...
a) Lucene Run (lucene-output)
Using biocaddie_all indexes
No Format |
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cd ~/biocaddie baselines/new/<model>-lucene.sh <topics> <subset> <col>| parallel -j 20 bash -c "{}" baselines/new/<model>-lucene.sh <topics> <subset> <col> <year>| parallel -j 20 bash -c "{}" |
Eg: baselines/new/dir-lucene.sh short test biocaddie| parallel -j 20 bash -c "{}"
b) Evaluation and Cross-validation (lucene-eval, loocv)
No Format |
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cd ~/biocaddie
scripts/new/mkeval-lucene.sh <model> <topics> <subset> <col>
scripts/new/mkeval-lucene.sh <model> <topics> <subset> <col> <year> |
Eg: scripts/new/mkeval-lucene.sh dir short test biocaddie
c) Compare models
We have to input running method for comparison:
0 - both from and to models are from Indri run
1 - both from and to models are from Lucene run
2 - from model is from Indri run, to model is from Lucene run
3 - from model is from Lucene run, to model is from Indri run
No Format |
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cd ~/biocaddie
Rscript scripts/new/compare.R <subset> <from> <to> <topics> <col>
Rscript scripts/new/compare.R <subset> <from> <to> <topics> <col> <year> |
Eg: Rscript scripts/new/compare.R test tfidf dir short biocaddie
4. Results
...
0.3675
(p-value=0.0548)
...
0.6163+
(p-value=0.0502)
...
Sweep mu
...
0.6417
(p-value= p= 0.0533)
...
baselines/new/tfidf-lucene.sh short test biocaddie| parallel -j 20 bash -c "{}"
baselines/new/jm-lucene.sh short test biocaddie| parallel -j 20 bash -c "{}"
baselines/new/bm25-lucene.sh short test biocaddie| parallel -j 20 bash -c "{}"
baselines/new/rocchio-lucene.sh short test biocaddie| parallel -j 20 bash -c "{}"
Using biocaddie_all.snowball indexes
No Format |
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cd ~/biocaddie
baselines/new/<model>-lucene-snowball.sh <topics> <subset> <col>| parallel -j 20 bash -c "{}"
baselines/new/<model>-lucene-snowball.sh <topics> <subset> <col> <year>| parallel -j 20 bash -c "{}" |
Eg: baselines/new/dir-lucene-snowball.sh short test biocaddie| parallel -j 20 bash -c "{}"
baselines/new/tfidf-lucene-snowball.sh short test biocaddie| parallel -j 20 bash -c "{}"
baselines/new/jm-lucene-snowball.sh short test biocaddie| parallel -j 20 bash -c "{}"
baselines/new/bm25-lucene-snowball.sh short test biocaddie| parallel -j 20 bash -c "{}"
baselines/new/rocchio-lucene-snowball.sh short test biocaddie| parallel -j 20 bash -c "{}"
b) Evaluation and Cross-validation (lucene-eval, loocv)
No Format |
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cd ~/biocaddie
scripts/new/mkeval-lucene.sh <model> <topics> <subset> <col>
scripts/new/mkeval-lucene.sh <model> <topics> <subset> <col> <year> |
Eg: scripts/new/mkeval-lucene.sh dir short test biocaddie
scripts/new/mkeval-lucene.sh tfidf short test biocaddie
scripts/new/mkeval-lucene.sh jm short test biocaddie
scripts/new/mkeval-lucene.sh bm25 short test biocaddie
scripts/new/mkeval-lucene.sh rocchio short test biocaddie
scripts/new/mkeval-lucene.sh dir-snowball short test biocaddie
scripts/new/mkeval-lucene.sh tfidf-snowball short test biocaddie
scripts/new/mkeval-lucene.sh jm-snowball short test biocaddie
scripts/new/mkeval-lucene.sh bm25-snowball short test biocaddie
scripts/new/mkeval-lucene.sh rocchio-snowball short test biocaddie
c) Compare models
We have to input running method for comparison:
0 - both from and to models are from Indri run
1 - both from and to models are from Lucene run
2 - from model is from Indri run, to model is from Lucene run
3 - from model is from Lucene run, to model is from Indri run
No Format |
---|
cd ~/biocaddie
Rscript scripts/new/compare.R <subset> <from> <to> <topics> <col>
Rscript scripts/new/compare.R <subset> <from> <to> <topics> <col> <year> |
Eg: Rscript scripts/new/compare.R test tfidf dir short biocaddie
Rscript scripts/new/compare.R test tfidf-snowball dir-snowball short biocaddie
4. Results
Using biocaddie_all indexes.
Model | MAP | NDCG | P@20 | NDCG@20 | P@100 | NDCG@100 | Notes | Date |
---|---|---|---|---|---|---|---|---|
classic tfidf | 0.3282 | 0.5824 | 0.6867 | 0.5478 | 0.5013 | 0.5018 | No parameters | 07/05/17 |
BM25 | 0.3543 | 0.6105+ | 0.7467+ | 0.5917+ | 0.506 | 0.5186 | Sweep b, k1 | 07/05/17 |
QL (JM) | 0.3382 | 0.6022 | 0.7233 | 0.571 | 0.5 | 0.4996 | Sweep lambda | 07/05/17 |
QL (Dir) | 0.3675 (p-value=0.0548) | 0.6163+ (p-value=0.0502) | 0.6567 | 0.5664 | 0.5213 | 0.522 | Sweep mu | 07/05/17 |
Rocchio | 0.4044+ | 0.6417 (p-value=0.0533) | 0.6967 | 0.5403 | 0.492 | 0.4912 | Sweep b, k1, fbTerms, fbDocs, fbOrigWeight | 07/05/17 |
Using biocaddie_all.snowball indexes
Model | MAP | NDCG | P@20 | NDCG@20 | P@100 | NDCG@100 | Notes | Date |
---|---|---|---|---|---|---|---|---|
classic tfidf (tfidf-snowball) | 0.3375 | 0.5944 | 0.6667 | 0.5256 | 0.4987 | 0.5002 | No parameters | 07/06/17 |
BM25 (bm25-snowball) | 0.3764+ | 0.6239+ | 0.73+ | 0.6006+ | 0.5413+ | 0.539+ | Sweep b, k1 | 07/06/17 |
QL (JM) (jm-snowball) | 0.3448 | 0.6058 | 0.67 | 0.5813+ | 0.4987 | 0.5289+ | Sweep lambda | 07/06/17 |
QL (Dir) (dir-snowball) | 0.3776+ | 0.6315+ | 0.7033 | 0.6006+ | 0.5307 | 0.5365+ | Sweep mu | 07/06/17 |
Rocchio (rocchio-snowball) | 0.3959 | 0.6052 | 0.7267 | 0.598+ | 0.5453 | 0.525 | Sweep b, k1, fbTerms, fbDocs, fbOrigWeight | 07/06/17 |
Difference between unstemmed and stemmed indexes
Model | MAP | NDCG | P@20 | NDCG@20 | P@100 | NDCG@100 | Notes | Date |
---|---|---|---|---|---|---|---|---|
classic tfidf | 0.3282 | 0.5824 | 0.6867 | 0.5478 | 0.5013 | 0.5018 | No parameters | 07/10/17 |
classic tfidf (tfidf-snowball) | 0.3375 | 0.5944 | 0.6667 | 0.5256 | 0.4987 | 0.5002 | No parameters | 07/10/17 |
BM25 | 0.3543 | 0.6105 | 0.7467 | 0.5917 | 0.506 | 0.5186 | Sweep b, k1 | 07/10/17 |
BM25 (bm25-snowball) | 0.3764+ | 0.6239 | 0.73 | 0.6006 | 0.5413+ | 0.539+ | Sweep b, k1 | 07/10/17 |
QL (JM) | 0.3382 | 0.6022 | 0.7233 | 0.571 | 0.5 | 0.4996 | Sweep lambda | 07/10/17 |
QL (JM) (jm-snowball) | 0.3448 | 0.6058 | 0.67 | 0.5813 | 0.4987 | 0.5289+ | Sweep lambda | 07/10/17 |
QL (Dir) | 0.3675 | 0.6163 | 0.6567 | 0.5664 | 0.5213 | 0.522 | Sweep mu | 07/10/17 |
QL (Dir) (dir-snowball) | 0.3776 | 0.6315 (p-value=0.0534) | 0.7033+ | 0.6006+ | 0.5307 | 0.5365 | Sweep mu | 07/10/17 |
Rocchio | 0.4044 | 0.6417 | 0.6967 | 0.5403 | 0.492 | 0.4912 | Sweep b, k1, fbTerms, fbDocs, fbOrigWeight | 07/11/17 |
Rocchio (rocchio-snowball) | 0.3959 | 0.6052- | 0.7267 | 0.598+ | 0.5453+ | 0.525 | Sweep b, k1, fbTerms, fbDocs, fbOrigWeight | 07/11/17 |
Verification
Using biocaddie_all indexes:
No Format |
---|
thphan@biocaddie-dev:/data/thphan/biocaddie$ Rscript scripts/new/compare.R test tfidf dir short biocaddie
Please enter run methods for comparison:
0: both are Indri
1: both are Lucene
2: from is Indri, to is Lucene
3: from is Lucene, to is Indri
1
[1] "map 0.3282 0.3675 p= 0.0548"
[1] "ndcg 0.5824 0.6163 p= 0.0502"
[1] "P_20 0.6867 0.6567 p= 0.9461"
[1] "ndcg_cut_20 0.5478 0.5664 p= 0.186"
[1] "P_100 0.5013 0.5213 p= 0.2168"
[1] "ndcg_cut_100 0.5018 0.522 p= 0.1401"
thphan@biocaddie-dev:/data/thphan/biocaddie$ Rscript scripts/new/compare.R test tfidf jm short biocaddie
Please enter run methods for comparison:
0: both are Indri
1: both are Lucene
2: from is Indri, to is Lucene
3: from is Lucene, to is Indri
1
[1] "map 0.3282 0.3382 p= 0.1719"
[1] "ndcg 0.5824 0.6022 p= 0.0932"
[1] "P_20 0.6867 0.7233 p= 0.0831"
[1] "ndcg_cut_20 0.5478 0.571 p= 0.145"
[1] "P_100 0.5013 0.5 p= 0.5301"
[1] "ndcg_cut_100 0.5018 0.4996 p= 0.5552"
thphan@biocaddie-dev:/data/thphan/biocaddie$ Rscript scripts/new/compare.R test tfidf bm25 short biocaddie
Please enter run methods for comparison:
0: both are Indri
1: both are Lucene
2: from is Indri, to is Lucene
3: from is Lucene, to is Indri
1
[1] "map 0.3282 0.3543 p= 0.0846"
[1] "ndcg 0.5824 0.6105 p= 0.0148"
[1] "P_20 0.6867 0.7467 p= 0.0491"
[1] "ndcg_cut_20 0.5478 0.5917 p= 0.0496"
[1] "P_100 0.5013 0.506 p= 0.428"
[1] "ndcg_cut_100 0.5018 0.5186 p= 0.2195"
thphan@biocaddie-dev:/data/thphan/biocaddie$ Rscript scripts/new/compare.R test tfidf rocchio short biocaddie
Please enter run methods for comparison:
0: both are Indri
1: both are Lucene
2: from is Indri, to is Lucene
3: from is Lucene, to is Indri
1
[1] "map 0.3282 0.4044 p= 0.0188"
[1] "ndcg 0.5824 0.6417 p= 0.0533"
[1] "P_20 0.6867 0.6967 p= 0.3785"
[1] "ndcg_cut_20 0.5478 0.5403 p= 0.6276"
[1] "P_100 0.5013 0.492 p= 0.6184"
[1] "ndcg_cut_100 0.5018 0.4912 p= 0.6071" |
Using biocaddie_all.snowball indexes
No Format |
---|
thphan@biocaddie-dev:/data/thphan/biocaddie$ Rscript scripts/new/compare.R test tfidf-snowball dir-snowball short biocaddie
Please enter run methods for comparison:
0: both are Indri
1: both are Lucene
2: from is Indri, to is Lucene
3: from is Lucene, to is Indri
1
[1] "map 0.3375 0.3776 p= 0.0387"
[1] "ndcg 0.5944 0.6315 p= 0.0072"
[1] "P_20 0.6667 0.7033 p= 0.1042"
[1] "ndcg_cut_20 0.5256 0.6006 p= 0.0046"
[1] "P_100 0.4987 0.5307 p= 0.0652"
[1] "ndcg_cut_100 0.5002 0.5365 p= 0.0207"
thphan@biocaddie-dev:/data/thphan/biocaddie$ Rscript scripts/new/compare.R test tfidf-snowball jm-snowball short biocaddie
Please enter run methods for comparison:
0: both are Indri
1: both are Lucene
2: from is Indri, to is Lucene
3: from is Lucene, to is Indri
1
[1] "map 0.3375 0.3448 p= 0.2782"
[1] "ndcg 0.5944 0.6058 p= 0.2069"
[1] "P_20 0.6667 0.67 p= 0.475"
[1] "ndcg_cut_20 0.5256 0.5813 p= 0.0161"
[1] "P_100 0.4987 0.4987 p= 0.5"
[1] "ndcg_cut_100 0.5002 0.5289 p= 0.0117"
thphan@biocaddie-dev:/data/thphan/biocaddie$ Rscript scripts/new/compare.R test tfidf-snowball bm25-snowball short biocaddie
Please enter run methods for comparison:
0: both are Indri
1: both are Lucene
2: from is Indri, to is Lucene
3: from is Lucene, to is Indri
1
[1] "map 0.3375 0.3764 p= 0.0284"
[1] "ndcg 0.5944 0.6239 p= 0.011"
[1] "P_20 0.6667 0.73 p= 0.0331"
[1] "ndcg_cut_20 0.5256 0.6006 p= 0.0045"
[1] "P_100 0.4987 0.5413 p= 0.0326"
[1] "ndcg_cut_100 0.5002 0.539 p= 0.0149"
thphan@biocaddie-dev:/data/thphan/biocaddie$ Rscript scripts/new/compare.R test tfidf rocchio-snowball short biocaddie
Please enter run methods for comparison:
0: both are Indri
1: both are Lucene
2: from is Indri, to is Lucene
3: from is Lucene, to is Indri
1
[1] "map 0.3282 0.3959 p= 0.0427"
[1] "ndcg 0.5824 0.6052 p= 0.2869"
[1] "P_20 0.6867 0.7267 p= 0.1189"
[1] "ndcg_cut_20 0.5478 0.598 p= 0.0424"
[1] "P_100 0.5013 0.5453 p= 0.1152"
[1] "ndcg_cut_100 0.5018 0.525 p= 0.2733"
|
Compare results between unstemmed and stemmed indexes:
No Format |
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thphan@biocaddie-dev:/data/thphan/biocaddie$ Rscript scripts/new/compare.R test tfidf dirtfidf-snowball short biocaddie Please enter run methods for comparison: 0: both are Indri 1: both are Lucene 2: from is Indri, to is Lucene 3: from is Lucene, to is Indri 1 [1] "map 0.3282 0.36753375 p= 0.05481463" [1] "ndcg 0.5824 0.61635944 p= 0.05021454" [1] "P_20 0.6867 0.65676667 p= 0.9461808" [1] "ndcg_cut_20 0.5478 0.56645256 p= 0.1868715" [1] "P_100 0.5013 0.52134987 p= 0.21685819" [1] "ndcg_cut_100 0.5018 0.5225002 p= 0.14015652" thphan@biocaddie-dev:/data/thphan/biocaddie$ Rscript scripts/new/compare.R test tfidfdir jmdir-snowball short biocaddbiocaddie Please enter run methods for comparison: 0: both are Indri 1: both are Lucene 2: from is Indri, to is Lucene 3: from is Lucene, to ieis Indri 1 [1] "map 0.3675 0.3776 p= 0.0842" [1] "ndcg 0.6163 0.6315 p= 0.0534" [1] "P_20 0.6567 0.7033 p= 0.0011" [1] "ndcg_cut_20 0.5664 0.6006 p= 0.0222" [1] "P_100 0.5213 0.5307 p= 0.1942" [1] "ndcg_cut_100 0.522 0.5365 p= 0.0645" thphan@biocaddie-dev:/data/thphan/biocaddie$ Rscript scripts/new/compare.R test jm jm-snowball short biocaddie Please enter run methods for comparison: 0: both are Indri 1: both are Lucene 2: from is Indri, to is Lucene 3: from is Lucene, to is Indri 1 [1] "map 0.32823382 0.33823448 p= 0.17192603" [1] "ndcg 0.58246022 0.60226058 p= 0.09323358" [1] "P_20 0.68677233 0.723367 p= 0.08318885" [1] "ndcg_cut_20 0.5478571 0.5715813 p= 0.1452551" [1] "P_100 0.50135 0.54987 p= 0.530155" [1] "ndcg_cut_100 0.50184996 0.49965289 p= 0.55520026" thphan@biocaddie-dev:/data/thphan/biocaddie$ Rscript scripts/new/compare.R test tfidfbm25 bm25-snowball short biocaddie Please enter run methods for comparison: 0: both are Indri 1: both are Lucene 2: from is Indri, to is Lucene 3: from is Lucene, to is Indri 1 [1] "map 0.32823543 0.35433764 p= 0.08460317" [1] "ndcg 0.58246105 0.61056239 p= 0.01480945" [1] "P_20 0.68677467 0.746773 p= 0.04918548" [1] "ndcg_cut_20 0.54785917 0.59176006 p= 0.04962775" [1] "P_100 0.5013506 0.5065413 p= 0.4280209" [1] "ndcg_cut_100 0.50185186 0.5186539 p= 0.21950441" thphan@biocaddie-dev:/data/thphan/biocaddie$ Rscript scripts/new/compare.R test tfidfrocchio rocchio-snowball short biocaddie Please enter run methods for comparison: 0: both are Indri 1: both are Lucene 2: from is Indri, to is Lucene 3: from is Lucene, to is Indri 1 [1] "map 0.32824044 0.40443959 p= 0.01886841" [1] "ndcg 0.58246417 0.64176052 p= 0.05339667" [1] "P_20 0.68676967 0.69677267 p= 0.37852037" [1] "ndcg_cut_20 0.54785403 0.5403598 p= 0.62760465" [1] "P_100 0.5013492 0.4925453 p= 0.61840035" [1] "ndcg_cut_100 0.50184912 0.4912525 p= 0.60710625" |