Research map / Large language models / Retrieval and knowledge
Efficiently Mining High Quality Phrases from Texts
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use EQPM instead of SegPhrase+ | phrase mining · four corpora | running time: 13.5x ~ 29x faster | Helped |
| use EQPM instead of ToPMine | phrase mining · four corpora | running time: 2.3x ~ 17.5x faster | Helped |
| add complete phrase mining stage (ablation) | EQPM · expert evaluation, four corpora | precision: 96.35% to 98.02% of gain | Helped |
| add phrasal segmentation stage (ablation) | EQPM · expert evaluation, four corpora | precision: 1.98% to 3.65% of gain | Helped |
| use seed extension (SEBA) instead of whole-sequence DP for complete phrase mining (ablation) | EQPM · varying data size | running time | Helped |
| use EQPM instead of ToPMine and SegPhrase+ | phrase mining · Wiki phrases and expert evaluation | precision-recall | Helped |
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