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Add regressions for RM3 on MS MARCO v1 and v2 doc dev sets w/ d2q #1851

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Apr 22, 2022
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Add regressions for RM3 on MS MARCO v1 and v2 doc dev sets w/ d2q #1851

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8dcfd07
Stubs of missing regressions.
lintool Apr 21, 2022
11b25ff
Update figures.
lintool Apr 22, 2022
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added docs
lintool Apr 22, 2022
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48 changes: 36 additions & 12 deletions docs/regressions-msmarco-doc-docTTTTTquery.md
View file
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Original file line number Diff line number Diff line change
Expand Up @@ -57,12 +57,26 @@ target/appassembler/bin/SearchCollection \
-output runs/run.msmarco-doc-docTTTTTquery.bm25-default.topics.msmarco-doc.dev.txt \
-bm25 &

target/appassembler/bin/SearchCollection \
-index indexes/lucene-index.msmarco-doc-docTTTTTquery/ \
-topics src/main/resources/topics-and-qrels/topics.msmarco-doc.dev.txt \
-topicreader TsvInt \
-output runs/run.msmarco-doc-docTTTTTquery.bm25-default+rm3.topics.msmarco-doc.dev.txt \
-bm25 -rm3 &

target/appassembler/bin/SearchCollection \
-index indexes/lucene-index.msmarco-doc-docTTTTTquery/ \
-topics src/main/resources/topics-and-qrels/topics.msmarco-doc.dev.txt \
-topicreader TsvInt \
-output runs/run.msmarco-doc-docTTTTTquery.bm25-tuned.topics.msmarco-doc.dev.txt \
-bm25 -bm25.k1 4.68 -bm25.b 0.87 &

target/appassembler/bin/SearchCollection \
-index indexes/lucene-index.msmarco-doc-docTTTTTquery/ \
-topics src/main/resources/topics-and-qrels/topics.msmarco-doc.dev.txt \
-topicreader TsvInt \
-output runs/run.msmarco-doc-docTTTTTquery.bm25-tuned+rm3.topics.msmarco-doc.dev.txt \
-bm25 -bm25.k1 4.68 -bm25.b 0.87 -rm3 &
```

Evaluation can be performed using `trec_eval`:
Expand All @@ -73,34 +87,44 @@ tools/eval/trec_eval.9.0.4/trec_eval -c -M 100 -m recip_rank src/main/resources/
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.100 src/main/resources/topics-and-qrels/qrels.msmarco-doc.dev.txt runs/run.msmarco-doc-docTTTTTquery.bm25-default.topics.msmarco-doc.dev.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 src/main/resources/topics-and-qrels/qrels.msmarco-doc.dev.txt runs/run.msmarco-doc-docTTTTTquery.bm25-default.topics.msmarco-doc.dev.txt

tools/eval/trec_eval.9.0.4/trec_eval -c -m map src/main/resources/topics-and-qrels/qrels.msmarco-doc.dev.txt runs/run.msmarco-doc-docTTTTTquery.bm25-default+rm3.topics.msmarco-doc.dev.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -M 100 -m recip_rank src/main/resources/topics-and-qrels/qrels.msmarco-doc.dev.txt runs/run.msmarco-doc-docTTTTTquery.bm25-default+rm3.topics.msmarco-doc.dev.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.100 src/main/resources/topics-and-qrels/qrels.msmarco-doc.dev.txt runs/run.msmarco-doc-docTTTTTquery.bm25-default+rm3.topics.msmarco-doc.dev.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 src/main/resources/topics-and-qrels/qrels.msmarco-doc.dev.txt runs/run.msmarco-doc-docTTTTTquery.bm25-default+rm3.topics.msmarco-doc.dev.txt

tools/eval/trec_eval.9.0.4/trec_eval -c -m map src/main/resources/topics-and-qrels/qrels.msmarco-doc.dev.txt runs/run.msmarco-doc-docTTTTTquery.bm25-tuned.topics.msmarco-doc.dev.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -M 100 -m recip_rank src/main/resources/topics-and-qrels/qrels.msmarco-doc.dev.txt runs/run.msmarco-doc-docTTTTTquery.bm25-tuned.topics.msmarco-doc.dev.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.100 src/main/resources/topics-and-qrels/qrels.msmarco-doc.dev.txt runs/run.msmarco-doc-docTTTTTquery.bm25-tuned.topics.msmarco-doc.dev.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 src/main/resources/topics-and-qrels/qrels.msmarco-doc.dev.txt runs/run.msmarco-doc-docTTTTTquery.bm25-tuned.topics.msmarco-doc.dev.txt

tools/eval/trec_eval.9.0.4/trec_eval -c -m map src/main/resources/topics-and-qrels/qrels.msmarco-doc.dev.txt runs/run.msmarco-doc-docTTTTTquery.bm25-tuned+rm3.topics.msmarco-doc.dev.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -M 100 -m recip_rank src/main/resources/topics-and-qrels/qrels.msmarco-doc.dev.txt runs/run.msmarco-doc-docTTTTTquery.bm25-tuned+rm3.topics.msmarco-doc.dev.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.100 src/main/resources/topics-and-qrels/qrels.msmarco-doc.dev.txt runs/run.msmarco-doc-docTTTTTquery.bm25-tuned+rm3.topics.msmarco-doc.dev.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 src/main/resources/topics-and-qrels/qrels.msmarco-doc.dev.txt runs/run.msmarco-doc-docTTTTTquery.bm25-tuned+rm3.topics.msmarco-doc.dev.txt
```

## Effectiveness

With the above commands, you should be able to reproduce the following results:

| AP@1000 | BM25 (default)| BM25 (tuned)|
|:-------------------------------------------------------------------------------------------------------------|-----------|-----------|
| [MS MARCO Doc: Dev](https://github.com/microsoft/MSMARCO-Document-Ranking) | 0.2886 | 0.3273 |
| AP@1000 | BM25 (default)| +RM3 | BM25 (tuned)| +RM3 |
|:-------------------------------------------------------------------------------------------------------------|-----------|-----------|-----------|-----------|
| [MS MARCO Doc: Dev](https://github.com/microsoft/MSMARCO-Document-Ranking) | 0.2886 | 0.1839 | 0.3273 | 0.2627 |


| RR@100 | BM25 (default)| BM25 (tuned)|
|:-------------------------------------------------------------------------------------------------------------|-----------|-----------|
| [MS MARCO Doc: Dev](https://github.com/microsoft/MSMARCO-Document-Ranking) | 0.2880 | 0.3269 |
| RR@100 | BM25 (default)| +RM3 | BM25 (tuned)| +RM3 |
|:-------------------------------------------------------------------------------------------------------------|-----------|-----------|-----------|-----------|
| [MS MARCO Doc: Dev](https://github.com/microsoft/MSMARCO-Document-Ranking) | 0.2880 | 0.1831 | 0.3269 | 0.2621 |


| R@100 | BM25 (default)| BM25 (tuned)|
|:-------------------------------------------------------------------------------------------------------------|-----------|-----------|
| [MS MARCO Doc: Dev](https://github.com/microsoft/MSMARCO-Document-Ranking) | 0.7993 | 0.8612 |
| R@100 | BM25 (default)| +RM3 | BM25 (tuned)| +RM3 |
|:-------------------------------------------------------------------------------------------------------------|-----------|-----------|-----------|-----------|
| [MS MARCO Doc: Dev](https://github.com/microsoft/MSMARCO-Document-Ranking) | 0.7993 | 0.7420 | 0.8612 | 0.8379 |


| R@1000 | BM25 (default)| BM25 (tuned)|
|:-------------------------------------------------------------------------------------------------------------|-----------|-----------|
| [MS MARCO Doc: Dev](https://github.com/microsoft/MSMARCO-Document-Ranking) | 0.9259 | 0.9553 |
| R@1000 | BM25 (default)| +RM3 | BM25 (tuned)| +RM3 |
|:-------------------------------------------------------------------------------------------------------------|-----------|-----------|-----------|-----------|
| [MS MARCO Doc: Dev](https://github.com/microsoft/MSMARCO-Document-Ranking) | 0.9259 | 0.9128 | 0.9553 | 0.9524 |

Explanation of settings:

Expand Down
48 changes: 36 additions & 12 deletions docs/regressions-msmarco-doc-segmented-docTTTTTquery.md
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -58,12 +58,26 @@ target/appassembler/bin/SearchCollection \
-output runs/run.msmarco-doc-segmented-docTTTTTquery.bm25-default.topics.msmarco-doc.dev.txt \
-bm25 -hits 10000 -selectMaxPassage -selectMaxPassage.delimiter "#" -selectMaxPassage.hits 1000 &

target/appassembler/bin/SearchCollection \
-index indexes/lucene-index.msmarco-doc-segmented-docTTTTTquery/ \
-topics src/main/resources/topics-and-qrels/topics.msmarco-doc.dev.txt \
-topicreader TsvInt \
-output runs/run.msmarco-doc-segmented-docTTTTTquery.bm25-default+rm3.topics.msmarco-doc.dev.txt \
-bm25 -rm3 -hits 10000 -selectMaxPassage -selectMaxPassage.delimiter "#" -selectMaxPassage.hits 1000 &

target/appassembler/bin/SearchCollection \
-index indexes/lucene-index.msmarco-doc-segmented-docTTTTTquery/ \
-topics src/main/resources/topics-and-qrels/topics.msmarco-doc.dev.txt \
-topicreader TsvInt \
-output runs/run.msmarco-doc-segmented-docTTTTTquery.bm25-tuned.topics.msmarco-doc.dev.txt \
-bm25 -bm25.k1 2.56 -bm25.b 0.59 -hits 10000 -selectMaxPassage -selectMaxPassage.delimiter "#" -selectMaxPassage.hits 1000 &

target/appassembler/bin/SearchCollection \
-index indexes/lucene-index.msmarco-doc-segmented-docTTTTTquery/ \
-topics src/main/resources/topics-and-qrels/topics.msmarco-doc.dev.txt \
-topicreader TsvInt \
-output runs/run.msmarco-doc-segmented-docTTTTTquery.bm25-tuned+rm3.topics.msmarco-doc.dev.txt \
-bm25 -bm25.k1 2.56 -bm25.b 0.59 -rm3 -hits 10000 -selectMaxPassage -selectMaxPassage.delimiter "#" -selectMaxPassage.hits 1000 &
```

Evaluation can be performed using `trec_eval`:
Expand All @@ -74,34 +88,44 @@ tools/eval/trec_eval.9.0.4/trec_eval -c -M 100 -m recip_rank src/main/resources/
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.100 src/main/resources/topics-and-qrels/qrels.msmarco-doc.dev.txt runs/run.msmarco-doc-segmented-docTTTTTquery.bm25-default.topics.msmarco-doc.dev.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 src/main/resources/topics-and-qrels/qrels.msmarco-doc.dev.txt runs/run.msmarco-doc-segmented-docTTTTTquery.bm25-default.topics.msmarco-doc.dev.txt

tools/eval/trec_eval.9.0.4/trec_eval -c -m map src/main/resources/topics-and-qrels/qrels.msmarco-doc.dev.txt runs/run.msmarco-doc-segmented-docTTTTTquery.bm25-default+rm3.topics.msmarco-doc.dev.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -M 100 -m recip_rank src/main/resources/topics-and-qrels/qrels.msmarco-doc.dev.txt runs/run.msmarco-doc-segmented-docTTTTTquery.bm25-default+rm3.topics.msmarco-doc.dev.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.100 src/main/resources/topics-and-qrels/qrels.msmarco-doc.dev.txt runs/run.msmarco-doc-segmented-docTTTTTquery.bm25-default+rm3.topics.msmarco-doc.dev.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 src/main/resources/topics-and-qrels/qrels.msmarco-doc.dev.txt runs/run.msmarco-doc-segmented-docTTTTTquery.bm25-default+rm3.topics.msmarco-doc.dev.txt

tools/eval/trec_eval.9.0.4/trec_eval -c -m map src/main/resources/topics-and-qrels/qrels.msmarco-doc.dev.txt runs/run.msmarco-doc-segmented-docTTTTTquery.bm25-tuned.topics.msmarco-doc.dev.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -M 100 -m recip_rank src/main/resources/topics-and-qrels/qrels.msmarco-doc.dev.txt runs/run.msmarco-doc-segmented-docTTTTTquery.bm25-tuned.topics.msmarco-doc.dev.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.100 src/main/resources/topics-and-qrels/qrels.msmarco-doc.dev.txt runs/run.msmarco-doc-segmented-docTTTTTquery.bm25-tuned.topics.msmarco-doc.dev.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 src/main/resources/topics-and-qrels/qrels.msmarco-doc.dev.txt runs/run.msmarco-doc-segmented-docTTTTTquery.bm25-tuned.topics.msmarco-doc.dev.txt

tools/eval/trec_eval.9.0.4/trec_eval -c -m map src/main/resources/topics-and-qrels/qrels.msmarco-doc.dev.txt runs/run.msmarco-doc-segmented-docTTTTTquery.bm25-tuned+rm3.topics.msmarco-doc.dev.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -M 100 -m recip_rank src/main/resources/topics-and-qrels/qrels.msmarco-doc.dev.txt runs/run.msmarco-doc-segmented-docTTTTTquery.bm25-tuned+rm3.topics.msmarco-doc.dev.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.100 src/main/resources/topics-and-qrels/qrels.msmarco-doc.dev.txt runs/run.msmarco-doc-segmented-docTTTTTquery.bm25-tuned+rm3.topics.msmarco-doc.dev.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 src/main/resources/topics-and-qrels/qrels.msmarco-doc.dev.txt runs/run.msmarco-doc-segmented-docTTTTTquery.bm25-tuned+rm3.topics.msmarco-doc.dev.txt
```

## Effectiveness

With the above commands, you should be able to reproduce the following results:

| AP@1000 | BM25 (default)| BM25 (tuned)|
|:-------------------------------------------------------------------------------------------------------------|-----------|-----------|
| [MS MARCO Doc: Dev](https://github.com/microsoft/MSMARCO-Document-Ranking) | 0.3184 | 0.3213 |
| AP@1000 | BM25 (default)| +RM3 | BM25 (tuned)| +RM3 |
|:-------------------------------------------------------------------------------------------------------------|-----------|-----------|-----------|-----------|
| [MS MARCO Doc: Dev](https://github.com/microsoft/MSMARCO-Document-Ranking) | 0.3184 | 0.2823 | 0.3213 | 0.2989 |


| RR@100 | BM25 (default)| BM25 (tuned)|
|:-------------------------------------------------------------------------------------------------------------|-----------|-----------|
| [MS MARCO Doc: Dev](https://github.com/microsoft/MSMARCO-Document-Ranking) | 0.3179 | 0.3209 |
| RR@100 | BM25 (default)| +RM3 | BM25 (tuned)| +RM3 |
|:-------------------------------------------------------------------------------------------------------------|-----------|-----------|-----------|-----------|
| [MS MARCO Doc: Dev](https://github.com/microsoft/MSMARCO-Document-Ranking) | 0.3179 | 0.2818 | 0.3209 | 0.2985 |


| R@100 | BM25 (default)| BM25 (tuned)|
|:-------------------------------------------------------------------------------------------------------------|-----------|-----------|
| [MS MARCO Doc: Dev](https://github.com/microsoft/MSMARCO-Document-Ranking) | 0.8479 | 0.8627 |
| R@100 | BM25 (default)| +RM3 | BM25 (tuned)| +RM3 |
|:-------------------------------------------------------------------------------------------------------------|-----------|-----------|-----------|-----------|
| [MS MARCO Doc: Dev](https://github.com/microsoft/MSMARCO-Document-Ranking) | 0.8479 | 0.8479 | 0.8627 | 0.8556 |


| R@1000 | BM25 (default)| BM25 (tuned)|
|:-------------------------------------------------------------------------------------------------------------|-----------|-----------|
| [MS MARCO Doc: Dev](https://github.com/microsoft/MSMARCO-Document-Ranking) | 0.9490 | 0.9530 |
| R@1000 | BM25 (default)| +RM3 | BM25 (tuned)| +RM3 |
|:-------------------------------------------------------------------------------------------------------------|-----------|-----------|-----------|-----------|
| [MS MARCO Doc: Dev](https://github.com/microsoft/MSMARCO-Document-Ranking) | 0.9490 | 0.9547 | 0.9530 | 0.9567 |

Explanation of settings:

Expand Down
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