": "Vehicle Detection",
},
],
"modality": "cv",
"color": "yellow",
},
"image-segmentation": {
"name": "Image Segmentation",
"subtasks": [
{
"type": "instance-segmentation",
"name": "Instance Segmentation",
},
{
"type": "semantic-segmentation",
"name": "Semantic Segmentation",
},
{
"type": "panoptic-segmentation",
"name": "Panoptic Segmentation",
},
],
"modality": "cv",
"color": "green",
},
"text-to-image": {
"name": "Text-to-Image",
"modality": "multimodal",
"color": "yellow",
},
"image-to-text": {
"name": "Image-to-Text",
"subtasks": [
{
"type": "image-captioning",
"name": "Image Captioning",
},
],
"modality": "multimodal",
"color": "red",
},
"image-to-image": {
"name": "Image-to-Image",
"modality": "cv",
"color": "indigo",
},
"unconditional-image-generation": {
"name": "Unconditional Image Generation",
"modality": "cv",
"color": "green",
},
"video-classification": {
"name": "Video Classification",
"modality": "cv",
"color": "blue",
},
"reinforcement-learning": {
"name": "Reinforcement Learning",
"modality": "rl",
"color": "red",
},
"robotics": {
"name": "Robotics",
"modality": "rl",
"subtasks": [
{
"type": "grasping",
"name": "Grasping",
},
{
"type": "task-planning",
"name": "Task Planning",
},
],
"color": "blue",
},
"tabular-classification": {
"name": "Tabular Classification",
"modality": "tabular",
"subtasks": [
{
"type": "tabular-multi-class-classification",
"name": "Tabular Multi Class Classification",
},
{
"type": "tabular-multi-label-classification",
"name": "Tabular Multi Label Classification",
},
],
"color": "blue",
},
"tabular-regression": {
"name": "Tabular Regression",
"modality": "tabular",
"subtasks": [
{
"type": "tabular-single-column-regression",
"name": "Tabular Single Column Regression",
},
],
"color": "blue",
},
"tabular-to-text": {
"name": "Tabular to Text",
"modality": "tabular",
"subtasks": [
{
"type": "rdf-to-text",
"name": "RDF to text",
},
],
"color": "blue",
"hideInModels": true,
},
"table-to-text": {
"name": "Table to Text",
"modality": "nlp",
"color": "blue",
"hideInModels": true,
},
"multiple-choice": {
"name": "Multiple Choice",
"subtasks": [
{
"type": "multiple-choice-qa",
"name": "Multiple Choice QA",
},
{
"type": "multiple-choice-coreference-resolution",
"name": "Multiple Choice Coreference Resolution",
},
],
"modality": "nlp",
"color": "blue",
"hideInModels": true,
},
"text-retrieval": {
"name": "Text Retrieval",
"subtasks": [
{
"type": "document-retrieval",
"name": "Document Retrieval",
},
{
"type": "utterance-retrieval",
"name": "Utterance Retrieval",
},
{
"type": "entity-linking-retrieval",
"name": "Entity Linking Retrieval",
},
{
"type": "fact-checking-retrieval",
"name": "Fact Checking Retrieval",
},
],
"modality": "nlp",
"color": "indigo",
"hideInModels": true,
},
"time-series-forecasting": {
"name": "Time Series Forecasting",
"modality": "tabular",
"subtasks": [
{
"type": "univariate-time-series-forecasting",
"name": "Univariate Time Series Forecasting",
},
{
"type": "multivariate-time-series-forecasting",
"name": "Multivariate Time Series Forecasting",
},
],
"color": "blue",
"hideInModels": true,
},
"text-to-video": {
"name": "Text-to-Video",
"modality": "multimodal",
"color": "green",
},
"visual-question-answering": {
"name": "Visual Question Answering",
"subtasks": [
{
"type": "visual-question-answering",
"name": "Visual Question Answering",
},
],
"modality": "multimodal",
"color": "red",
},
"document-question-answering": {
"name": "Document Question Answering",
"subtasks": [
{
"type": "document-question-answering",
"name": "Document Question Answering",
},
],
"modality": "multimodal",
"color": "blue",
"hideInDatasets": true,
},
"zero-shot-image-classification": {
"name": "Zero-Shot Image Classification",
"modality": "cv",
"color": "yellow",
},
"graph-ml": {
"name": "Graph Machine Learning",
"modality": "multimodal",
"color": "green",
},
"other": {
"name": "Other",
"modality": "other",
"color": "blue",
"hideInModels": true,
"hideInDatasets": true,
},
}