PranavaKailash/CyNER-2.0-DeBERTa-v3-base
Token Classification • 0.2B • Updated • 710 • 4
Datasets:
Tasks:
Token Classification
Modalities:
Text
Formats:
parquet
Languages:
English
Size:
10K - 100K
License:
tokens sequencelengths 2 296 | ner_tags sequencelengths 2 296 |
|---|---|
[
"We",
"believe",
"the",
"TelePort",
"Crew",
"Threat",
"Actor",
"is",
"operating",
"out",
"of",
"Russia",
"or",
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"Europe",
"with",
"the",
"groups",
"major",
"motivations",
"appearing",
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"be",
"financial",
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[
"The",
"group",
"behind",
"the",
"OilRig",
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"to",
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"spear-phishing",
"emails",
"with",
"malicious",
"Microsoft",
"Excel",
"documents",
"to",
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"C2"... | [
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[
"A",
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"also",
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"as:",
"Trojan.WebToos.A6",
"Trojan.Gadoopt.Win64.4",
"Trojan/Gadoopt.aa",
"Win64.Backdoor.Gadoopt.b",
"TROJ_WEBTOOS_EL150244.UVPM",
"Win.Trojan.Win64-93",
"BackDoor.Gates.19",
"TROJ_WEBTOOS_EL150244.UVPM",
"TR/Gadoopt.maz",
"Trojan:Win32/WebToos.A",
"... | [
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[
"A",
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",",
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"inserted",
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"strategic",
"points",
"to",
"break",
"up",
"keywords",
":",
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",",
"the",
"delimiter",
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"API",
"OB... | [
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"A",
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"also",
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"as:",
"W32.Clodc4c.Trojan.f31e",
"Win32.Packed.VMProtect.a",
"Trojan.Win32.Zapchast.ajbs",
"Trojan.Win32.Black.elkboj",
"Trojan.Win32.Z.Vmprotbad.242576[h]",
"W32/Trojan.TYMW-2040",
"Trojan/Win32.PcClient.R191990",
"Trojan.VMProtect!",
"Trojan.Win32.VMPro... | [
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[
"Below",
"is",
"a",
"collection",
"of",
"API",
"methods",
"and",
"a",
"brief",
"description",
"around",
"their",
"purpose",
"."
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[
"A",
"backdoor",
"also",
"known",
"as:",
"Win32.Trojan.WisdomEyes.16070401.9500.9952",
"PWS:MSIL/Bahmajip.A"
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[
"HTTP",
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"In",
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"the",
"MQTT",
"communication",
",",
"the",
"app",
"also",
"uses",
"plain",
"text",
"HTTP",
"communication",
"in",
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"to",
"download",
"the",
".dex",
"file",
"and",
"upload",
"collected",
"data",
"."
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"A",
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"also",
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"Worm.Win32.Radminer!O",
"TrojanDropper.Small.PQ4",
"Worm.Radminer.Win32.8",
"Trojan/Radmin.b",
"TROJ_SPNR.03EF12",
"Win32.Trojan.WisdomEyes.16070401.9500.9999",
"W32/Trojan.XJGC-7764",
"Remacc.Radmin",
"TROJ_SPNR.03EF12",
"Dos.Trojan.RAdmin-17",
... | [
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"A",
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"also",
"known",
"as:",
"Trojan.Antavmu.Win32.50",
"Trojan/Antavmu.ejw",
"Trojan.Heur2.RP.E5C8CC",
"Win32.Trojan.WisdomEyes.16070401.9500.9564",
"W32/Trojan2.IKTO",
"Downloader.Trojan",
"Win.Trojan.Antavmu-74",
"Trojan-Downloader.Win32.Murlo.vqg",
"Trojan.Win32.Antavmu.wse... | [
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[
"]",
"today",
"svcws",
"[",
"."
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[
"Figure",
"4",
":",
"Loader",
"calls",
"initialization",
"method",
"Technical",
"Analysis",
"–",
"Core",
"Module",
"With",
"the",
"main",
"purpose",
"of",
"spreading",
"the",
"infection",
",",
"“",
"Agent",
"Smith",
"”",
"implements",
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"core... | [
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[
"Control",
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[
"A",
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[
"Once",
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"permission",
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"hides",
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"icon",
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"list",
"then",
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"."
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[
"The",
"most",
"advanced",
"mobile",
"malicious",
"programs",
"today",
"are",
"Trojans",
"targeting",
"users",
"’",
"bank",
"accounts",
"–",
"the",
"most",
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"earnings",
"."
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[
"The",
"name",
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"version",
"information",
"which",
"is",
"the",
"same",
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"dotRunpeX",
"versions,",
"consistent",
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"samples",
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"and",
"containing",
"ProductName",
... | [
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[
"The",
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"wrote",
":",
"While",
"profit",
"is",
"powerful",
"motivation",
"for",
"any",
"attacker",
",",
"Yingmob",
"’",
"s",
"apparent",
"self-sufficiency",
"and",
"organizational",
"structure",
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[
"If",
"you",
"want",
"to",
"know",
"more",
"about",
"them",
"—",
"our",
"researchers",
"have",
"an",
"article",
"about",
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"on",
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"."
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[
"A",
"backdoor",
"also",
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"as:",
"TROJ_DROPPER.FK",
"Win32.Trojan.WisdomEyes.16070401.9500.9995",
"Infostealer.Gampass",
"TROJ_DROPPER.FK",
"Trojan.Win32.XDR.euxmtw",
"Trojan.MulDrop.18385",
"BehavesLike.Win32.Virut.cc",
"Win32.Infect.a.124448",
"Win32/Trojan.5f3"
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3,
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1,
1,
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[
"Server-side",
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"bridge",
"API",
"obfuscation",
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",",
"the",
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"billing",
"process",
".... | [
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16
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[
"A",
"backdoor",
"also",
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"as:",
"Backdoor.Delfsnif",
"W32/Backdoor2.GYBX",
"Backdoor.Trojan",
"Trojan.Win32.Delphi.bjxrjc",
"BehavesLike.Win32.Rontokbro.dm",
"W32/Backdoor.XFVH-7108",
"Backdoor.Delfsnif",
"Trj/CI.A",
"Win32.Trojan.Crypt.Alih",
"Hoax.Win32.BadJoke.FakeKAV",
"Wi... | [
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[
"However,",
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"have",
"also",
"observed",
"attacks",
"against",
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"nations",
"and",
"beyond,",
"including",
"targets",
"in",
"India",
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"the",
"USA."
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2,
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10
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[
"Others",
"may",
"have",
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"necessary",
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",",
"but",
"are",
"missing",
"the",
"classes",
"containing",
"the",
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"code",
"."
] | [
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[
"The",
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"were",
"found",
"to",
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"the",
"following",
"malware",
"families:",
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"discussed",
"CONFUCIUS_B",
"malware",
"family",
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"backdoor",
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[
"Google",
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"changes",
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"surface",
"."
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[
"The",
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"a",
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"trick",
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"feature",
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"OS",
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[
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[
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"helper",
"app",
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"very",
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"A",
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"as:",
"Trojan/W32.KillAV.60689",
"Packed.Win32.TDSS!O",
"Trojan.KillAV.Win32.3036",
"Trojan/KillAV.caq",
"W32/Trojan2.GLAK",
"Infostealer.Onlinegame",
"Trojan.Win32.KillAV.60689",
"TrojWare.Win32.Patched.KSU",
"Trojan.Click.28899",
"Trojan.1",
"W32/Tr... | [
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"A",
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"as:",
"Win32.Trojan.WisdomEyes.16070401.9500.9979",
"Backdoor.Trojan",
"Win32/Cyreho.A",
"Trojan.DownLoad2.18592",
"W32.Trojan.Trojan-Backdoor-Cele",
"TR/Dldr.Ftp.E",
"Trojan/Win32.Unknown",
"Trojan.Heur.VP.E82FB1",
"Trojan:Win32/Cyreho.A",
"Trojan.VBRA... | [
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[
"Additionally,",
"we",
"have",
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"instances",
"of",
"the",
"IsSpace",
"and",
"TidePool",
"malware",
"families",
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16
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"A",
"backdoor",
"also",
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"Backdoor.Pccontrol.2.1",
"Backdoor.PcControl!Vqgcs0rOUEs",
"PcControl.C",
"Backdoor.Win32.PcControl.21",
"Backdoor.Pccontrol.2.1",
"Trojan.Win32.PcControl.cbiyio",
"Backdoor.Pccontrol.2.1",
"Backdoor.Win32.PcControl.21",
... | [
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1,
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1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1
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[
"A",
"backdoor",
"also",
"known",
"as:",
"Trojan.Bacterio61.A",
"Trojan.Bacterio61.A",
"Trojan.Bacterio61.r3",
"Trojan.Bacterio61.A",
"Trojan.Bacterio61.A",
"Trojan.Bacterio61!xosA0+L/cz0",
"Trojan.Dropper",
"TROJ_BACTERIO.61",
"Trojan.Win32.Bacterio61",
"Trojan.Win32.Bacterio61.fdse",
... | [
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16,
16,
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1,
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"A",
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"Virus.Win32.Patched"
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16,
16,
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[
"Finally",
",",
"the",
"Ashas",
"adware",
"family",
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"its",
"code",
"hidden",
"under",
"the",
"com.google.xxx",
"package",
"name",
"."
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[
"Figure",
"1",
":",
"Landing",
"page",
"for",
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"for",
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"victim",
"’",
"s",
"signatory",
"number",
"and",
"PIN",
"using",
"stolen",
"branding",
"from",
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"Austria",
"Because",
"the",
"actor",
"delivered",
"phishing",
... | [
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[
"A",
"backdoor",
"also",
"known",
"as:",
"HW32.Packed.4CE7",
"Backdoor/W32.Tropoly.C",
"Backdoor.CPEX.Win32.21496",
"Trojan/Inject.aisx",
"Trojan.Heur.E7B492",
"Trojan.Win32.A.Inject.48640.F",
"TrojWare.Win32.Pincav.N",
"Trojan.PWS.Reggin.91",
"BehavesLike.Win32.Ramnit.pc",
"Trojan.Win32... | [
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3,
16,
16,
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1,
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1,
1,
1
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[
"A",
"backdoor",
"also",
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"as:",
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"Trojan.Inject.GK",
"Worm/W32.AutoRun.114688",
"W32/Autorun.worm.dw",
"W32/AutoRun.lrf",
"TROJ_FAM_0000e93.TOMA",
"Win32.Trojan.WisdomEyes.16070401.9500.9992",
"W32/Worm.FWLR-5025",
"Trojan.Minit",
"Win32/Milsni.D",
"TROJ_... | [
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1,
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1,
1,
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1,
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1,
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1,
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1
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[
"A",
"backdoor",
"also",
"known",
"as:",
"LNK.Trojan.3171",
"LNK/Trojan.TPJW-5",
"LNK_ARGULONG.SMLNK",
"HEUR:Trojan.WinLNK.Powecod.a",
"LNK_ARGULONG.SMLNK",
"LNK/Trojan.TPJW-5",
"HEUR:Trojan.WinLNK.Powecod.a",
"Trojan.LNK",
"virus.lnk.powershell.a"
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3,
16,
16,
16,
1,
1,
1,
1,
1,
1,
1,
1,
1
] |
[
"]",
"commediauploader",
"[",
"."
] | [
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9,
1,
9
] |
[
"A",
"backdoor",
"also",
"known",
"as:",
"W32.SasfisB.Worm",
"Win32.Worm.Wukill.D",
"Email-Worm.Win32.Rays!O",
"Worm.WuKill",
"Worm.Rays.Win32.1",
"Worm.Wukill",
"Win32.Worm-Email.Rays.a",
"W32.Wullik@mm",
"Win.Worm.Rays-1",
"Email-Worm.Win32.Rays.d",
"Win32.Worm.Wukill.D",
"Trojan.W... | [
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1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
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[
"The",
"document",
"contains",
"an",
"encoded",
"Visual",
"Basic",
"Script",
"VBScript",
"typical",
"of",
"previous",
"Carbanak",
"malware."
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1,
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16,
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9,
9,
9,
16,
16,
16,
3,
11
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[
"A",
"backdoor",
"also",
"known",
"as:",
"W32/Fynloski.H",
"Win32.Trojan",
"Trojan.MSIL.Crypt.cxp",
"Trojan.Inject.54745",
"TR/PSW.Fignotok.LW",
"Trojan-Dropper.Small!IK",
"Trojan/Jorik.ovo",
"TrojanDownloader:Win32/Batosecu.A",
"Trojan/Win32.Jorik",
"Trojan.Jorik.Fynloski.ft",
"Trojan... | [
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3,
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1,
1,
1,
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1
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[
"A",
"backdoor",
"also",
"known",
"as:",
"Joke.Jepruss",
"Hoax.Win32.BadJoke!O",
"Joke.Russianjep",
"Joke.Jepruss",
"Joke.Jepruss",
"W32/Joke.NX",
"Joke.JepRuss",
"JOKE_ONLYGAME.A",
"Win.Joke.Jep-1",
"Joke.Jepruss",
"Hoax.Win32.BadJoke.JepRuss",
"Joke.Jepruss",
"Riskware.Win32.JepR... | [
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1,
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1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1
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[
"A",
"backdoor",
"also",
"known",
"as:",
"Trojan.Seimon.G",
"Trojan.Seimon.G",
"Trojan.Seimon.G",
"Trojan.Seimon!4f7JwSpV94c",
"Trojan.Seimon.G",
"TrojWare.Win32.Trojan.Seimon.G0",
"Trojan.Seimon.G",
"Trojan.DownLoad.3195",
"BehavesLike.Win32.PWSGamania.lh",
"W32/PhishExe.B!tr.dldr",
"... | [
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3,
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1,
1,
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"A",
"backdoor",
"also",
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"as:",
"Win32.Trojan.WisdomEyes.16070401.9500.9563",
"W32/Application.THZK-5586",
"BehavesLike.Win32.BadFile.rc",
"Trojan.Win32.PSW",
"Trojan.Application.Zusy.D3D00C",
"Trj/GdSda.A"
] | [
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1,
1,
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[
"WolfRAT",
"application",
"screen",
"The",
"Google",
"GMS",
"and",
"Firebase",
"service",
"has",
"been",
"added",
",",
"however",
",",
"no",
"configuration",
"has",
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"found",
",",
"even",
"though",
"services",
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"referenced",
"in",
"... | [
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16,
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16
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[
"The",
"page",
"was",
"designed",
"to",
"steal",
"users",
"’",
"bank",
"card",
"details",
":",
"2017–2018",
"From",
"early",
"2017",
",",
"the",
"HTML",
"phishing",
"pages",
"bank.html",
",",
"update.html",
"and",
"extortionist.html",
"started",
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"... | [
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"A",
"backdoor",
"also",
"known",
"as:",
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"Trojan.Birele",
"Win32.Trojan.WisdomEyes.16070401.9500.9999",
"W32/Risk.GBTW-1754",
"Ransom_Birele.R038C0DLB17",
"Trojan-Ransom.Win32.Birele.gss",
"Trojan.Win32.Dropper.rpje",
"Trojan.Win32.Scar.56320.B",
"Troj.Ransom.W3... | [
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3,
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1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1
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[
"Here",
"is",
"a",
"command",
"and",
"control",
"protocol",
"fragment",
":",
"Commands",
"from",
"C2",
"server",
"parsing",
"In",
"total",
",",
"the",
"malicious",
"APK",
"handles",
"16",
"different",
"commands",
":",
"Command",
"Endpoint",
"Description",
"1",... | [
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16,
16,
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16,
16,
16,
16,
16,
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16,
1... |
[
"It",
"will",
"also",
"report",
"the",
"version",
"of",
"Android",
"that",
"the",
"phone",
"is",
"running",
"and",
"any",
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"."
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16,
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16,
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16
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[
"In",
"the",
"beginning",
",",
"this",
"threat",
"group",
"mainly",
"targeted",
"Asian",
"countries",
"."
] | [
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16,
16,
16,
16,
16,
16,
16,
16,
16,
16,
16
] |
[
"If",
"Google",
"Play",
"Protect",
"detects",
"one",
"of",
"these",
"apps",
",",
"Google",
"Play",
"Protect",
"will",
"show",
"a",
"warning",
"to",
"users",
"."
] | [
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16,
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13,
16,
16,
16,
16,
16,
16,
16
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[
"A",
"backdoor",
"also",
"known",
"as:",
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"Win32.Trojan.WisdomEyes.16070401.9500.9987",
"W32/Trojan.YDYO-6019",
"Trojan-Banker.BestaFera",
"Trojan-Banker.Win32.BestaFera.amyc",
"Trojan.Win32.Banker.euxhdn",
"Trojan.Win32.Z.Jacard.2528768",
"BehavesLike.Win32.BadFile.vh",
"T... | [
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3,
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1,
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1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1
] |
[
"Recently",
"the",
"Mobile",
"Malware",
"Research",
"Team",
"of",
"Intel",
"Security",
"found",
"on",
"Google",
"Play",
"a",
"new",
"campaign",
"of",
"Android/Clicker.G",
"in",
"dozens",
"of",
"published",
"malicious",
"apps."
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12,
12,
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16,
5,
13,
16,
16,
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16,
1,
16,
16,
16,
16,
5,
13
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[
"According",
"to",
"Google",
",",
"whom",
"we",
"have",
"contacted",
"to",
"alert",
"about",
"our",
"discoveries",
",",
"nearly",
"25",
"variants",
"of",
"this",
"spyware",
"were",
"uploaded",
"on",
"Google",
"Play",
"Store",
"."
] | [
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16,
16,
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16,
16,
16,
16,
16,
16,
16,
16,
16,
16,
16,
16,
16,
16,
5,
13,
13,
16
] |
[
"AlienVault",
"Labs",
"has",
"extracted",
"related",
"samples",
"and",
"located",
"the",
"infrastructure",
"used",
"by",
"attackers"
] | [
4,
12,
16,
16,
16,
16,
16,
16,
16,
16,
16,
16,
6
] |
[
"A",
"backdoor",
"also",
"known",
"as:",
"Trojan.Brackash.C",
"Trojan.Brackash.C",
"Win32.Trojan.WisdomEyes.16070401.9500.9774",
"Trojan.Win32.Sadenav.b",
"Trojan.Brackash.C",
"Trojan.Brackash.C",
"Brackash.dll",
"Virus.Trojan.Win32.Sadenav",
"Trojan/Sadenav.aic",
"W32.Trojan.Brackash.C"... | [
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3,
16,
16,
16,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1
] |
[
"One",
"of",
"the",
"most",
"common",
"ways",
"to",
"do",
"this",
"is",
"by",
"displaying",
"advertisements",
"to",
"users",
"or",
"by",
"offering",
"in-app",
"purchases",
"IAPs."
] | [
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16,
16,
16,
16,
16,
16,
16,
16,
16,
16,
16,
16,
16,
16,
16,
16,
16
] |
[
"In",
"doing",
"so",
",",
"users",
"can",
"become",
"victims",
"to",
"malicious",
"apps",
"portraying",
"themselves",
"as",
"the",
"original",
"app",
"."
] | [
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16,
16,
16,
16,
16,
16,
16,
16,
16,
16,
16,
16,
16,
16
] |
[
"In",
"reality",
",",
"this",
"downloaded",
"app",
"is",
"a",
"fake",
"app",
"that",
"asks",
"for",
"credentials",
"and",
"Android",
"permissions",
"(",
"including",
"camera",
"and",
"phone",
"permissions",
")",
",",
"resulting",
"in",
"the",
"user",
"being"... | [
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16,
16,
16,
16,
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16,
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16,
16,
16,
16,
16,
16,
16,
16,
16,
16,
16,
16,
16,
16,
16
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[
"This",
"blog",
"post",
"outlines",
"the",
"details",
"about",
"the",
"campaign",
"that",
"we",
"discovered."
] | [
16,
16,
16,
16,
16,
16,
16,
16,
6,
16,
16,
16
] |
[
"The",
"local",
"privileges",
"escalation",
"backdoor",
"code",
"for",
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"ARM-powered",
"Android",
"devices",
"managed",
"to",
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"its",
"way",
"in",
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"firmware",
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"makers",
"wrote",
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"own",
"kernel",
"code",
... | [
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16,
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16,
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[
"The",
"server",
"can",
"use",
"this",
"information",
"to",
"determine",
"if",
"the",
"user",
"’",
"s",
"carrier",
"is",
"one",
"of",
"Bread",
"’",
"s",
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"."
] | [
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16,
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16,
16,
16,
16,
16,
16,
16,
16,
16,
16,
16,
16,
3,
16,
16,
16,
16
] |
[
"A",
"new",
"CC",
"infrastructure",
"consisting",
"of",
"a",
"climbing",
"club",
"website."
] | [
16,
16,
5,
13,
16,
16,
1,
9,
9,
9
] |
[
"A",
"backdoor",
"also",
"known",
"as:",
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"W97M.Downloader",
"W2000M/Dldr.Rogue.aipbta",
"HEUR.VBA.Trojan.e",
"virus.office.qexvmc.1095"
] | [
16,
3,
16,
16,
16,
1,
1,
1,
1,
1
] |
[
"A",
"backdoor",
"also",
"known",
"as:",
"W32.BackdoorSlingup.Trojan",
"Trojan/W32.Fsysna.77824.F",
"Heur.Win32.VBKrypt.3!O",
"Backdoor.Slingup.MF.150",
"Win32.Worm.VB.rt",
"W32/Trojan.XMLD-4299",
"W32.Difobot",
"BKDR_GORYNYCH.SM",
"Trojan.Win32.Fsysna.ccit",
"Trojan.Win32.Fsysna.dwujaf"... | [
16,
3,
16,
16,
16,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
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End of preview. Expand in Data Studio
CyNER 2.0 Augmented Dataset
CyNER 2.0 Augmented Dataset is a comprehensive dataset designed for Named Entity Recognition (NER) tasks, specifically tailored for cybersecurity-related text. This dataset combines an original cybersecurity NER dataset (bnsapa/cybersecurity-ner) with additional augmented data (taken from OPENCTI using AlienValut Connect), resulting in a robust resource for training and evaluating models on cybersecurity entity recognition.
Dataset Overview
The dataset is divided into three splits:
- Train: 7,751 examples
- Validation: 1,661 examples
- Test: 1,662 examples
Each example in the dataset consists of a sequence of tokens and their corresponding NER tags. The dataset has been carefully preprocessed to ensure high quality and consistency. The dataset mostly contains threat and intelligence report descriptions from the Alien Vault
Features
tokens: A sequence of strings representing the tokens in the text.
ner_tags: A sequence of strings representing each token's Named Entity Recognition tags.
NER Tags
The NER tags follow the BIO (Begin, Inside, Outside) tagging format and cover various cybersecurity-related entities, including but not limited to:
- B-Indicator: Indicators of Compromise (IOCs) such as IP addresses, file hashes, and domain names.
- I-Indicator: Continuation of an Indicator entity.
- B-Malware: Names of malware, trojans, or viruses.
- I-Malware: Continuation of a Malware entity.
- B-Organization: Names of organisations, companies, or groups.
- I-Organization: Continuation of an Organization entity.
- B-System: Operating systems, software, and platforms.
- I-System: Continuation of a System entity.
- B-Vulnerability: Known vulnerabilities or CVEs (Common Vulnerabilities and Exposures).
- I-Vulnerability: Continuation of a Vulnerability entity.
- B-ThreatActor: Threat actor names or groups (e.g., Threat_group).
- I-ThreatActor: Continuation of a ThreatActor entity.
- B-Date: Specific dates related to incidents or reports.
- I-Date: Continuation of a Date entity.
- O: Outside of any named entity.
Usage
This dataset is suitable for training, fine-tuning, and evaluating NER models, particularly those designed for cybersecurity applications. It has been structured to work seamlessly with popular NLP frameworks such as Hugging Face's transformers and dataset libraries.
License
This dataset is released under the MIT License, which allows for open and flexible usage with minimal restrictions. Users are free to use, modify, and distribute the dataset, provided that proper attribution is given to the original creators.
Citation
If you use this dataset in your research, please cite it as follows:
@dataset{pranava_kailash_2024_cyner,
title={CyNER 2.0 Augmented Dataset},
author={Pranava Kailash},
year={2024},
howpublished={Hugging Face, https://huggingface.co/datasets/PranavaKailash/CyNER2.0_augmented_dataset},
license={MIT}
}
Contact
For questions or issues regarding the dataset, please get in touch with pranavakailashsp@gmail.com.
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Size of downloaded dataset files:
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Number of rows:
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Models trained or fine-tuned on PranavaKailash/CyNER2.0_augmented_dataset