Table 8 xFiTRNNs’ LIME interpretations of four test cases.
Test | Sentence | P(negative) | P(positive) | P(neutral) | Features count | Highlighted words | Weights |
|---|---|---|---|---|---|---|---|
1 | “Operating result including non-recurring items rose to EUR 146 mn from a loss of EUR 267 mn in 2009.” | 0.27 | 0.31 | 0.42 | 10 | 1. EUR 2. Operating 3. including 4. rose 5. to 6. result 7. 146mn 8. non 9. in 10. 2009 | + 0.02 – 0.02 – 0.01 – 0.01 – 0.01 + 0.00 – 0.00 – 0.00 – 0.00 + 0.00 |
2 | “Market share decreased on the route between Helsinki in Finland and Tallinn in Estonia by 0.1 percentage points to 24.8%.” | 0.33 | 0.42 | 0.24 | 10 | 1. Market 2. share 3. Estonia 4. route 5. decreased 6. Tallinn 7. points 8. 8 9. Finland 10. in | + 0.02 + 0.01 + 0.01 + 0.01 + 0.01 + 0.01 + 0.00 + 0.00 – 0.00 – 0.00 |
3 | “Finnish software developer Basware Oyj said on November 30 , 2006 its U.S. subsidiary Basware, Inc. won an order to provide software for contract lifecycle management to an unnamed U.S. medical technology company.” | 0.31 | 0.40 | 0.29 | 10 | 1. Finnish 2. an 3. contract 4. technology 5. said 6. Basware 7. won 8. to 9. 2006 10. on | + 0.01 + 0.01 + 0.01 + 0.01 – 0.01 + 0.01 + 0.01 – 0.00 – 0.00 – 0.00 |
4 | “Operating profit rose to EUR 27.8 mn from EUR 17.5 mn in 2008.” | 0.34 | 0.39 | 0.27 | 10 | 1. EUR 2. from 3. profit 4. in 5. 27 6. 17 7. to 8. rose 9. 2008 10. 5 | + 0.02 – 0.02 + 0.01 – 0.01 + 0.01 + 0.01 – 0.01 – 0.01 – 0.01 + 0.00 |