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Pascal Symposium meeting
Pascal

Recognizing Textual Entailment

author: Ido Dagan, Bar Ilan University
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Slides
0:00 The PASCAL - Recognizing Textual Entailment
0:26 Recognizing Textual Entailment
0:50 The Second PASCAL Recognising Textual Entailment Challenge
1:34 The Third PASCAL Recognising Textual Entailment Challenge
2:25 RTE Motivation
4:09 Framework Desiderata
5:27 Outline
6:08 Natural Language and Meaning
7:08 Variability of Semantic Expression
8:17 Typical Application Inference
10:44 KRAQ'05 Workshop - KNOWLEDGE and REASONING for ANSWERING QUESTIONS
11:14 Classical Entailment Definition
12:04 “Almost certain” Entailments
12:34 Applied Textual Entailment
13:46 Evaluation Dataset
13:58 Generic Dataset by Application Use
16:11 Some Examples
18:30 psm08_dagan_rte_Page_18
19:36 Final Dataset (RTE-3)
19:50 Progress from 1 to 3
24:22 Suggested Perspective
25:19 Participating Systems
25:23 Participation
26:28 Methods and Approaches
29:45 Dominant approach: Supervised Learning
30:02 Methods and Approaches
30:09 Dominant approach: Supervised Learning
31:17 Parse-based Proof Systems
33:13 Resources
34:12 Accuracy Results – RTE-1
34:27 Results: RTE-2
34:53 Results: RTE-3
35:00 Current Limitations
35:42 Impact
37:11 New Potentials for Machine Learning
37:19 Classical Approach = Interpretation
38:40 Textual Entailment = Text Mapping
39:03 General Case – Inference
40:27 Machine Learning Perspectives
42:06 Major Learning Directions
42:57 Learning Entailment Knowledge
44:33 Meeting the knowledge challenge – by a coordinated effort?
44:54 Textual Entailment ≈ Human Reading Comprehension
46:04 Where are we (from RTE-1)?
46:26 Cautious Optimism
46:34 - Questions

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