wt-golf/acronym-identification-1k · Datasets at Hugging Face

labels sequence	tokens sequence
[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 1, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 1, 4, 1, 4 ]	[ "It", "is", "likely", "the", "case", "that", "sources", "such", "as", "The", "New", "York", "Times", ",", "Vox", ",", "NPR", ",", "The", "Huffington", "Post", ",", "and", "The", "Guardian", "simply", "have", "a", "larger", "audience", "(", "particularly", "on", "social", "media", ")", "than", "AP", "and", "PBS", "." ]
[ 4, 4, 4, 0, 2, 2, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ "They", "trained", "a", "support", "vector", "machine", "(", "SVM", ")", "classifier", "over", "the", "features", "relevant", "for", "classification", "in", "the", "domains", "of", "hotels", "and", "electronics", "reviews", "." ]
[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 0, 2, 2, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ "There", "are", "many", "classification", "models", "that", "have", "been", "used", ",", "with", "support", "vector", "machine", "(", "SVM", ")", "being", "one", "of", "the", "most", "popular", "choices", "." ]
[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 0, 2, 2, 2, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ "AlphaD3", "M", "finds", "patterns", "in", "the", "components", "of", "the", "pipelines", "using", "recurrent", "neural", "networks", ",", "specifically", "long", "short", "term", "memory", "(", "LSTM", ")", "and", "Monte", "-", "Carlo", "tree", "search", "in", "an", "iterative", "process", "which", "is", "computationally", "efficient", "in", "large", "search", "space", "." ]
[ 0, 2, 2, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ "Principal", "component", "analysis", "(", "PCA", ")", "based", "method", "has", "been", "used", "to", "classify", "faults", "." ]
[ 1, 4, 4, 0, 2, 2, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ "AE", "(", "the", "actor", "'s", "expertise", ")", ",", "which", "is", "defined", "when", "the", "actor", "candidates", "are", "generated", ",", "whose", "values", "range", "from", "0.0", "to", "1.0", "." ]
[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ "If", "one", "wishes", "to", "obtain", "an", "estimate", "of", "the", "scaling", "behavior", "of", "the", "number", "of", "arithmetic", "operations", "required", "for", "SA", "to", "find", "the", "ground", "state", ",", "one", "can", "simply", "rescale", "the", "number", "of", "sweeps", "by", "a", "factor", "of", ",", "since", "the", "number", "of", "arithmetic", "operations", "required", "for", "a", "single", "SA", "iteration", "scales", "as", "(", "see", "Appendix", ")", "." ]
[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 0, 2, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ "The", "neighborhood", "based", "algorithms", ",", "UserKNN", "and", "ItemKNN", ",", "show", "an", "increased", "output", "preference", "ratio", "for", "the", "more", "preferred", "genre", "(", "Sci", "-", "Fi", ")", ",", "and", "a", "decreased", "PR", "for", "the", "less", "preferred", "genre", "(", "Crime", ")", "." ]
[ 4, 4, 4, 0, 2, 2, 2, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ "We", "used", "the", "simple", "linear", "iterative", "clustering", "(", "SLIC", ")", "algorithm", "as", "it", "efficiently", "produces", "compact", ",", "contiguous", "supervoxels", "." ]
[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ "Location", "of", "attackers", "Similar", "to", "the", "observation", "in", "the", "case", "of", "IP", "cameras", ",", "we", "noticed", "that", "the", "highest", "percentage", "of", "incoming", "connections", "to", "the", "IP", "printer", "(", "79", ")", ",", "originated", "in", "China", "." ]
[ 4, 4, 4, 0, 2, 2, 2, 2, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ "So", "far", ",", "crime", "prevention", "through", "environmental", "design", "(", "CPTED", ")", "has", "concentrated", "mostly", "on", "the", "attributes", "of", "the", "built", "environment", "(", "e.g.", "lightning", ",", "visibility", ",", "access", "and", "height", "of", "buildings", ")", "and", "less", "so", "on", "the", "the", "human", "activity", "that", "will", "be", "generated", "within", "the", "new", "created", "space", "." ]
[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ "Theorem", "is", "yet", "another", "illustration", "of", "why", "randomization", "and", "randomized", "approaches", "to", "learning", "may", "improve", "performance", "of", "AI", "systems", "(", "see", "e.g.", ",", "for", "more", "detailed", "discussion", "on", "the", "randomized", "approaches", "and", "supervisory", "mechanisms", "for", "random", "parameter", "assignment", ")", "." ]
[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 1, 4, 4, 4, 4, 0, 2, 4, 1, 4, 4, 4, 0, 2, 2, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ "The", "first", "experiment", "was", "conducted", "to", "evaluate", "the", "preprocessing", "MILP", "formulation", "by", "analyzing", "the", "LP", "relaxation", "(", "LR", ")", "and", "the", "strengthened", "LP", "relaxation", "(", "SLR", ")", "using", "the", "coefficient", "strengthening", "MILP", "presented", "in", "Section", "to", "renewable", "resources", "constraints", "." ]
[ 4, 4, 0, 2, 2, 2, 2, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ "In", ",", "accumulate", "repeat", "accumulate", "check", "accumulate", "(", "ARACA", ")", "codes", "are", "recently", "proposed", "by", "the", "authors", "to", "provide", "high", "reliability", "by", "having", "both", "the", "LMDG", "property", "(", "i.e.", ",", "no", "error", "floor", ")", "and", "good", "water", "-", "fall", "performance", "with", "an", "efficient", "encoding", "structure", "." ]
[ 4, 4, 4, 0, 2, 2, 2, 4, 1, 4, 4, 0, 2, 2, 2, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ "Various", "metrics", "like", "Code", "-", "Mixed", "Index", "(", "CMI", ")", ",", "Code", "-", "Mixed", "Factor", "(", "CF", ")", "along", "with", "various", "aspects", "(", "language", "and", "emotion", ")", "also", "qualitatively", "polled", "the", "code", "-", "mixed", "and", "sentiment", "properties", "of", "the", "corpus", "." ]
[ 4, 4, 4, 4, 4, 4, 4, 0, 2, 4, 1, 4, 4, 4, 4, 4, 4, 1, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ "Visualisation", "of", "the", "predicted", "segmentations", "and", "correspondent", "ground", "truth", "(", "GT", ")", "from", "the", "baseline", "models", "and", "MV", "U", "-", "Net", "(", "all", "trained", "with", "10", "training", "subjects", ")", "on", "an", "apical", ",", "a", "mid", "-", "ventricular", "and", "a", "basal", "slice", "from", "one", "patient", "." ]
[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 0, 2, 2, 4, 1, 4, 4, 4, 4, 4 ]	[ "In", "order", "to", "reduce", "mathematical", "operations", "and", "total", "running", "time", ",", "gated", "recurrent", "unit", "(", "GRU", ")", "was", "developed", "by", "." ]
[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 0, 2, 2, 4, 1, 4, 4, 4, 4, 4, 4, 4 ]	[ "Definition", "4", "(", "Asymptotic", "Mean", "Stationarity", ")", ":", "The", "system", "is", "said", "to", "be", "asymptotic", "mean", "stationary", "(", "AMS", ")", "if", ",", "the", "limit", "exists", "." ]
[ 4, 4, 4, 4, 4, 0, 2, 2, 2, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ "The", "proposed", "approach", "relies", "on", "domain", "adversarial", "neural", "network", "(", "DANN", ")", ",", "which", "creates", "a", "flexible", "and", "discriminant", "feature", "representation", "that", "reduces", "the", "gap", "in", "the", "feature", "space", "between", "the", "source", "and", "target", "domains", "." ]
[ 4, 4, 4, 4, 4, 4, 0, 2, 2, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 0, 2, 4, 1, 4, 4, 4, 4, 4, 4, 0, 2, 2, 2, 2, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ "In", "the", "horizontal", "model", ",", "the", "original", "component", "manufacturers", "(", "OCM", ")", "outsource", "different", "steps", "of", "the", "chip", "manufacturing", "process", ",", "like", "intellectual", "property", "(", "IP", ")", "design", ",", "fabrication", ",", "and", "design", "-", "for", "-", "test", "(", "DFT", ")", "structure", "insertion", ",", "to", "more", "sophisticated", "offshore", "fabrication", "facilities", "." ]
[ 4, 4, 4, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 0, 2, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ "Recently", ",", "che2018towards", "incorporated", "ELMo", "embeddings", "into", "a", "neural", "dependency", "parser", "and", "reported", "improvements", "over", "a", "range", "of", "Universal", "Dependency", "(", "UD", ")", "languages", "in", "the", "fully", "supervised", "setup", "." ]
[ 4, 4, 4, 4, 4, 4, 0, 2, 2, 4, 1, 4, 4, 4, 4, 4, 4 ]	[ "In", "this", "paper", ",", "we", "propose", "Intent", "Driven", "Networking", "(", "IDN", ")", "as", "an", "alternative", "approach", "." ]
[ 4, 0, 2, 2, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 0, 2, 2, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ "The", "edge", "user", "allocation", "(", "EUA", ")", "problem", "challenges", "service", "providers", "with", "the", "objective", "to", "maximize", "the", "number", "of", "allocated", "app", "users", "with", "hired", "computing", "resources", "on", "edge", "servers", "while", "ensuring", "their", "fixed", "quality", "of", "service", "(", "QoS", ")", ",", "e.g.", ",", "the", "amount", "of", "computing", "resources", "allocated", "to", "an", "app", "user", "." ]
[ 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 0, 2, 2, 4, 1, 4, 4, 4, 4, 4, 0, 2, 2, 4, 1, 4, 4, 4, 4 ]	[ "The", "DCI", "format", "1C", "(", "common", "search", "space", ")", "with", "M", "-", "RNTI", "is", "used", "for", "notification", "and", "includes", "an", "8-bit", "bitmap", "to", "indicate", "the", "one", "or", "more", "Single", "Frequency", "Network", "(", "SFN", ")", "areas", "in", "which", "the", "Multicast", "Control", "Channel", "(", "MCCH", ")", "is", "used", "." ]
[ 4, 4, 4, 0, 2, 2, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ "The", "use", "of", "Singular", "Value", "Decomposition", "(", "SVD", ")", "improves", "the", "imperceptibility", "(", "transparency", ")", "and", "robustness", "of", "the", "watermark", ",", "." ]
[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 0, 2, 2, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ "Our", "model", "is", "an", "end", "to", "end", "framework", "which", "consists", "of", "a", "convolutional", "neural", "network", "(", "CNN", ")", "whose", "output", "is", "fanned", "out", "into", "two", "separate", "branches", ";", "the", "first", "branch", "predicts", "facial", "attributes", "while", "the", "second", "branch", "identifies", "face", "images", "." ]
[ 4, 4, 0, 2, 2, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ "We", "use", "Gated", "Linear", "Units", "(", "GLU", ")", "as", "the", "activation", "function", ",", "with", "input", "vector", "and", "output", "vector", "." ]
[ 4, 4, 4, 0, 2, 2, 2, 2, 4, 1, 4, 4, 0, 2, 2, 4, 1, 4, 4, 0, 2, 2, 2, 4, 1, 4, 4, 0, 2, 2, 2, 4, 1, 4, 4, 4, 0, 2, 2, 4, 1, 4, 4 ]	[ "Typical", "examples", "include", "kernel", "-", "based", "supervised", "hashing", "(", "KSH", ")", ",", "semantic", "correlation", "maximization", "(", "SCM", ")", ",", "semantics", "-", "preserving", "hashing", "(", "SePH", ")", ",", "linear", "subspace", "ranking", "hashing", "(", "LSRH", ")", ",", "and", "deep", "learning", "hashing", "(", "DLH", ")", "." ]
[ 4, 4, 4, 4, 4, 1, 4, 4, 1, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ "In", "the", "use", "case", "of", "DBF", ",", "a", "WiFi", "AP", "is", "also", "placed", "in", "the", "selected", "house", "with", "a", "coverage", "radius", "of", "20", "m", "." ]
[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 0, 2, 2, 4, 1, 4, 4, 4, 4 ]	[ "They", "employ", "different", "charging", "mechanisms", "to", "charge", "their", "batteries", "and", "rely", "on", "different", "state", "of", "charge", "(", "SOC", ")", "estimation", "techniques", "." ]
[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 0, 2, 2, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ "In", "particular", ",", "our", "views", "are", "concurrent", "with", "inclusions", "of", "deep", "neural", "network", "(", "DNN", ")", "to", "learn", "the", "right", "phase", "thereby", "achieve", "required", "power", "aggregate", "." ]
[ 4, 4, 4, 4, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 0, 2, 2, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 0, 2, 2, 4, 1, 4, 4, 4 ]	[ "26", "]", "proposed", "a", "novel", "LSTM", "approach", "in", "order", "to", "detect", "modern", "sophisticated", "botnets", "that", "employ", "domain", "generation", "algorithm", "(", "DGA", ")", "to", "generate", "a", "large", "number", "of", "domains", "that", "can", "be", "used", "in", "order", "to", "communicated", "with", "Command", "and", "Control", "(", "CC", ")", "server", "." ]
[ 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ "Seed", "OT", "Phase", ":", "On", "behalf", "of", ",", "receives", "the", "input", "of", "to", "the", "functionality", ",", "namely", "." ]
[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 1, 4, 4 ]	[ "The", "human", "body", "is", "composed", "of", "multiple", "tissues", "such", "as", "skin", ",", "fat", ",", "or", "blood", ",", "each", "with", "their", "own", "response", "to", "THz", "radiation", "." ]
[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 0, 2, 2, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ "Our", "approach", "consists", "of", "following", "steps", ":", "(", "1", ")", "parse", "original", "protocol", "into", "a", "collection", "of", "protocol", "phrases", "together", "with", "their", "procedural", "relations", ",", "using", "a", "deterministic", "finite", "automation", "(", "DFA", ")", ";", "(", "2", ")", "Match", "the", "protocol", "phrases", "back", "to", "the", "text", "spans", "in", "transcripts", "using", "fuzzy", "matchingpennington2014glove", ",", "bert", ";", "(", "3", ")", "Generate", "text", "span", "extraction", "dataset", "and", "train", "a", "sequence", "labeling", "modelcrfner", ",", "lmlstmcrf", "for", "text", "span", "extraction", ";", "(", "4", ")", "Generate", "text", "span", "-", "pair", "relation", "extraction", "(", "span", "-", "pair", "RE", ")", "dataset", "and", "fine", "-", "tune", "pre", "-", "trained", "context", "-", "aware", "span", "-", "pair", "RE", "model", "bert", "." ]
[ 0, 2, 2, 2, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ "Deep", "Deterministic", "Policy", "Gradientlillicrap2015continuous", "is", "based", "on", "the", "Deterministic", "Policy", "Gradient(DPG", ")", "silver2014deterministic", "algorithm", "and", "Deep", "Q", "Network(DQN)mnih2013playing", ",", "in", "practice", ",", "DDPG", "is", "not", "so", "stable", "and", "some", "researchers", "combined", "DDPG", "with", "a", "demo", "augmented", "objective", "to", "enhance", "its", "stabilityrajeswaran2017learning", "." ]
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[ 4, 4, 4, 4, 4, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ "Measurement", "values", "are", "generated", "using", "the", "AC", "power", "flow", "analysis", ",", "additionally", "corrupted", "by", "Gaussian", "white", "noise", "of", "variance", "." ]
[ 4, 4, 4, 4, 4, 4, 4, 4, 0, 2, 2, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]	[ "Based", "on", "the", "notion", "of", "graphlets", ",", "the", "graphlet", "degree", "vector", "(", "GDV", ")", "is", "a", "network", "feature", "that", "summarizes", "a", "node", "'s", "extended", "network", "neighborhood", "." ]
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