labels
sequence | tokens
sequence |
---|---|
[
4,
1,
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
] | [
"In",
"NOMA",
",",
"the",
"BS",
"first",
"decodes",
"the",
"messages",
"of",
"users",
"with",
"high",
"channel",
"gains",
"and",
"then",
"decodes",
"the",
"messages",
"of",
"users",
"with",
"low",
"channel",
"gains",
"by",
"subtracting",
"the",
"interference",
"from",
"decoded",
"strong",
"user",
"."
] |
[
4,
4,
4,
4,
4,
4,
0,
2,
2,
4,
4,
4,
4,
4,
4,
4,
1,
4,
4,
1,
4,
4,
4,
4
] | [
"In",
"this",
"work",
"we",
"propose",
"to",
"explicitly",
"learn",
"multimodal",
"representations",
"of",
"spoken",
"words",
"by",
"augmenting",
"the",
"biLM",
"model",
"in",
"ELMo",
"with",
"acoustic",
"information",
"."
] |
[
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,
4,
4,
4,
4
] | [
"In",
"the",
"second",
"set",
"of",
"charging",
"measurements",
",",
"we",
"used",
"USB2.0",
"and",
"AC",
"wall",
"charger",
",",
"and",
"kept",
"the",
"smartphones",
"idle",
"in",
"airplane",
"mode",
"in",
"order",
"to",
"maintain",
"a",
"constant",
"current",
"supply",
"to",
"the",
"battery",
"pack",
"."
] |
[
4,
4,
4,
4,
4,
4,
0,
2,
4,
1,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4
] | [
"The",
"destination",
"node",
"can",
"utilize",
"a",
"belief",
"propagation",
"(",
"BP",
")",
"decoder",
"to",
"retrieve",
"the",
"source",
"messages",
"from",
"the",
"received",
"batches",
"with",
"low",
"complexity",
"."
] |
[
1,
4,
0,
2,
2,
4,
4,
4,
4
] | [
"SST",
":",
"Stanford",
"Sentiment",
"Treebank",
"with",
"binary",
"labels",
"."
] |
[
4,
4,
4,
4,
4,
4,
4,
1,
4,
0,
2,
2,
2,
4,
1,
4,
4,
1,
4,
0,
2,
2,
4,
1,
4,
4,
4,
4,
4,
4
] | [
"Furthermore",
",",
"the",
"first",
"attempts",
"on",
"combining",
"RISs",
"with",
"orthogonal",
"frequency",
"division",
"multiplexing",
"(",
"OFDM",
")",
"and",
"SM",
"/",
"space",
"shift",
"keying",
"(",
"SSK",
")",
"schemes",
"have",
"been",
"reported",
"."
] |
[
4,
4,
0,
2,
4,
1,
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
] | [
"We",
"chose",
"Matrix",
"Factorization",
"(",
"MF",
")",
"and",
"Probabilistic",
"Matrix",
"Factorization",
"(",
"PMF",
")",
"to",
"validate",
"that",
"review",
"information",
"is",
"helpful",
"for",
"recommender",
"systems",
",",
"(",
"ii",
")",
"topic",
"modeling",
"based",
"models",
"which",
"use",
"review",
"information",
"."
] |
[
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
] | [
"Layer",
"3",
"includes",
"source",
"IP",
"(",
"IPsrc",
")",
",",
"destination",
"IP",
"(",
"IPdst",
")",
",",
"IP",
"protocol",
"field",
"(",
"IP",
"proto",
")",
",",
"and",
"IP",
"service",
"type",
"(",
"IP",
"ToS",
"bits",
")",
"."
] |
[
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
1,
4,
1,
4,
1,
4,
4,
4,
4,
4,
4,
4
] | [
"In",
"this",
"paper",
",",
"we",
"focus",
"on",
"this",
"category",
",",
"particularly",
"on",
"DistMult",
",",
"ComplEx",
",",
"CP",
",",
"and",
"CP",
"with",
"augmented",
"data",
"."
] |
[
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
1,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4
] | [
"One",
"cluster",
"contains",
"connections",
"from",
"different",
"families",
"that",
"contact",
"the",
"same",
"CC",
"server",
",",
"and",
"their",
"temporal",
"heatmaps",
"look",
"behaviorally",
"identical",
"."
] |
[
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
] | [
"It",
"provides",
"explanations",
"in",
"the",
"form",
"of",
"examples",
"drawn",
"from",
"the",
"training",
"set",
",",
"that",
"are",
"similar",
"to",
"the",
"test",
"sample",
"according",
"to",
"the",
"ML",
"model",
"logic",
",",
"and",
"shows",
"the",
"importance",
"of",
"each",
"feature",
"for",
"the",
"prediction",
"."
] |
[
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
1,
4,
4,
1,
4,
1,
4,
4,
4,
4,
1,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
1,
4,
4,
4,
1,
4,
4,
4,
4,
4
] | [
"In",
"the",
"case",
"of",
"the",
"Lab",
",",
"Narrow",
"Corridor",
",",
"and",
"Lobby",
",",
"a",
"hybrid",
"RF",
"feature",
"combining",
"CTF",
"+",
"FCF",
"produced",
"the",
"least",
"error",
"RMSE",
",",
"whereas",
"for",
"the",
"case",
"of",
"the",
"Sports",
"Hall",
",",
"a",
"primary",
"RF",
"feature",
"based",
"on",
"FCF",
"has",
"the",
"best",
"performance",
"."
] |
[
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,
1,
4,
4,
4,
1,
3,
4,
4
] | [
"Compared",
"to",
"this",
"work",
"that",
"treats",
"the",
"simplest",
"DC",
"model",
"(",
"thus",
"ignoring",
"reactive",
"power",
"flows",
"and",
"currents",
")",
",",
"we",
"set",
"our",
"work",
"on",
"more",
"involved",
"extended",
"DC",
"model",
"as",
"an",
"intermediate",
"but",
"insightful",
"step",
"towards",
"deriving",
"BP",
"solution",
"for",
"the",
"AC",
"SE",
"model",
"."
] |
[
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
] | [
"He",
"was",
"a",
"programmer",
"and",
"analyzer",
"in",
"exploration",
"directorate",
"section",
"at",
"National",
"Iranian",
"Oil",
"Company",
"(",
"NIOC",
")",
"and",
"Tidewater",
"Co.",
"in",
"Iran",
"from",
"2008",
"-",
"2013",
",",
"respectively",
"."
] |
[
4,
4,
4,
0,
2,
4,
1,
4,
4,
0,
2,
4,
1,
4,
4,
4,
4,
4,
4,
1,
4,
4,
4,
4,
4,
4,
4
] | [
"We",
"further",
"introduce",
"uncertainty",
"quantification",
"(",
"UQ",
")",
"and",
"sensitivity",
"analysis",
"(",
"SA",
")",
"to",
"study",
"the",
"impact",
"of",
"MR",
"on",
"the",
"production",
"process",
"risk",
"analysis",
"."
] |
[
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
0,
2,
2,
4,
1,
4,
4
] | [
"To",
"implement",
"the",
"topic",
"models",
"of",
"the",
"agents",
"we",
"employ",
"Latent",
"Dirichlet",
"Allocation",
"(",
"LDA",
")",
"."
] |
[
4,
4,
4,
4,
4,
4,
1,
4,
1,
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
] | [
"Lee",
"and",
"Verleysen",
"also",
"show",
"how",
"TC",
",",
"MRRE",
",",
"and",
"LCMC",
"are",
"similar",
"to",
"penalizing",
"different",
"portions",
"of",
"the",
"co",
"-",
"ranking",
"matrix",
"and",
"go",
"on",
"to",
"offer",
"the",
"co",
"-",
"ranking",
"matrix",
"as",
"a",
"framework",
"for",
"future",
"development",
"of",
"dimensionality",
"reduction",
"quality",
"metrics",
"."
] |
[
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
] | [
"Recent",
"methods",
"that",
"use",
"Recurrent",
"Neural",
"Networks",
"(",
"RNN",
")",
"to",
"handle",
"raw",
"skeletons",
"only",
"focus",
"on",
"the",
"contextual",
"dependency",
"in",
"the",
"temporal",
"domain",
"and",
"neglect",
"the",
"spatial",
"configurations",
"of",
"articulated",
"skeletons",
"."
] |
[
4,
4,
4,
4,
4,
0,
2,
2,
2,
4,
1,
3,
3,
4,
4,
4,
4,
4,
4,
4,
4,
4,
1,
4,
4,
4
] | [
"The",
"experimental",
"study",
"showed",
"that",
"hierarchical",
"learning",
"vector",
"quantization",
"(",
"Hierarchical",
"-",
"LVQ1",
")",
"is",
"more",
"efficient",
"than",
"other",
"approaches",
"such",
"as",
"SOM",
"and",
"LVQ1",
"."
] |
[
4,
4,
4,
4,
4,
4,
4,
1,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4
] | [
"Our",
"approach",
"is",
"successfully",
"applied",
"to",
"common",
"RS",
"images",
"with",
"two",
"representative",
"state",
"of",
"the",
"art",
"deep",
"nets",
"."
] |
[
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,
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
] | [
"Real",
"datasets",
":",
"Demonstration",
"of",
"FSS",
"with",
"a",
"user",
"given",
"threshold",
"and",
"comparison",
"to",
"RFECV",
"and",
"ReliefF",
"For",
"a",
"user",
"given",
"feature",
"size",
",",
"say",
",",
"with",
"due",
"justification",
"in",
"terms",
"of",
"SVEA",
",",
"our",
"scheme",
"can",
"identify",
"the",
"sized",
"feature",
"set",
"with",
"best",
"test",
"accuracy",
"based",
"on",
"the",
"ranking",
"of",
"the",
"SVEA",
"values",
"."
] |
[
0,
2,
2,
4,
1,
4,
4,
4,
4,
4,
4,
4,
4,
4
] | [
"Principal",
"component",
"analysis",
"(",
"PCA",
")",
"is",
"then",
"applied",
"to",
"whiten",
"the",
"features",
"."
] |
[
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
] | [
"Recently",
"proposed",
"Permutation",
"Invariant",
"Training",
"(",
"PIT",
")",
"trains",
"a",
"neural",
"network",
"that",
"separates",
"the",
"speaker",
"-",
"specific",
"speech",
"signals",
",",
"and",
"then",
"determines",
"the",
"best",
"output",
"-",
"label",
"assignment",
"which",
"minimizes",
"the",
"separation",
"error",
"."
] |
[
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,
0,
2,
2,
4,
1,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4
] | [
"Despite",
"the",
"impressive",
"denoising",
"results",
"with",
"these",
"innovative",
"network",
"structures",
",",
"they",
"fall",
"into",
"a",
"category",
"of",
"an",
"end",
"-",
"to",
"-",
"end",
"network",
"that",
"typically",
"uses",
"the",
"mean",
"squared",
"error",
"(",
"MSE",
")",
"between",
"the",
"network",
"output",
"and",
"the",
"ground",
"truth",
"as",
"the",
"loss",
"function",
"."
] |
[
4,
1,
4,
4,
4,
4,
0,
2,
2,
4,
1,
4,
4,
4,
4,
4,
4,
4
] | [
"This",
"FPRAS",
"is",
"based",
"on",
"the",
"Multilevel",
"Splitting",
"algorithm",
"(",
"MSA",
")",
"used",
"in",
"rare",
"event",
"analysis",
"."
] |
[
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
] | [
"In",
",",
"they",
"also",
"found",
"that",
"Convolutional",
"Neural",
"Networks",
"(",
"CNNs",
")",
"were",
"more",
"prevalent",
"in",
"the",
"medical",
"imaging",
"analysis",
",",
"with",
"end",
"-",
"to",
"-",
"end",
"trained",
"CNNs",
"becoming",
"the",
"preferred",
"approach",
"."
] |
[
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,
0,
2,
2,
2,
4,
1,
4,
4,
4
] | [
"Based",
"on",
"the",
"findings",
"in",
",",
"if",
"the",
"state",
"transition",
"follows",
"a",
"Dirichlet",
"distribution",
"in",
"a",
"positive",
"system",
",",
"it",
"will",
"lead",
"to",
"a",
"model",
"being",
"asymptotically",
"stable",
"i.e.",
"it",
"will",
"be",
"Bounded",
"Input",
"Bounded",
"Output",
"(",
"BIBO",
")",
"stable",
"."
] |
[
4,
1,
4,
4,
4,
4,
0,
2,
2,
4,
1,
4,
4,
4,
4,
4,
4,
4
] | [
"This",
"FPRAS",
"is",
"based",
"on",
"the",
"Multilevel",
"Splitting",
"algorithm",
"(",
"MSA",
")",
"used",
"in",
"rare",
"event",
"analysis",
"."
] |
[
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
] | [
"Another",
"approach",
"to",
"characterizing",
"regime",
"structure",
"that",
"makes",
"use",
"of",
"both",
"the",
"instantaneous",
"state",
"and",
"the",
"recent",
"past",
"of",
"the",
"system",
"is",
"Hidden",
"Markov",
"Model",
"(",
"HMM",
")",
"analysis",
"."
] |
[
4,
4,
4,
4,
4,
4,
1,
4,
1,
3,
4,
0,
2,
2,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
1,
4,
4
] | [
"in",
"may",
"be",
"basic",
"as",
"strong",
"AI",
",",
"Graph",
"NNs",
"(",
"Graph",
"Neural",
"Networks",
")",
"and",
"Relational",
"Networks",
",",
"also",
",",
"may",
"be",
"the",
"hotspot",
"of",
"the",
"next",
"Deep",
"Learning",
"and",
"AI",
"algorithm",
"."
] |
[
4,
4,
4,
4,
4,
4,
4,
0,
2,
4,
1,
4,
4,
4,
4,
4
] | [
"To",
"decrease",
"pilot",
"overhead",
",",
"we",
"assume",
"pilot",
"reuse",
"(",
"PR",
")",
"among",
"D2D",
"pairs",
"."
] |
[
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
] | [
"The",
"average",
"Total",
"Fixation",
"on",
"high",
"scores",
"as",
"defined",
"previously",
"was",
"calculated",
"by",
"summing",
"the",
"fixations",
"on",
"high",
"scores",
"for",
"a",
"participant",
"and",
"dividing",
"by",
"the",
"number",
"of",
"interactions",
"the",
"participant",
"was",
"exposed",
"to",
"throughout",
"the",
"game",
"play",
"labelled",
"in",
"the",
"model",
"as",
"\"",
"App",
"Fix",
"Lib",
"\"",
"and",
"\"",
"App",
"Fix",
"OH",
"\"",
"in",
"Table",
"."
] |
[
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,
1,
4,
4,
4,
4,
4,
4,
4,
4
] | [
"Deep",
"learning",
"models",
"became",
"feasible",
"relatively",
"recently",
",",
"after",
"the",
"introduction",
"of",
"large",
"publicly",
"available",
"datasets",
",",
"of",
"graphics",
"processing",
"units",
"(",
"GPUs",
")",
",",
"and",
"of",
"training",
"algorithms",
"that",
"exploit",
"GPUs",
"to",
"efficiently",
"handle",
"large",
"amounts",
"of",
"data",
"."
] |
[
4,
4,
4,
4,
4,
4,
4,
0,
2,
4,
1,
4,
1,
4,
4,
4
] | [
"2017",
",",
"pages",
"148",
"-",
"167",
",",
"New",
"York",
",",
"NY",
",",
"USA",
",",
"2017",
"."
] |
[
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
] | [
"It",
"is",
"calculated",
"using",
"probabilistic",
"context",
"free",
"grammar",
"(",
"PCFG",
")",
"scores",
"and",
"the",
"probabilities",
"of",
"next",
"sentence",
"calculated",
"with",
"bi",
"-",
"gram",
"language",
"model",
"."
] |
[
0,
2,
4,
1,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
1,
4,
4,
4,
4,
4,
4
] | [
"Contention",
"Resolution",
"(",
"CR",
")",
"This",
"module",
"receives",
"a",
"stream",
"of",
"key",
"-",
"value",
"events",
"from",
"one",
"or",
"more",
"VA",
"instances",
",",
"grouped",
"by",
"key",
"."
] |
[
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
] | [
"However",
",",
"on",
"small",
"graphs",
"with",
"a",
"few",
"thousand",
"nodes",
"and",
"edges",
",",
"it",
"appears",
"that",
"struc2vec",
"'s",
"use",
"of",
"dynamic",
"time",
"warping",
"(",
"DTW",
")",
"better",
"handles",
"misalignment",
"of",
"degree",
"sequences",
"from",
"noise",
"because",
"it",
"is",
"a",
"nonlinear",
"alignment",
"scheme",
"."
] |
[
4,
4,
4,
4,
4,
4,
4,
0,
2,
2,
4,
1,
4,
4,
4,
4,
4,
4
] | [
"but",
"more",
"general",
"basis",
"extraction",
"methods",
"like",
"Proper",
"Orthogonal",
"Decomposition",
"(",
"POD",
")",
"could",
"be",
"used",
"Hesthaven2016",
"."
] |
[
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
1,
4,
4,
4,
0,
2,
2,
4,
1,
4,
4,
4,
4,
4,
4
] | [
"In",
"addition",
"we",
"propose",
"both",
"achievability",
"and",
"converse",
"proof",
"so",
"as",
"to",
"show",
"that",
"this",
"is",
"the",
"DoF",
"rate",
"region",
"of",
"blind",
"interference",
"alignment",
"(",
"BIA",
")",
"with",
"staggered",
"antenna",
"switching",
"."
] |
[
4,
4,
4,
4,
4,
4,
4,
4,
0,
2,
4,
1,
4,
4,
4
] | [
"Following",
"the",
"previous",
"work",
",",
"we",
"use",
"the",
"average",
"precision",
"(",
"AP",
")",
"metric",
"."
] |
[
4,
4,
4,
4,
4,
1,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4
] | [
"On",
"the",
"other",
"hand",
",",
"NR",
"permits",
"the",
"use",
"of",
"different",
"numerologies",
"related",
"to",
"specific",
"carrier",
"spacing",
"."
] |
[
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
] | [
"The",
"graphs",
"in",
"the",
"second",
"column",
"show",
"the",
"consistent",
"superiority",
"of",
"the",
"meta",
"models",
"using",
"RF",
"method",
"as",
"a",
"relevator",
":",
"for",
"all",
"the",
"tasks",
",",
"these",
"methods",
"achieve",
"the",
"lowest",
"values",
"of",
"the",
"objective",
"function",
"."
] |
[
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
] | [
"The",
"graphs",
"in",
"the",
"second",
"column",
"show",
"the",
"consistent",
"superiority",
"of",
"the",
"meta",
"models",
"using",
"RF",
"method",
"as",
"a",
"relevator",
":",
"for",
"all",
"the",
"tasks",
",",
"these",
"methods",
"achieve",
"the",
"lowest",
"values",
"of",
"the",
"objective",
"function",
"."
] |
[
0,
2,
4,
1,
4,
4,
4,
4,
4,
4,
4,
1,
4,
4,
4,
4,
4,
4,
4,
4,
4
] | [
"Standard",
"deviation",
"(",
"SD",
")",
"performance",
"of",
"--fold",
"tuning",
"on",
"the",
"IMDB",
"dataset",
"over",
"different",
"partitions",
"(",
"3",
"s.f",
")",
"."
] |
[
4,
1,
4,
4,
0,
2,
2,
4,
1,
4,
4,
4,
4,
4,
4,
4,
4,
4
] | [
"In",
"SA",
"tasks",
",",
"Pearson",
"correlation",
"coefficient",
"(",
"PCC",
")",
"is",
"one",
"of",
"the",
"most",
"used",
"metrics",
"."
] |
[
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
] | [
"Obfuscating",
"the",
"RTL",
"code",
"with",
"a",
"finite",
"state",
"machine",
"(",
"FSM",
")",
"has",
"also",
"been",
"proposed",
",",
"where",
"the",
"code",
"later",
"traversed",
"with",
"a",
"key",
"sequence",
"or",
"code",
"-",
"word",
"."
] |
[
4,
4,
4,
4,
1,
4,
4,
4,
4,
4,
1,
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
] | [
"Their",
"paper",
"showcases",
"that",
"LR",
"gradients",
"(",
"and",
"their",
"combined",
"TP",
"gradients",
")",
"do",
"not",
"suffer",
"from",
"the",
"curse",
"of",
"chaos",
"(",
"or",
"exploding",
"gradients",
")",
",",
"whereas",
"RP",
"gradients",
"require",
"a",
"very",
"large",
"number",
"of",
"rollouts",
"to",
"accurately",
"estimate",
"the",
"gradients",
",",
"even",
"for",
"simple",
"problems",
"."
] |
[
4,
1,
3,
4,
4,
4,
4,
4,
4,
4,
4,
1,
4,
4,
4,
1,
4,
4,
4,
4,
4,
4,
4,
4,
4,
1,
4,
1,
4,
4,
4
] | [
"In",
"LTE",
"DC",
",",
"the",
"control",
"plane",
"for",
"a",
"dual",
"connected",
"UE",
"resides",
"in",
"the",
"MN",
",",
"and",
"its",
"user",
"plane",
"can",
"be",
"handled",
"by",
"MN",
",",
"SN",
"or",
"both",
"."
] |
[
4,
1,
4,
4,
4,
4,
4,
4,
1,
3,
3,
4,
4,
4,
0,
2,
2,
4,
1,
4,
4,
4,
4,
4,
4
] | [
"Those",
"STAs",
"who",
"are",
"not",
"included",
"in",
"the",
"MU",
"-",
"RTS",
"will",
"set",
"the",
"Network",
"Allocation",
"Vector",
"(",
"NAV",
")",
"to",
"defer",
"their",
"transmissions",
"."
] |
[
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
] | [
"We",
"use",
"mini",
"-",
"batch",
"stochastic",
"gradient",
"descent",
"(",
"SGD",
")",
"to",
"learn",
"the",
"model",
"parameters",
"with",
"a",
"fixed",
"weight",
"decay",
"of",
",",
"momentum",
"of",
"0.9",
",",
"and",
"a",
"batch",
"size",
"of",
"15",
"for",
"network",
"training",
"."
] |
[
4,
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,
4
] | [
"They",
"managed",
"to",
"identify",
"the",
"language",
"of",
"the",
"tweets",
"with",
"96.2",
"accuracy",
"using",
"a",
"logistic",
"regression",
"(",
"LR",
")",
"classifier",
"with",
"up",
"to",
"4-grams",
"of",
"characters",
"."
] |
[
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
] | [
"Following",
"the",
"official",
"evaluation",
"metrics",
",",
"we",
"use",
"recall",
"at",
"10",
"(",
"R@10",
")",
"and",
"mean",
"reciprocal",
"rank",
"(",
"MRR",
")",
"to",
"report",
"the",
"performance",
"of",
"our",
"models",
"."
] |
[
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,
1,
4,
4
] | [
"Five",
"TFs",
"are",
"considered",
"and",
"could",
"rotate",
"the",
"facial",
"patch",
"by",
"90",
"and",
"180",
"degrees",
",",
"translate",
"it",
",",
"shift",
"it",
"and",
"transformed",
"it",
"with",
"ZCA",
"whitening",
"."
] |
[
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,
0,
2,
4,
1,
4,
4,
0,
2,
2,
4,
1,
4,
4,
0,
2,
4,
1,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4
] | [
"It",
"is",
"a",
"balance",
"between",
"the",
"efficiency",
"in",
"the",
"execution",
"of",
"computations",
"on",
"the",
"one",
"hand",
"and",
"security",
"in",
"the",
"implementation",
"of",
"the",
"features",
"of",
"the",
"signature",
"principle",
"that",
"depend",
"on",
"preimage",
"resistant",
"(",
"PR",
")",
",",
"second",
"preimage",
"resistant",
"(",
"SPR",
")",
",",
"collision",
"resistant",
"(",
"CR",
")",
"and",
"mixing",
"-",
"transformation",
"on",
"the",
"other",
"hand",
"."
] |
[
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
1,
4,
4,
4,
1,
3,
4,
4
] | [
"We",
"now",
"describe",
"four",
"patterns",
"involved",
"(",
"with",
"a",
"different",
")",
"in",
"achieving",
"the",
"DoF",
"capacity",
"of",
"the",
"MIMO",
"mRC",
"with",
"."
] |
[
4,
1,
3,
3,
4,
1,
4,
1,
4,
4,
4,
0,
2,
2,
4,
4,
0,
2,
4,
0,
2,
4,
4,
4,
4
] | [
"Here",
"Comp",
"-",
"Agg",
"+",
"LM",
"+",
"LC",
"refers",
"to",
"a",
"Compare",
"-",
"Aggregate",
"model",
"with",
"Language",
"Modeling",
"and",
"Latent",
"Clustering",
"as",
"proposed",
"in",
"."
] |
[
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,
1,
4
] | [
"SubTARs",
"do",
"not",
"only",
"define",
"a",
"partitioning",
"scheme",
"for",
"a",
"TAR",
",",
"but",
"also",
"serve",
"as",
"a",
"way",
"to",
"allow",
"users",
"to",
"specify",
"the",
"details",
"about",
"how",
"their",
"data",
"is",
"laid",
"out",
",",
"avoiding",
"costly",
"data",
"transformations",
"and",
"rearrangements",
"during",
"ingestion",
"into",
"the",
"DBMS",
"."
] |
[
4,
4,
1,
4,
4,
4,
4,
4,
4,
4,
1,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
1,
4,
4,
4,
4,
4
] | [
"The",
"OpenAI",
"GPT",
"is",
"still",
"a",
"unidirectional",
"language",
"model",
"while",
"BERT",
"is",
"trained",
"to",
"be",
"bidirectional",
"with",
"two",
"novel",
"prediction",
"tasks",
",",
"Masked",
"LM",
"and",
"Next",
"Sentence",
"Prediction",
"."
] |
[
4,
4,
4,
4,
1,
4,
1,
4
] | [
"Names",
"are",
"anonymized",
"as",
"AA",
"and",
"BB",
"."
] |
[
4,
4,
4,
4,
4,
4,
4,
4,
1,
4,
4,
4,
4,
4,
0,
2,
4,
1,
4,
4,
4,
4,
4,
4,
4,
4
] | [
"It",
"uses",
"representations",
"from",
"a",
"bi",
"-",
"directional",
"LSTM",
"that",
"is",
"trained",
"with",
"a",
"language",
"model",
"(",
"LM",
")",
"objective",
"on",
"a",
"large",
"text",
"dataset",
"."
] |
[
4,
4,
4,
4,
4,
4,
4,
1,
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
] | [
"It",
"is",
"known",
"that",
"this",
"problem",
"is",
"NP",
"-",
"complete",
",",
"therefore",
"researchers",
"have",
"proposed",
"an",
"Iterative",
"Hungarian",
"Method",
"(",
"IHM",
")",
"to",
"obtain",
"a",
"near",
"-",
"optimal",
"solution",
"for",
"this",
"problem",
"."
] |
[
4,
4,
4,
4,
4,
1,
4,
4,
4
] | [
"Let",
"be",
"a",
"perfectly",
"superlinear",
"PSP",
"and",
"let",
"."
] |
[
4,
4,
4,
4,
4,
4,
4,
1,
4,
4,
4,
4,
4,
1,
0,
2,
2,
2,
2,
4,
1,
4,
4
] | [
"In",
"order",
"to",
"distinguish",
"from",
"the",
"conventional",
"DLPP",
",",
"we",
"name",
"this",
"modified",
"DLPP",
"Class",
"Scattering",
"Locality",
"Preserving",
"Projections",
"(",
"CSLPP",
")",
"."
] |
[
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
] | [
"From",
"this",
"point",
"of",
"view",
";",
"sensitivity",
",",
"precision",
",",
"specificity",
",",
"matthews",
"correlation",
"coefficient",
"(",
"MCC",
")",
"performances",
"measurements",
"were",
"obtained",
"from",
"confusion",
"matrices",
"."
] |
[
4,
4,
4,
4,
4,
4,
4,
4,
0,
2,
4,
1,
4,
4,
4
] | [
"Following",
"the",
"previous",
"work",
",",
"we",
"use",
"the",
"average",
"precision",
"(",
"AP",
")",
"metric",
"."
] |
[
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
] | [
"The",
"cost",
"-",
"optimal",
"encoding",
"ladder",
"configuration",
"problem",
"is",
"then",
"solved",
"using",
"the",
"formulated",
"integer",
"linear",
"programming",
"(",
"ILP",
")",
"algorithm",
"by",
"considering",
"practical",
"constraints",
"."
] |
[
4,
4,
1,
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,
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
] | [
"The",
"proposed",
"SRWNN",
"was",
"shown",
"to",
"be",
"more",
"accurate",
"than",
"its",
"ancestor",
"wavelet",
"neural",
"network",
"(",
"WNN",
")",
"for",
"both",
"building",
"-",
"level",
"load",
"forecasting",
"(",
"e.g.",
",",
"a",
"694",
"kW",
"peak",
"education",
"building",
"in",
"British",
"Columbia",
",",
"Canada",
")",
"and",
"state-",
"or",
"province",
"-",
"level",
"load",
"forecasting",
"(",
"e.g.",
",",
"British",
"Columbia",
"and",
"California",
")",
"."
] |
[
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
0,
2,
2,
2,
2,
4,
1,
4,
4,
4,
4,
4,
4
] | [
"To",
"improve",
"Chinese",
"word",
"representations",
"with",
"sub",
"-",
"word",
"information",
",",
"character",
"-",
"enhanced",
"word",
"embedding",
"(",
"CWE",
")",
"in",
"Section",
"is",
"proposed",
"."
] |
[
4,
4,
4,
4,
4,
0,
2,
4,
1,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
1,
4,
4,
4
] | [
"Ideally",
",",
"the",
"interfaces",
"take",
"natural",
"language",
"(",
"NL",
")",
"sentences",
"(",
"e.g.",
"\"",
"which",
"scientist",
"graduate",
"from",
"a",
"university",
"located",
"in",
"USA",
"?",
"\"",
")"
] |
[
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
1,
4
] | [
"Nodes",
"denote",
"drugs",
"involved",
"in",
"at",
"least",
"one",
"co",
"-",
"administration",
"known",
"to",
"be",
"a",
"DDI",
"."
] |
[
4,
0,
2,
2,
2,
2,
2,
4,
1,
4,
4
] | [
"is",
"Grassmannian",
"Robust",
"Adaptive",
"Subspace",
"Tracking",
"Algorithm",
"(",
"GRASTA",
")",
"."
] |
[
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,
2,
4,
1,
4,
4,
4
] | [
"Although",
"the",
"current",
"version",
"of",
"the",
"algorithm",
"takes",
"a",
"point",
"cloud",
"as",
"input",
",",
"it",
"would",
"be",
"easy",
"to",
"modify",
"it",
"to",
"take",
"a",
"truncated",
"signed",
"distance",
"function",
"(",
"TSDF",
")",
"instead",
"."
] |
[
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
] | [
"Of",
"the",
"several",
"popular",
"techniques",
"for",
"color",
"normalization",
",",
"structure",
"preserving",
"color",
"normalization",
"(",
"SPCN",
")",
"is",
"well",
"-",
"motivated",
",",
"convincingly",
"tested",
",",
"and",
"published",
"with",
"its",
"code",
"base",
"."
] |
[
4,
4,
4,
4,
4,
4,
4,
4,
4,
1,
4,
4,
4,
4,
4,
4,
4,
1,
4,
4,
4,
4,
4,
4,
4,
4,
1,
4,
4,
4,
4,
4
] | [
"However",
",",
"major",
"breakthroughs",
"have",
"been",
"made",
"in",
"practical",
"FD",
"system",
"setups",
"and",
"that",
"show",
"that",
"the",
"SI",
"can",
"be",
"partially",
"cancelled",
"to",
"within",
"a",
"few",
"dB",
"of",
"the",
"noise",
"floor",
"."
] |
[
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
0,
2,
4,
1,
4,
4,
4
] | [
"Recent",
"bug",
"localization",
"techniques",
"can",
"be",
"classified",
"into",
"two",
"broad",
"families",
"-",
"spectra",
"based",
"and",
"information",
"retrieval",
"(",
"IR",
")",
"based",
"."
] |
[
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,
0,
2,
2,
2,
4,
1,
4,
4
] | [
"The",
"first",
"part",
"is",
"a",
"reweighted",
"optimization",
",",
"where",
"is",
"usually",
"known",
"as",
"the",
"loss",
"function",
"in",
"a",
"neural",
"network",
"as",
"mean",
"square",
"error",
"(",
"MSE",
")",
"and",
"root",
"mean",
"square",
"error",
"(",
"RMSE",
")",
"."
] |
[
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
] | [
"The",
"simplest",
"definition",
"of",
"the",
"'",
"climate",
"'",
"of",
"the",
"L96",
"system",
"is",
"the",
"probability",
"density",
"function",
"(",
"PDF",
")",
"of",
"the",
"individual",
"values",
"."
] |
[
4,
4,
1,
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,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4
] | [
"In",
"common",
"CV",
"applications",
"such",
"as",
"advanced",
"driver",
"assistance",
"systems",
"(",
"ADAS",
")",
",",
"the",
"system",
"captures",
"images",
"intended",
"to",
"be",
"consumed",
"solely",
"by",
"vision",
"processing",
"algorithms",
"and",
"generally",
"not",
"intended",
"to",
"be",
"viewed",
"by",
"humans(Perhaps",
"with",
"the",
"exception",
"of",
"debugging",
"and",
"development",
"purposes",
".",
")",
"."
] |
[
0,
2,
4,
1,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4
] | [
"Expectation",
"maximization",
"(",
"EM",
")",
"is",
"the",
"most",
"important",
"and",
"robust",
"technique",
"for",
"working",
"with",
"these",
"data",
"sets",
"."
] |
[
4,
4,
4,
0,
2,
2,
2,
4,
1,
4,
4
] | [
"and",
"trained",
"using",
"Stochastic",
"Gradient",
"Variational",
"Bayes",
"(",
"SGVB",
")",
"."
] |
[
4,
4,
4,
4,
4,
0,
2,
4,
1,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4
] | [
"Tucker",
"and",
"its",
"special",
"case",
"Canonical",
"Polyadic",
"(",
"CP",
")",
"decompositions",
"are",
"examples",
"that",
"factor",
"a",
"N",
"-",
"dimensional",
"tensor",
"into",
"lower",
"dimensional",
"factors",
"."
] |
[
4,
4,
4,
4,
4,
4,
4,
4,
0,
2,
4,
1,
4,
4,
4,
4,
4,
4,
0,
2,
2,
4,
1,
4,
4
] | [
"For",
"these",
"cases",
"presented",
"a",
"variant",
"of",
"the",
"Orienteering",
"Problem",
"(",
"OP",
")",
"for",
"persistent",
"monitoring",
"tasks",
"using",
"Unmanned",
"Aerial",
"Vehicles",
"(",
"UAVs",
")",
"."
] |
[
4,
4,
4,
4,
4,
4,
4,
0,
2,
2,
2,
4,
1,
4,
4,
4,
4,
4,
0,
2,
4,
1,
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
] | [
"We",
"acknowledge",
"the",
"financial",
"support",
"of",
"the",
"Future",
"and",
"Emerging",
"Technologies",
"(",
"FET",
")",
"programme",
"within",
"the",
"Seventh",
"Framework",
"Programme",
"(",
"FP7",
")",
"for",
"Research",
"of",
"the",
"European",
"Commission",
",",
"under",
"the",
"FP7",
"FET",
"-",
"Proactive",
"Call",
"8",
"-",
"DyMCS",
",",
"Grant",
"Agreement",
"TOPDRIM",
",",
"number",
"FP7-ICT-318121",
"."
] |
[
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
] | [
"What",
"can",
"be",
"done",
"is",
"to",
"compute",
"the",
"Inverse",
"Discrete",
"Wavelet",
"Transform",
"(",
"IDWT",
")",
"for",
"each",
"level",
",",
"and",
"using",
"them",
"as",
"the",
"multiresolution",
"representation",
"."
] |
[
4,
4,
0,
2,
2,
4,
1,
4,
4,
4,
4,
4,
4,
4,
4
] | [
"Finally",
"a",
"support",
"vector",
"machine",
"(",
"SVM",
")",
"classifies",
"the",
"candidates",
"into",
"different",
"views",
"."
] |
[
4,
0,
2,
4,
1,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4
] | [
"applied",
"evidence",
"theory",
"(",
"ET",
")",
"to",
"fuse",
"hybrid",
"uncertain",
"factors",
"on",
"the",
"solutions",
"of",
"uncertain",
"power",
"flow",
"and",
"optimal",
"power",
"flow",
"."
] |
[
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
] | [
"The",
"authors",
"in",
"derived",
"the",
"secrecy",
"mutual",
"information",
"of",
"SM",
"with",
"finite",
"alphabet",
"input",
"and",
"proposed",
"a",
"precoding",
"scheme",
"to",
"improve",
"security",
"for",
"SM",
"or",
"space",
"shift",
"keying",
"(",
"SSK",
")",
"systems",
"in",
"."
] |
[
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
0,
2,
2,
2,
4,
1,
4,
4,
0,
2,
2,
2,
4,
1,
4,
4
] | [
"B",
":",
"They",
"train",
"a",
"CNN",
"to",
"model",
"spoofing",
"configuration",
"on",
"tandem",
"features",
"obtained",
"by",
"combining",
"Constant",
"Q",
"Cepstral",
"Coefficient",
"(",
"CQCC",
")",
"with",
"High",
"Frequency",
"Cepstral",
"Coefficient",
"(",
"HFCC",
")",
"."
] |
[
4,
4,
0,
2,
2,
2,
4,
1,
3,
4,
4
] | [
"4",
")",
"Adversarial",
"Bayesian",
"Neural",
"Network",
"(",
"AT",
"BNN",
")",
"."
] |
[
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,
1,
3,
3,
4,
4,
4,
4,
4,
4,
4,
1,
3,
3,
4,
4,
4
] | [
"In",
"the",
"first",
"phase",
",",
"we",
"examined",
"how",
"differences",
"in",
"the",
"vector",
"space",
"representations",
"might",
"affect",
"the",
"performance",
"of",
"the",
"ranking",
"methods",
",",
"comparing",
"the",
"binary",
",",
"TF",
",",
"and",
"TF",
"-",
"IDF",
"representations",
"in",
"combination",
"with",
"either",
"threshold",
"or",
"T",
"-",
"SVD",
"feature",
"reduction",
"."
] |
[
4,
0,
2,
2,
4,
1,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4
] | [
"utilized",
"Elliptic",
"Curve",
"Cryptography",
"(",
"ECC",
")",
"to",
"propose",
"an",
"identity",
"-",
"based",
"key",
"establishment",
"protocol",
"for",
"SMIs",
"."
] |
[
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
] | [
"The",
"scenes",
"are",
"rendered",
"using",
"a",
"modified",
"version",
"of",
"the",
"ray",
"-",
"tracing",
"software",
"described",
"in",
"Physically",
"Based",
"Ray",
"Tracing",
"(",
"PBRT",
")",
"and",
"implemented",
"as",
"a",
"Docker",
"container(https://hub.docker.com",
"/",
"u",
"/",
"vistalab",
")",
"."
] |
[
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
0,
2,
2,
4,
1,
4,
4,
4,
4,
4
] | [
"A",
"new",
"architecture",
"of",
"cascaded",
"networks",
"is",
"proposed",
"to",
"learn",
"a",
"convolutional",
"neural",
"network",
"(",
"CNN",
")",
"under",
"such",
"conditions",
"."
] |
[
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
0,
2,
4,
1,
4,
4,
4,
4,
1,
4,
4
] | [
"The",
"mean",
"value",
"of",
"recall",
"and",
"precision",
"from",
"IoU",
"0.5",
"to",
"0.95",
"is",
"known",
"as",
"average",
"recall",
"(",
"AR",
")",
"and",
"precision",
"(",
"AP",
")",
"."
] |
[
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
0,
2,
4,
1,
4,
4,
4,
4,
4
] | [
"We",
"will",
"also",
"consider",
"deterministic",
"normalization",
"techniques",
",",
"that",
"do",
"not",
"depend",
"on",
"the",
"selection",
"of",
"random",
"batches",
":",
"weight",
"normalization",
"(",
"WN",
")",
"and",
"analytic",
"normalization",
"."
] |
[
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
0,
2,
4,
1,
4,
4,
4,
4,
4,
4
] | [
"Overly",
"specific",
"constituents",
"that",
"mix",
"multiple",
"-",
"potentially",
"semantically",
"unrelated",
"-",
"propositions",
"are",
"difficult",
"to",
"handle",
"for",
"downstream",
"applications",
",",
"such",
"as",
"question",
"answering",
"(",
"QA",
")",
"or",
"textual",
"entailment",
"tasks",
"."
] |
[
4,
4,
4,
4,
4,
4,
1,
3,
4,
4,
1,
3,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
1,
4,
4,
4,
4,
4
] | [
"For",
"example",
",",
"just",
"as",
"with",
"IV",
"v2",
",",
"in",
"IV",
"v3",
"the",
"traffic",
"controller",
"must",
"be",
"configured",
"to",
"submit",
"data",
"to",
"the",
"IP",
"address",
"of",
"the",
"server",
"."
] |
[
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,
4,
4,
4,
4,
4,
4,
4,
4,
4,
4,
1,
4,
4
] | [
"PF",
"-",
"fig",
"shows",
"an",
"example",
"of",
"temporal",
"evolutions",
"of",
"currents",
"in",
"the",
"poloidal",
"field",
"(",
"PF",
")",
"coils",
",",
"and",
"and",
"poloidal",
"magnetic",
"flux",
"up",
"to",
"the",
"blip",
"time",
"(",
")",
"of",
"a",
"typical",
"KSTAR",
"discharge",
"."
] |
[
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,
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
] | [
"This",
"improves",
"the",
"system",
"'s",
"performance",
"on",
"unseen",
"relations",
"and",
"entities",
"(",
"sec",
":",
"types",
")",
";",
"the",
"separation",
"of",
"planning",
"from",
"realizations",
"allows",
"the",
"incorporation",
"of",
"a",
"simple",
"output",
"verification",
"heuristic",
"that",
"drastically",
"improves",
"the",
"correctness",
"of",
"the",
"output",
"(",
"sec",
":",
"rerank",
")",
";",
"and",
"finally",
"we",
"incorporate",
"a",
"post",
"-",
"processing",
"referring",
"expression",
"generation",
"(",
"REG",
")",
"component",
",",
"as",
"proposed",
"but",
"not",
"implemented",
"in",
"our",
"previous",
"work",
",",
"to",
"improve",
"the",
"naturalness",
"of",
"the",
"resulting",
"output",
"(",
"sec",
":",
"reg",
")",
"."
] |
[
4,
4,
4,
4,
4,
4,
1,
4,
4,
4,
4,
4,
4,
4,
1,
4,
4,
4,
4,
4,
4,
1,
4,
1,
4,
4,
4,
4,
4,
4,
4,
4
] | [
"There",
"are",
"two",
"main",
"types",
"of",
"NLM",
":",
"feed",
"-",
"forward",
"neural",
"network",
"based",
"LM",
"for",
"tackling",
"data",
"sparsity",
"and",
"recurrent",
"NN",
"based",
"LM",
"for",
"addressing",
"the",
"problem",
"of",
"limited",
"context",
"."
] |
End of preview. Expand
in Dataset Viewer.
- Downloads last month
- 30