("We" "describe" "a" "robust" "accurate" "domain-independent" "approach" "to" "statistical" "parsing" "incorporated" "into" "the" "new" "release" "of" "the" "ANLT" "toolkit" "," "and" "publicly" "available" "as" "a" "research" "tool" ".") 100 ; (-30.314 -30.876 -31.379 -31.908 -31.941 -32.132 -32.350 -32.514 -32.535 -32.694 ...) 1.267666s-6 (|det| |available:23_JJ| |a:3_AT1|) 1.131550s-2 (|cmod| _ |approach:7_NN1| |to:8_II|) 2.596484s-6 (|ccomp| _ |approach:7_NN1| |incorporate+ed:11_VVN|) 7.694205s-2 (|ncmod| _ |incorporate+ed:11_VVN| |as:24_CSA|) 0.979621 (|ncsubj| |incorporate+ed:11_VVN| |parsing:10_NN1| |obj|) 2.438365s-6 (|ncmod| _ |incorporate+ed:11_VVN| |to:8_II|) 2.015810s-2 (|xcomp| _ |describe:2_VV0| |available:23_JJ|) 0.999657 (|det| |approach:7_NN1| |a:3_AT1|) 0.999658 (|ncmod| _ |approach:7_NN1| |accurate:5_JJ|) 1.766963s-3 (|ncmod| _ |incorporate+ed:11_VVN| |into:12_II|) 9.842899s-6 (|ncmod| _ |parsing:10_NN1| |as:24_CSA|) 4.680834s-3 (|ncmod| _ |describe:2_VV0| |to:8_II|) 1.548369s-5 (|ncmod| _ |parsing:10_NN1| |into:12_II|) 4.799288s-3 (|ncsubj| |incorporate+ed:11_VVN| |approach:7_NN1| _) 1.0 (|iobj| |release:15_NN1| |of:16_IO|) 3.684531s-9 (|xcomp| _ |describe:2_VV0| |accurate:5_JJ|) 0.979621 (|passive| |incorporate+ed:11_VVN|) 1.0 (|ncmod| _ |release:15_NN1| |new:14_JJ|) 8.630036s-7 (|ncmod| _ |approach:7_NN1| |as:24_CSA|) 3.420709s-4 (|ncmod| _ |domain-independent:6_NN1| |robust:4_JJ|) 3.093032s-6 (|conj| |and:21_CC| |incorporate+ed:11_VVN|) 1.707050s-7 (|ccomp| _ |statistical:9_JJ| |incorporate+ed:11_VVN|) 0.970213 (|xcomp| _ |incorporate+ed:11_VVN| |available:23_JJ|) 1.267666s-6 (|dobj| |describe:2_VV0| |available:23_JJ|) 2.641884s-3 (|iobj| |describe:2_VV0| |as:24_CSA|) 9.627485s-3 (|ncmod| _ |approach:7_NN1| |available:23_JJ|) 0.979621 (|xmod| _ |parsing:10_NN1| |incorporate+ed:11_VVN|) 3.418469s-6 (|ncmod| _ |incorporate+ed:11_VVN| |and:21_CC|) 3.684531s-9 (|ncsubj| |accurate:5_JJ| |robust:4_JJ| _) 1.0 (|conj| |and:21_CC| |publicly:22_RR|) 1.557665s-2 (|ncsubj| |incorporate+ed:11_VVN| |parsing:10_NN1| _) 1.0 (|dobj| |of:16_IO| |toolkit:19_NN1|) 1.885989s-8 (|dobj| |describe:2_VV0| |robust:4_JJ|) 0.999658 (|ncmod| _ |approach:7_NN1| |domain-independent:6_NN1|) 1.0 (|det| |release:15_NN1| |the:13_AT|) 3.420709s-4 (|dobj| |describe:2_VV0| |domain-independent:6_NN1|) 0.999997 (|ncmod| _ |parsing:10_NN1| |statistical:9_JJ|) 3.100951s-3 (|ccomp| _ |describe:2_VV0| |to:8_II|) 2.799488s-2 (|iobj| |incorporate+ed:11_VVN| |into:12_II|) 1.0 (|ncmod| _ |tool:27_NN1| |research:26_NN1|) 1.0 (|det| |toolkit:19_NN1| |the:17_AT|) 2.015810s-2 (|ncsubj| |available:23_JJ| |approach:7_NN1| _) 1.267666s-6 (|ncmod| _ |available:23_JJ| |approach:7_NN1|) 2.306955s-9 (|ncsubj| |available:23_JJ| |domain-independent:6_NN1| _) 0.999997 (|ncmod| _ |available:23_JJ| |and:21_CC|) 3.420709s-4 (|ncmod| _ |domain-independent:6_NN1| |accurate:5_JJ|) 4.457276s-3 (|ccomp| _ |describe:2_VV0| |incorporate+ed:11_VVN|) 3.420709s-4 (|det| |domain-independent:6_NN1| |a:3_AT1|) 1.0 (|dobj| |into:12_II| |release:15_NN1|) 2.609070s-6 (|dobj| |to:8_II| |statistical:9_JJ|) 9.806497s-4 (|ncmod| _ |describe:2_VV0| |as:24_CSA|) 1.0 (|det| |tool:27_NN1| |a:25_AT1|) 1.0 (|ncsubj| |describe:2_VV0| |We:1_PPIS2| _) 1.0 (|ncmod| _ |toolkit:19_NN1| |ANLT:18_NP1|) 0.970223 (|conj| |and:21_CC| |into:12_II|) 2.977735s-2 (|conj| |and:21_CC| |to:8_II|) 0.984423 (|dobj| |to:8_II| |parsing:10_NN1|) 1.557404s-2 (|ccomp| _ |to:8_II| |incorporate+ed:11_VVN|) 1.885989s-8 (|det| |robust:4_JJ| |a:3_AT1|) 7.131962s-5 (|cmod| _ |describe:2_VV0| |to:8_II|) 0.919425 (|ncmod| _ |available:23_JJ| |as:24_CSA|) 3.420311s-4 (|ccomp| _ |domain-independent:6_NN1| |incorporate+ed:11_VVN|) 0.999658 (|ncmod| _ |approach:7_NN1| |robust:4_JJ|) 3.684531s-9 (|ccomp| _ |accurate:5_JJ| |incorporate+ed:11_VVN|) 1.806546s-7 (|ncsubj| |incorporate+ed:11_VVN| |to:8_II| |inv|) 0.747502 (|ncmod| _ |approach:7_NN1| |to:8_II|) 1.0 (|dobj| |as:24_CSA| |tool:27_NN1|) 0.203550 (|iobj| |describe:2_VV0| |to:8_II|) 0.995199 (|dobj| |describe:2_VV0| |approach:7_NN1|) ("The" "system" "has" "been" "used" "to" "parse" "many" "well" "known" "corpora" "in" "order" "to" "produce" "data" "for" "lexical" "acquisition" "efforts" ";" "it" "has" "also" "been" "used" "as" "a" "component" "in" "an" "open-domain" "question" "answering" "project" ".") 100 ; (-58.262 -58.319 -58.602 -58.660 -58.696 -58.753 -58.766 -58.823 -59.129 -59.186 ...) 1.0 (|det| |question:33_NN1| |an:31_AT1|) 1.0 (|dobj| |in:12_II| |order:13_NN1|) 0.417090 (|ncmod| _ |datum+s:16_NN2| |for:17_IF|) 1.522182s-2 (|ccomp| _ |parse:7_VV0| |know+en:10_VVN|) 5.589901s-2 (|ccomp| _ |in:30_II| |question:33_NN1|) 2.573643s-3 (|ncmod| _ |know+en:10_VVN| |for:17_IF|) 0.936457 (|xmod| _ |well:9_NN1| |know+en:10_VVN|) 1.0 (|det| |system:2_NN1| |The:1_AT|) 8.490079s-2 (|iobj| |produce:15_VV0| |for:17_IF|) 0.936457 (|passive| |know+en:10_VVN|) 1.0 (|passive| |use+ed:5_VVN|) 1.0 (|aux| |use+ed:5_VVN| |have+s:3_VHZ|) 0.936457 (|ncsubj| |know+en:10_VVN| |well:9_NN1| |obj|) 5.433676s-2 (|cmod| _ |component:29_NN1| |in:30_II|) 1.0 (|aux| |use+ed:26_VVN| |have+s:23_VHZ|) 1.0 (|ncmod| _ |question:33_NN1| |open-domain:32_NN1|) 0.991668 (|ncmod| _ |well:9_NN1| |many:8_DA2|) 0.220733 (|ncmod| _ |produce:15_VV0| |for:17_IF|) 1.0 (|ncsubj| |use+ed:26_VVN| |it:22_PPH1| _) 1.0 (|conj| |;| |use+ed:26_VVN|) 1.0 (|ncsubj| |use+ed:5_VVN| |system:2_NN1| _) 1.0 (|ncmod| _ |effort+s:20_NN2| |acquisition:19_NN1|) 1.0 (|dobj| |answer+ing:34_VVG| |project:35_NN1|) 1.0 (|xcomp| |to| |use+ed:5_VVN| |parse:7_VV0|) 0.468464 (|dobj| |produce:15_VV0| |datum+s:16_NN2|) 1.717673s-3 (|ncmod| _ |use+ed:26_VVN| |in:30_II|) 0.971579 (|iobj| |use+ed:26_VVN| |as:27_CSA|) 1.0 (|ncmod| _ |use+ed:26_VVN| |also:24_RR|) 1.0 (|passive| |use+ed:26_VVN|) 0.984250 (|xmod| |to| |order:13_NN1| |produce:15_VV0|) 0.914646 (|dobj| |parse:7_VV0| |well:9_NN1|) 1.0 (|dobj| |for:17_IF| |effort+s:20_NN2|) 2.181065s-2 (|iobj| |corpora:11_VVD| |in:12_II|) 1.702026s-2 (|conj| |;| |corpora:11_VVD|) 0.274703 (|ncmod| _ |datum+s:16_NN| |for:17_IF|) 1.0 (|dobj| |as:27_CSA| |component:29_NN1|) 1.574998s-2 (|xcomp| |to| |corpora:11_VVD| |produce:15_VV0|) 1.0 (|ncsubj| |answer+ing:34_VVG| |question:33_NN1| _) 0.887477 (|ncmod| _ |component:29_NN1| |in:30_II|) 4.923898s-3 (|xcomp| _ |parse:7_VV0| |many:8_DA2|) 1.0 (|ncmod| _ |effort+s:20_NN2| |lexical:18_JJ|) 1.562251s-3 (|ccomp| _ |use+ed:26_VVN| |in:30_II|) 4.339776s-2 (|conj| |;| |know+en:10_VVN|) 0.531536 (|dobj| |produce:15_VV0| |datum+s:16_NN|) 1.0 (|aux| |use+ed:26_VVN| |be+en:25_VBN|) 2.842096s-2 (|ncmod| _ |use+ed:26_VVN| |as:27_CSA|) 0.944101 (|xmod| _ |question:33_NN1| |answer+ing:34_VVG|) 6.354347s-2 (|ncsubj| |know+en:10_VVN| |well:9_NN1| _) 0.978189 (|dobj| |know+en:10_VVN| |corpus+s:11_NN1|) 0.939582 (|conj| |;| |use+ed:5_VVN|) 3.408474s-3 (|dobj| |parse:7_VV0| |many:8_DA2|) 0.944101 (|dobj| |in:30_II| |question:33_NN1|) 0.978189 (|iobj| |know+en:10_VVN| |in:12_II|) 5.490629s-2 (|iobj| |use+ed:26_VVN| |in:30_II|) 1.0 (|det| |component:29_NN1| |a:28_AT1|) 4.923898s-3 (|ccomp| _ |many:8_DA2| |know+en:10_VVN|) 2.181065s-2 (|ncsubj| |corpora:11_VVD| |well:9_NN1| _) 4.790394s-3 (|ccomp| _ |parse:7_VV0| |corpora:11_VVD|) 1.0 (|aux| |use+ed:5_VVN| |be+en:4_VBN|) ("The" "performance" "of" "the" "system" "is" "competitive" "with" "that" "of" "statistical" "parsers" "using" "highly" "lexicalised" "parse" "selection" "models" ".") 100 ; (-31.724 -31.750 -32.393 -32.420 -32.434 -32.460 -33.832 -33.954 -33.980 -34.186 ...) 6.027038s-3 (|ncmod| _ |that:9_DD1| |of:10_IO|) 1.0 (|det| |performance:2_NN1| |The:1_AT|) 1.113700s-4 (|ncsubj| |use+ing:13_VVG| |that:9_DD1| _) 0.161019 (|ncmod| _ |parser+s:12_NN2| |statistical:11_JJ|) 7.161273s-7 (|csubj| |lexicalise+ed:15_VVN| |with:8_IW| |inv|) 9.416362s-5 (|ncmod| _ |selection:17_NN1| |parse:16_NN1|) 0.511770 (|ncmod| _ |lexicalise+ed:15_VVN| |with:8_IW|) 1.0 (|iobj| |performance:2_NN1| |of:3_IO|) 2.204574s-7 (|ncmod| _ |model+s:18_NN2| |use+ing:13_VVG|) 1.742868s-3 (|ncmod| _ |competitive:7_JJ| |with:8_IW|) 0.160517 (|dobj| |of:10_IO| |parser+s:12_NN2|) 1.025690s-3 (|ncmod| _ |model+s:18_NN2| |lexicalise+ed:15_VVN|) 1.629923s-7 (|dobj| |use+ing:13_VVG| |parser+s:12_NN2|) 0.413436 (|ncmod| _ |lexicalise+ed:15_VVD| |highly:14_RR|) 0.481704 (|ccomp| _ |competitive:7_JJ| |lexicalise+ed:15_VVD|) 4.871486s-5 (|dobj| |lexicalise+ed:15_VVN| |selection:17_NN1|) 1.029875s-3 (|dobj| |lexicalise+ed:15_VVN| |parse:16_NN1|) 0.997916 (|ncmod| _ |model+s:18_NN2| |parse:16_NN1|) 2.204574s-7 (|dobj| |of:10_IO| |model+s:18_NN2|) 0.511771 (|ccomp| _ |competitive:7_JJ| |lexicalise+ed:15_VVN|) 5.323468s-7 (|ncsubj| |lexicalise+ed:15_VVN| |with:8_IW| |inv|) 3.935689s-3 (|iobj| |competitive:7_JJ| |with:8_IW|) 9.599863s-4 (|dobj| |lexicalise+ed:15_VVD| |parse:16_NN1|) 0.481702 (|ncmod| _ |lexicalise+ed:15_VVD| |of:10_IO|) 5.010715s-7 (|ncsubj| |lexicalise+ed:15_VVD| |with:8_IW| |inv|) 0.445334 (|ncmod| _ |lexicalise+ed:15_VVN| |highly:14_RR|) 1.261185s-5 (|cmod| _ |be+s:6_VBZ| |with:8_IW|) 7.980677s-2 (|xsubj| |lexicalise+ed:15_VVN| |use+ing:13_VVG| _) 5.065893s-3 (|passive| |lexicalise+ed:15_VVN|) 6.740549s-7 (|csubj| |lexicalise+ed:15_VVD| |with:8_IW| |inv|) 0.480909 (|dobj| |lexicalise+ed:15_VVD| |model+s:18_NN2|) 2.204574s-7 (|ncmod| _ |model+s:18_NN2| |statistical:11_JJ|) 0.844964 (|ncsubj| |use+ing:13_VVG| |parser+s:12_NN2| _) 0.406795 (|ncsubj| |lexicalise+ed:15_VVD| |parser+s:12_NN2| _) 5.016428s-4 (|cmod| _ |that:9_DD1| |of:10_IO|) 1.0 (|xcomp| _ |be+s:6_VBZ| |competitive:7_JJ|) 0.511769 (|ncmod| _ |lexicalise+ed:15_VVN| |of:10_IO|) 0.141230 (|ncmod| _ |use+ing:13_VVG| |highly:14_RR|) 1.025469s-3 (|dobj| |use+ing:13_VVG| |model+s:18_NN2|) 2.094293s-4 (|ccomp| _ |parser+s:12_NN2| |lexicalise+ed:15_VVD|) 5.746511s-8 (|ncmod| _ |model+s:18_NN2| |parser+s:12_NN2|) 1.113700s-4 (|ccomp| _ |with:8_IW| |that:9_DD1|) 7.360854s-4 (|ncmod| _ |be+s:6_VBZ| |with:8_IW|) 1.078590s-3 (|obj2| |lexicalise+ed:15_VVN| |model+s:18_NN2|) 5.453321s-7 (|cmod| _ |that:9_DD1| |lexicalise+ed:15_VVN|) 0.432186 (|ncsubj| |lexicalise+ed:15_VVN| |parser+s:12_NN2| _) 4.544876s-5 (|dobj| |lexicalise+ed:15_VVD| |selection:17_NN1|) 1.0 (|dobj| |of:3_IO| |system:5_NN1|) 1.0 (|det| |system:5_NN1| |the:4_AT|) 2.985448s-5 (|cmod| _ |competitive:7_JJ| |with:8_IW|) 0.999906 (|ncmod| _ |model+s:18_NN2| |selection:17_NN1|) 5.065893s-3 (|xcomp| _ |use+ing:13_VVG| |lexicalise+ed:15_VVN|) 2.225508s-4 (|ccomp| _ |parser+s:12_NN2| |lexicalise+ed:15_VVN|) 2.204574s-7 (|ncsubj| |use+ing:13_VVG| |model+s:18_NN2| _) 5.016428s-4 (|ccomp| _ |of:10_IO| |parser+s:12_NN2|) 0.515981 (|obj| |lexicalise+ed:15_VVN| |model+s:18_NN2|) 0.481703 (|ncmod| _ |lexicalise+ed:15_VVD| |with:8_IW|) 0.999889 (|dobj| |with:8_IW| |that:9_DD1|) 1.005435s-3 (|obj2| |lexicalise+ed:15_VVD| |model+s:18_NN2|) 7.511808s-2 (|xsubj| |lexicalise+ed:15_VVD| |use+ing:13_VVG| _) 0.838981 (|dobj| |of:10_IO| |statistical:11_JJ|) 5.132938s-7 (|cmod| _ |that:9_DD1| |lexicalise+ed:15_VVD|) 1.0 (|ncsubj| |be+s:6_VBZ| |performance:2_NN1| _) 6.751350s-5 (|ccomp| _ |competitive:7_JJ| |with:8_IW|) 0.844462 (|xmod| _ |parser+s:12_NN2| |use+ing:13_VVG|) ("However" "," "we" "plan" "to" "extend" "the" "system" "to" "improve" "parse" "coverage" "," "depth" "and" "accuracy" ".") 100 ; (-21.161 -21.394 -21.487 -21.759 -22.518 -22.751 -22.831 -22.844 -23.116 -23.224 ...) 0.111285 (|conj| |and:15_CC| |parse:11_NN1|) 8.035148s-7 (|dobj| |improve:10_VV0| |parse:11_NN1|) 1.322227s-8 (|ccomp| _ |extend:6_VV0| |parse:11_VV0|) 2.637814s-3 (|xcomp| _ |improve:10_VV0| |parse:11_VV0|) 0.627628 (|ncmod| _ |and:15_CC| |parse:11_NN1|) 1.0 (|ncmod| _ |plan:4_VV0| |However:1_RR|) 8.735062s-3 (|dobj| |improve:10_VV0| |coverage:12_NN1|) 0.988296 (|dobj| |improve:10_VV0| |and:15_CC|) 0.958277 (|xmod| |to| |system:8_NN1| |improve:10_VV0|) 9.320121s-3 (|conj| |and:15_CC| |system:8_NN1|) 1.321738s-8 (|ncsubj| |parse:11_VV0| |system:8_NN1| _) 4.172298s-2 (|xcomp| |to| |extend:6_VV0| |improve:10_VV0|) 0.990680 (|det| |system:8_NN1| |the:7_AT|) 1.0 (|conj| |and:15_CC| |accuracy:16_NN1|) 9.320121s-3 (|det| |and:15_CC| |the:7_AT|) 0.258447 (|ncmod| _ |coverage:12_NN1| |parse:11_NN1|) 1.177263s-8 (|xsubj| |parse:11_VV0| |improve:10_VV0| |inv|) 0.991011 (|conj| |and:15_CC| |coverage:12_NN1|) 1.641897s-7 (|xmod| |to| |extend:6_VV0| |improve:10_VV0|) 1.000000 (|xcomp| |to| |plan:4_VV0| |extend:6_VV0|) 5.751491s-15 (|xsubj| |parse:11_VV0| |extend:6_VV0| |inv|) 9.320121s-3 (|dobj| |extend:6_VV0| |and:15_CC|) 2.535216s-4 (|dobj| |parse:11_VV0| |coverage:12_NN1|) 2.384156s-3 (|dobj| |parse:11_VV0| |and:15_CC|) 1.334581s-7 (|xmod| |to| |plan:4_VV0| |extend:6_VV0|) 5.751491s-15 (|ccomp| _ |plan:4_VV0| |parse:11_VV0|) 7.902052s-7 (|ncmod| _ |coverage:12_NN1| |parse:11_VV0|) 0.990680 (|dobj| |extend:6_VV0| |system:8_NN1|) 1.0 (|conj| |and:15_CC| |depth:14_NN1|) 1.0 (|ncsubj| |plan:4_VV0| |we:3_PPIS2| _) 1.176775s-8 (|ccomp| _ |system:8_NN1| |parse:11_VV0|) 1.006812s-6 (|ncmod| _ |and:15_CC| |parse:11_VV0|) 3.384534s-8 (|xmod| |to| |plan:4_VV0| |improve:10_VV0|) 4.172298s-2 (|ncsubj| |improve:10_VV0| |system:8_NN1| _)