Table 4.

LIME explanations for the four test scenarios - Bidirectional LSTM classifier.

Test	Sentence	Probability fake	Probability real	Highlighted words	Weights
1	Wikileaks List Exposes at Least 65 Corporate ‘Presstitutes’ Who Colluded to Hide Clinton’s Crimes	1.00	0.00	1. Exposes 2. Wikileaks 3. Presstitutes 4. Colluded 5. Least	+ 0.02 + 0.02 + 0.01 – 0.01 – 0.01
2	Senate Formally Takes Up Gorsuch Nomination, and Braces for Turmoil - The New York Times	0.00	1.00	1. York 2. Gorsuch 3. Nomination 4. Times 5. Turmoil	– 0.13 – 0.12 – 0.09 – 0.07 – 0.05
3	Alyssa Milano: Up to Women to Remove Trump from Office	0.95	0.05	1. Milano 2. Trump 3. Alyssa 4. Remove 5. Office	+ 0.07 – 0.04 – 0.03 – 0.03 – 0.03
4	New Alleged Audio: Bill Clinton Encourages Mistress to Hide His Role in Securing Her a State Job	0.11	0.89	1. Securing 2. Role 3. Bill 4. Mistress 5. Clinton	– 0.48 – 0.42 – 0.20 + 0.13 + 0.11