Example model predictions before (Sup.) and after including CAD/CL loss training.
| 1.Claim: Unison (Celine Dion album) was originally released by Atlantic Records. |
| Evidence: [Unison (Celine Dion album)] The album was originally released on 2 April 1990. |
| Dataset: FEVER, Model: BERT Gold: NEI, Sup.: SUPPORTS, +CAD: NEI, +CL: NEI |
| 2.Claim: Jean-Jacques Dessalines was born on October 2nd, 2017. |
| Evidence: [Jean-Jacques Dessalines] He defeated a French army at the Battle of Vertiéres. |
| Dataset: FEVER, Model: RoBERTa, Gold: NEI, Sup.: SUPPORTS, +CAD: NEI, +CL: SUPPORTS |
| 3.Claim: The Times is a website. Evidence: N/A |
| Dataset: FEVER, Model: RoBERTa, Gold: NEI, Sup.:REFUTES, +CAD: REFUTES, +CL: REFUTES |
| 4.Claim: The Bragg–Gray cavity theory was developed by Louis Harold Gray, William Lawrence Bragg, and a man knighted in the year 1920. |
| Evidence: [William Henry Bragg] He was knighted in 1920. |
| Dataset: HoVer, Model: RoBERTa, Gold: NEI, supervised: SUPPORTS, +CAD: SUPPORTS, +CL: SUPPORTS |
| 1.Claim: Unison (Celine Dion album) was originally released by Atlantic Records. |
| Evidence: [Unison (Celine Dion album)] The album was originally released on 2 April 1990. |
| Dataset: FEVER, Model: BERT Gold: NEI, Sup.: SUPPORTS, +CAD: NEI, +CL: NEI |
| 2.Claim: Jean-Jacques Dessalines was born on October 2nd, 2017. |
| Evidence: [Jean-Jacques Dessalines] He defeated a French army at the Battle of Vertiéres. |
| Dataset: FEVER, Model: RoBERTa, Gold: NEI, Sup.: SUPPORTS, +CAD: NEI, +CL: SUPPORTS |
| 3.Claim: The Times is a website. Evidence: N/A |
| Dataset: FEVER, Model: RoBERTa, Gold: NEI, Sup.:REFUTES, +CAD: REFUTES, +CL: REFUTES |
| 4.Claim: The Bragg–Gray cavity theory was developed by Louis Harold Gray, William Lawrence Bragg, and a man knighted in the year 1920. |
| Evidence: [William Henry Bragg] He was knighted in 1920. |
| Dataset: HoVer, Model: RoBERTa, Gold: NEI, supervised: SUPPORTS, +CAD: SUPPORTS, +CL: SUPPORTS |