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Overhaul of regressions for MS MARCO {passage, doc} and DL {19, 20} #1559

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lintool committed Jun 9, 2021
commit 7c3cb669146e575d2eb3f8aa2a76b1a898b2dc96
12 changes: 6 additions & 6 deletions docs/regressions-dl19-doc-docTTTTTquery-per-doc.md
Original file line number Diff line number Diff line change
Expand Up @@ -54,12 +54,12 @@ nohup target/appassembler/bin/SearchCollection -index indexes/lucene-index.msmar
nohup target/appassembler/bin/SearchCollection -index indexes/lucene-index.msmarco-doc-docTTTTTquery-per-doc.pos+docvectors+raw \
-topicreader TsvInt -topics src/main/resources/topics-and-qrels/topics.dl19-doc.txt \
-output runs/run.msmarco-doc-docTTTTTquery-per-doc.bm25-tuned.topics.dl19-doc.txt \
-bm25 -bm25.k1 3.44 -bm25.b 0.87 -hits 100 &
-bm25 -bm25.k1 4.68 -bm25.b 0.87 -hits 100 &

nohup target/appassembler/bin/SearchCollection -index indexes/lucene-index.msmarco-doc-docTTTTTquery-per-doc.pos+docvectors+raw \
-topicreader TsvInt -topics src/main/resources/topics-and-qrels/topics.dl19-doc.txt \
-output runs/run.msmarco-doc-docTTTTTquery-per-doc.bm25-tuned+rm3.topics.dl19-doc.txt \
-bm25 -bm25.k1 3.44 -bm25.b 0.87 -rm3 -hits 100 &
-bm25 -bm25.k1 4.68 -bm25.b 0.87 -rm3 -hits 100 &
```

Evaluation can be performed using `trec_eval`:
Expand All @@ -80,22 +80,22 @@ With the above commands, you should be able to reproduce the following results:

MAP | BM25 (default)| +RM3 | BM25 (tuned)| +RM3 |
:---------------------------------------|-----------|-----------|-----------|-----------|
[DL19 (Doc)](https://trec.nist.gov/data/deep2019.html)| 0.2699 | 0.3044 | 0.2662 | 0.2880 |
[DL19 (Doc)](https://trec.nist.gov/data/deep2019.html)| 0.2699 | 0.3044 | 0.2620 | 0.2812 |


R@100 | BM25 (default)| +RM3 | BM25 (tuned)| +RM3 |
:---------------------------------------|-----------|-----------|-----------|-----------|
[DL19 (Doc)](https://trec.nist.gov/data/deep2019.html)| 0.4198 | 0.4465 | 0.4041 | 0.4202 |
[DL19 (Doc)](https://trec.nist.gov/data/deep2019.html)| 0.4198 | 0.4465 | 0.3992 | 0.4119 |


NDCG@10 | BM25 (default)| +RM3 | BM25 (tuned)| +RM3 |
:---------------------------------------|-----------|-----------|-----------|-----------|
[DL19 (Doc)](https://trec.nist.gov/data/deep2019.html)| 0.5968 | 0.5895 | 0.5917 | 0.5973 |
[DL19 (Doc)](https://trec.nist.gov/data/deep2019.html)| 0.5968 | 0.5895 | 0.5967 | 0.6075 |

Explanation of settings:

+ The setting "default" refers the default BM25 settings of `k1=0.9`, `b=0.4`.
+ The setting "tuned" refers to `k1=3.44`, `b=0.87`, tuned using the MS MARCO document sparse judgments on 2019/06. Tuning was performed on _on the original documents_, not the expanded documents.
+ The setting "tuned" refers to `k1=4.68`, `b=0.87`, tuned using the MS MARCO document sparse judgments to optimize for recall@100 (i.e., for first-stage retrieval) on 2019/12.

Settings tuned on the MS MARCO document sparse judgments _may not_ work well on the TREC dense judgments.

Expand Down
2 changes: 1 addition & 1 deletion docs/regressions-dl20-doc-docTTTTTquery-per-doc.md
Original file line number Diff line number Diff line change
Expand Up @@ -100,7 +100,7 @@ R@100 | BM25 (default)| +RM3 | BM25 (tune
Explanation of settings:

+ The setting "default" refers the default BM25 settings of `k1=0.9`, `b=0.4`.
+ The setting "tuned" refers to `k1=4.68`, `b=0.87`, tuned to optimize for recall@100 (i.e., for first-stage retrieval) on 2019/12.
+ The setting "tuned" refers to `k1=4.68`, `b=0.87`, tuned using the MS MARCO document sparse judgments to optimize for recall@100 (i.e., for first-stage retrieval) on 2019/12.

Settings tuned on the MS MARCO document sparse judgments _may not_ work well on the TREC dense judgments.

Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -54,7 +54,7 @@ ${effectiveness}
Explanation of settings:

+ The setting "default" refers the default BM25 settings of `k1=0.9`, `b=0.4`.
+ The setting "tuned" refers to `k1=3.44`, `b=0.87`, tuned using the MS MARCO document sparse judgments on 2019/06. Tuning was performed on _on the original documents_, not the expanded documents.
+ The setting "tuned" refers to `k1=4.68`, `b=0.87`, tuned using the MS MARCO document sparse judgments to optimize for recall@100 (i.e., for first-stage retrieval) on 2019/12.

Settings tuned on the MS MARCO document sparse judgments _may not_ work well on the TREC dense judgments.

Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -54,7 +54,7 @@ ${effectiveness}
Explanation of settings:

+ The setting "default" refers the default BM25 settings of `k1=0.9`, `b=0.4`.
+ The setting "tuned" refers to `k1=4.68`, `b=0.87`, tuned to optimize for recall@100 (i.e., for first-stage retrieval) on 2019/12.
+ The setting "tuned" refers to `k1=4.68`, `b=0.87`, tuned using the MS MARCO document sparse judgments to optimize for recall@100 (i.e., for first-stage retrieval) on 2019/12.

Settings tuned on the MS MARCO document sparse judgments _may not_ work well on the TREC dense judgments.

Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -87,28 +87,28 @@ models:
display: BM25 (tuned)
params:
- -bm25
- -bm25.k1 3.44
- -bm25.k1 4.68
- -bm25.b 0.87
- -hits 100 # Note, this is different DL 2019 passage ranking!
results:
map:
- 0.2662
- 0.2620
NDCG@10:
- 0.5917
- 0.5967
R@100:
- 0.4041
- 0.3992
- name: bm25-tuned+rm3
display: +RM3
params:
- -bm25
- -bm25.k1 3.44
- -bm25.k1 4.68
- -bm25.b 0.87
- -rm3
- -hits 100 # Note, this is different DL 2019 passage ranking!
results:
map:
- 0.2880
- 0.2812
NDCG@10:
- 0.5973
- 0.6075
R@100:
- 0.4202
- 0.4119