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Representation and Reasoning with Universal Schema Embeddings
Published on Jan 11, 20163299 Views
Work in knowledge representation has long struggled to design schemas of entity- and relation-types that capture the desired balance of specificity and generality while also supporting reasoning and i
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Chapter list
Representation and Reasoning with Universal Schema Embeddings00:00
Web page search - 100:43
Web page search - 200:51
Web page search - 300:55
Web page search - 400:59
KB QA, dialog - 101:01
KB QA, dialog - 201:10
KB QA, dialog - 301:14
KB QA, dialog - 401:18
KB QA, dialog - 501:19
KB QA, dialog - 601:40
KB QA, dialog - 702:20
KB QA, dialog - 802:38
KB QA, dialog - 902:51
Text → Knowledge Bases - 102:56
Cora: KB of Research Papers03:11
Rexa - 103:29
Rexa - 203:34
Goal Application - 103:46
Goal Application - 204:39
Goal Application - 304:56
Text → Knowledge Bases - 205:04
Knowledge Base Construction - 105:11
Knowledge Base Construction - 205:14
Knowledge Base Construction - 305:27
Knowledge Base Construction - 405:40
Knowledge Base Construction - 505:45
Knowledge Base Construction - 606:00
Knowledge Base Construction - 706:11
Knowledge Base Construction - 806:35
Knowledge Base Construction - 906:39
Knowledge Base Construction - 1006:48
Knowledge Base Construction - 1107:15
Knowledge Base Construction - 1208:09
Knowledge Base Construction - 1309:21
Knowledge Base Construction - 1409:26
Knowledge Base Construction - 1509:41
Knowledge Base Construction - 1609:46
"Epistemological KnowledgeBase" - 109:57
"Epistemological KnowledgeBase" - 210:06
"Epistemological KnowledgeBase" - 310:28
"Epistemological KnowledgeBase" - 410:43
"Epistemological KnowledgeBase" - 510:55
"Epistemological KnowledgeBase" - 611:20
"Epistemological KnowledgeBase" - 711:21
"Epistemological KnowledgeBase" - 811:27
"Epistemological KnowledgeBase" - 911:36
"Epistemological KnowledgeBase" - 1011:37
"Epistemological KnowledgeBase" - 1112:02
"Epistemological KnowledgeBase" - 1212:03
"Epistemological KnowledgeBase" - 1312:27
"Epistemological KnowledgeBase" - 1412:35
"Epistemological KnowledgeBase" - 1512:37
"Epistemological KnowledgeBase" - 1612:44
"Epistemological KnowledgeBase" - 1713:16
Text → Knowledge Bases - 313:18
Outline - 113:20
Outline - 213:30
Relation Extraction13:34
Styles of Relation Extraction - 113:49
Styles of Relation Extraction - 213:54
Styles of Relation Extraction - 314:00
Styles of Relation Extraction - 414:11
Styles of Relation Extraction - 514:14
Styles of Relation Extraction - 614:17
Styles of Relation Extraction - 714:30
Styles of Relation Extraction - 814:40
Styles of Relation Extraction - 914:46
Styles of Relation Extraction - 1014:53
Styles of Relation Extraction - 1115:07
Styles of Relation Extraction - 1215:11
Styles of Relation Extraction - 1315:13
Styles of Relation Extraction - 1415:39
Styles of Relation Extraction - 1515:52
Styles of Relation Extraction - 1615:54
Styles of Relation Extraction - 1716:00
Styles of Relation Extraction - 1816:02
Styles of Relation Extraction - 1916:05
Styles of Relation Extraction - 2016:26
Styles of Relation Extraction - 2116:39
Styles of Relation Extraction - 2216:48
Styles of Relation Extraction - 2317:31
Styles of Relation Extraction - 2417:41
Styles of Relation Extraction - 2517:50
Styles of Relation Extraction - 2617:59
Styles of Relation Extraction - 2718:13
Styles of Relation Extraction - 2818:22
"Universal Schema" Relation Types - 118:32
"Universal Schema" Relation Types - 219:59
"Universal Schema" Relation Types - 320:37
"Universal Schema" Relation Types - 420:57
"Universal Schema" Relation Types - 521:01
"Universal Schema" Relation Types - 622:05
"Universal Schema" Relation Types - 722:20
"Universal Schema" Relation Types - 822:36
"Universal Schema" Entity Types - 122:55
"Universal Schema" Entity Types - 223:01
"Universal Schema" Entity Types - 323:17
Entity Types of "Universal Schema" - 123:44
Entity Types of "Universal Schema" - 223:50
"Universal Schema"24:15
Outline - 325:38
Universal schema mechanics and learning - 125:47
Universal schema mechanics and learning - 225:50
Universal schema mechanics and learning - 325:53
Universal schema mechanics and learning - 425:54
Universal schema mechanics and learning - 525:57
Universal schema mechanics and learning - 626:01
Universal schema mechanics and learning - 826:02
Universal schema mechanics and learning - 926:04
Universal schema mechanics and learning - 1026:09
Universal schema mechanics and learning - 1126:15
Universal schema mechanics and learning - 1226:41
Universal schema mechanics and learning - 1326:44
Universal schema mechanics and learning - 1426:52
Universal schema mechanics and learning - 1526:58
Universal schema mechanics and learning - 1627:17
Universal schema mechanics and learning - 1727:45
Universal schema mechanics and learning - 1828:23
Universal schema mechanics and learning - 1928:26
Universal schema mechanics and learning - 2028:40
Universal schema mechanics and learning - 2128:43
Universal schema mechanics and learning - 2228:50
Universal schema mechanics and learning - 2328:53
Universal schema mechanics and learning - 2428:57
Universal schema mechanics and learning - 2529:00
Universal schema mechanics and learning - 2629:03
Universal schema mechanics and learning - 2729:06
Universal schema mechanics and learning - 2829:11
Universal schema mechanics and learning - 2929:11
Universal schema mechanics and learning - 3029:13
Universal schema mechanics and learning - 3129:19
Learning - 129:41
Learning - 230:31
Learning - 331:10
Learning - 431:18
Learning - 531:38
"Universal Schema" Relation Types - 132:16
"Universal Schema" Relation Types - 232:59
Experimental Results33:45
Outline - 434:16
Multi-Sense Embeddings39:16
Embedding Models - 140:06
Embedding Models - 241:02
Word Vector Embeddings - 141:10
Word Vector Embeddings - 241:19
Word Vector Embeddings - 341:23
Word Embeddings & Offsets - 141:29
Word Embeddings & Offsets - 241:57
Word Embeddings & Offsets - 342:01
Word Embeddings & Offsets - 442:09
Embedding Models - 342:18
Multiple Sense Skip-Gram - 142:26
Multiple Sense Skip-Gram - 242:55
Multiple Sense Skip-Gram - 342:59
Multiple Sense Skip-Gram - 443:11
Example Output: Cell - 143:14
Example Output: Cell - 243:21
Example Output: Sin - 143:28
Example Output: Sin - 243:38
Example Output: Plant43:44
Example Output44:12
Multiple Embeddings Per Word44:22
Experimental Results - 144:34
Experimental Results - 244:47
Experimental Results - 344:55
Vector Word Embeddings - 144:59
Vector Word Embeddings - 245:36
Gaussian Word Embeddings - 146:01
Gaussian Word Embeddings - 246:21
Gaussian Word Embeddings - 346:30
Gaussian Word Embeddings - 446:41
Gaussian Word Embeddings - 546:46
Gaussian Word Embeddings - 646:47
Gaussian Word Embeddings - 746:49
Gaussian Word Embeddings - 846:54
Gaussian Word Embeddings - 947:04
Gaussian Word Embeddings - 1047:16
Gaussian Word Embeddings - 1147:29
Learning Vector Embeddings - 147:36
Learning Vector Embeddings - 247:37
Learning Vector Embeddings - 347:44
Learning Vector Embeddings - 447:52
Learning Vector Embeddings - 547:55
Learning Vector Embeddings - 647:58
Learning Vector Embeddings - 748:05
Learning Vector Embeddings - 848:14
Learning Vector Embeddings - 948:18
Learning Gaussian Embeddings - 148:19
Learning Gaussian Embeddings - 248:20
Learning Gaussian Embeddings - 348:22
Learning Gaussian Embeddings - 448:23
Learning Gaussian Embeddings - 548:25
Learning Gaussian Embeddings - 648:28
Learning Gaussian Embeddings - 748:31
Entailment - 148:51
Entailment - 249:17
Entailment - 349:19
Entailment - 449:26
Entailment - 549:45
Entailment - 649:55
Entailment - 749:58
Entailment - 850:26
Entailment - 950:51
Entailment - 1051:00
Entailment - 1151:12
Entailment - 1251:13
Entailment - 1351:26
Entailment - 1451:35
Entailment - 1551:40
Entailment - 1651:44
Entailment - 1751:55
Entailment - 1852:54
Entailment - 1954:08
Entailment - 2054:13
Data54:27
Predictive Paths - 154:50
Predictive Paths - 254:52
Predictive Paths - 355:00
Predictive Paths - 455:19
Predictive Paths - 555:26
Predictive Paths - 655:53
Predictive Paths - 755:55
Predictive Paths - 856:03
Predictive Paths - 956:18
Predictive Paths - 1056:27
Predictive Paths - 1156:36
Relation Predication - 156:49
Relation Predication - 256:52
Relation Predication - 356:57
Relation Predication - 457:04
Relation Predication - 557:07
Relation Predication - 657:10
Relation Predication - 757:31
Relation Predication - 857:33
Zero-shot Relation Prediction - 157:40
Zero-shot Relation Prediction - 258:30
Zero-shot Relation Prediction - 358:41
Zero-shot Relation Prediction - 458:42
Zero-shot Relation Prediction - 558:46
Zero-shot Relation Prediction - 658:51
Zero-shot Relation Prediction - 758:53
Zero-shot Relation Prediction - 858:59
Zero-shot Relation Prediction - 959:11
Zero-shot Relation Prediction - 1059:19
Outline - 559:21
Summary59:24