Claim-level specificity control on LongFact full
11,705Claims EmittedNo CSS
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| No CSSPolicy=No CSS, Model=GPT-5.4, Ex.=22802026.04 | 11,705 | 11,705 | 92.3 | 100 | 92.3 | 84.6 | |
| Calibrated CSSPolicy=Calibrated, Model=GPT-5.4, Ex.=22802026.04 | 11,085 | 11,705 | 98.65 | 93.81 | 92.58 | 91.3 | |
| Oracle CSSPolicy=Oracle, Model=GPT-5.4, Ex.=22802026.04 | 11,056 | 11,705 | 100 | 93.59 | 93.59 | 93.59 | |
| Uncalibrated CSSPolicy=Uncalibrated, Model=GPT-5.4, Ex.=22802026.04 | 10,948 | 11,705 | 99.34 | 86.33 | 85.83 | 85.21 | |
| Claim-dropPolicy=Claim-drop, Model=GPT-5.4, Ex.=22802026.04 | 10,823 | 11,705 | 98.77 | 92.46 | 91.33 | 90.19 | |
| Whole abstainPolicy=Whole abstain, Model=GPT-5.4, Ex.=22802026.04 | 7,365 | 11,705 | 98.25 | 62.92 | 61.82 | 60.72 |