Patent Claim Evaluation on Patent-CE (test)
0.4Completeness ($ au$)PatClaimEval
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| PatClaimEvalType=Ours2025.05 | 0.4 | 0.504 | 0.461 | 0.518 | 0.354 | 0.424 | 0.419 | 0.518 | 0.477 | 0.602 | |
| G-Eval-4Type=LLM-as-a-judge2025.05 | 0.377 | 0.41 | 0.412 | 0.481 | 0.276 | 0.353 | 0.35 | 0.385 | 0.277 | 0.31 | |
| UniEvalType=Miscellaneous2025.05 | 0.339 | 0.383 | 0.337 | 0.375 | 0.261 | 0.302 | 0.301 | 0.338 | 0.337 | 0.381 | |
| METEORType=N-gram2025.05 | 0.316 | 0.358 | 0.371 | 0.414 | 0.307 | 0.355 | 0.324 | 0.364 | 0.292 | 0.331 | |
| BLEU-1Type=N-gram2025.05 | 0.305 | 0.345 | 0.359 | 0.401 | 0.284 | 0.329 | 0.335 | 0.376 | 0.326 | 0.369 | |
| ROUGE-1Type=N-gram2025.05 | 0.305 | 0.342 | 0.314 | 0.351 | 0.238 | 0.279 | 0.301 | 0.341 | 0.292 | 0.332 | |
| ROUGE-2Type=N-gram2025.05 | 0.305 | 0.342 | 0.28 | 0.312 | 0.215 | 0.251 | 0.268 | 0.303 | 0.269 | 0.306 | |
| ROUGE-LType=N-gram2025.05 | 0.282 | 0.317 | 0.28 | 0.312 | 0.261 | 0.303 | 0.316 | 0.351 | 0.303 | 0.344 | |
| BLEU-4Type=N-gram2025.05 | 0.271 | 0.304 | 0.28 | 0.312 | 0.227 | 0.263 | 0.256 | 0.289 | 0.269 | 0.305 | |
| BERTScoreType=Embedding2025.05 | 0.241 | 0.279 | 0.251 | 0.281 | 0.242 | 0.283 | 0.272 | 0.303 | 0.239 | 0.268 | |
| MoverScoreType=Embedding2025.05 | 0.199 | 0.227 | 0.199 | 0.217 | 0.223 | 0.264 | 0.231 | 0.265 | 0.21 | 0.243 | |
| SimCSEType=Embedding2025.05 | 0.177 | 0.196 | 0.165 | 0.173 | 0.143 | 0.165 | 0.22 | 0.246 | 0.165 | 0.186 | |
| BARTScoreType=Embedding2025.05 | 0.165 | 0.188 | 0.13 | 0.146 | 0.211 | 0.242 | 0.196 | 0.219 | 0.164 | 0.185 | |
| AlignScoreType=Miscellaneous2025.05 | 0.146 | 0.162 | 0.145 | 0.16 | 0.261 | 0.305 | 0.2 | 0.226 | 0.224 | 0.255 |