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metrics_tracker_notes.md

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Level 1: Initial run (after step 3.a and 3.b) Simple MRR is 0.285 LTR Simple MRR is 0.284 Hand tuned MRR is 0.423 LTR Hand Tuned MRR is 0.423

Simple p@10 is 0.120 LTR simple p@10 is 0.120 Hand tuned p@10 is 0.171 LTR hand tuned p@10 is 0.168 Simple better: 17 LTR_Simple Better: 6 Equal: 1097 HT better: 503 LTR_HT Better: 80 Equal: 705


Level 2: By setting main-query weight as 0 and rescore as 1 Simple MRR is 0.285 LTR Simple MRR is 0.221 Hand tuned MRR is 0.423 LTR Hand Tuned MRR is 0.233

Simple p@10 is 0.120 LTR simple p@10 is 0.069 Hand tuned p@10 is 0.171 LTR hand tuned p@10 is 0.078 Simple better: 687 LTR_Simple Better: 417 Equal: 16 HT better: 713 LTR_HT Better: 564 Equal: 11

Level 2: Feature that uses phrases on the name-field with a slop of 6 Simple MRR is 0.285 LTR Simple MRR is 0.226 Hand tuned MRR is 0.423 LTR Hand Tuned MRR is 0.226

Simple p@10 is 0.120 LTR simple p@10 is 0.087 Hand tuned p@10 is 0.171 LTR hand tuned p@10 is 0.093 Simple better: 634 LTR_Simple Better: 465 Equal: 21 HT better: 688 LTR_HT Better: 586 Equal: 14

Level 2: Adding features - customerReviewAverage and customerReviewCount Simple MRR is 0.285 LTR Simple MRR is 0.361 Hand tuned MRR is 0.423 LTR Hand Tuned MRR is 0.366

Simple p@10 is 0.120 LTR simple p@10 is 0.145 Hand tuned p@10 is 0.171 LTR hand tuned p@10 is 0.158 Simple better: 501 LTR_Simple Better: 609 Equal: 10 HT better: 645 LTR_HT Better: 626 Equal: 17

Level 2: Phrase Match - artistName, shortDescription, longDescription with slop as 6 Simple MRR is 0.285 LTR Simple MRR is 0.401 Hand tuned MRR is 0.423 LTR Hand Tuned MRR is 0.402

Simple p@10 is 0.120 LTR simple p@10 is 0.160 Hand tuned p@10 is 0.171 LTR hand tuned p@10 is 0.177 Simple better: 466 LTR_Simple Better: 645 Equal: 9 HT better: 578 LTR_HT Better: 695 Equal: 15

Level 2: Trying with salesRankShortTerm Simple MRR is 0.285 LTR Simple MRR is 0.443 Hand tuned MRR is 0.423 LTR Hand Tuned MRR is 0.451

Simple p@10 is 0.120 LTR simple p@10 is 0.173 Hand tuned p@10 is 0.171 LTR hand tuned p@10 is 0.192 Simple better: 442 LTR_Simple Better: 667 Equal: 11 HT better: 602 LTR_HT Better: 672 Equal: 14