4.3. EXPLAINABLE FAKE NEWS DETECTION 69
4.3 EXPLAINABLE FAKE NEWS DETECTION
why detected
4.3.1 A WEB EVIDENCE-AWARE APPROACH
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Textual
Claim
DeClarE*
Evidence
World Wide
Web
DeClarE
70 4. CHALLENGING PROBLEMS OF FAKE NEWS DETECTION
Claim Word
Embeddings
Claim Source
Embedding
Attention
Weights
Inner
Product
Concatenate
Softmax
Dense
Layer
Dense
Layer
Dense
Layer
Softmax/
Linear
Credibility
Score
Bidirectional
LSTM
Article Word
Embeddings
Article Source
Embedding
Concatenate
Features
avg
avgx
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x
Learning Claims and Article Representations
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Claim-Specific Attention
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