diff --git a/README.md b/README.md
index d2ccd9130..4c7919d98 100644
--- a/README.md
+++ b/README.md
@@ -271,7 +271,10 @@ See individual pages for details!
The experiments described below are not associated with rigorous end-to-end regression testing and thus provide a lower standard of reproducibility.
For the most part, manual copying and pasting of commands into a shell is required to reproduce our results.
-### MS MARCO (V1)
+
+MS MARCO V1
+
+### MS MARCO V1
+ Reproducing [BM25 baselines for MS MARCO Passage Ranking](docs/experiments-msmarco-passage.md)
+ Reproducing [BM25 baselines for MS MARCO Document Ranking](docs/experiments-msmarco-doc.md)
@@ -280,16 +283,28 @@ For the most part, manual copying and pasting of commands into a shell is requir
+ Reproducing [docTTTTTquery results](docs/experiments-docTTTTTquery.md) (MS MARCO Passage and Document Ranking)
+ Notes about reproduction issues with [MS MARCO Document Ranking w/ docTTTTTquery](docs/experiments-msmarco-doc-doc2query-details.md)
-### MS MARCO (V2)
+
+
+MS MARCO V2
+
+### MS MARCO V2
+ Reproducing [BM25 baselines on the MS MARCO V2 Collections](docs/experiments-msmarco-v2.md)
+
+
+TREC-COVID and CORD-19
+
### TREC-COVID and CORD-19
+ [Indexing AI2's COVID-19 Open Research Dataset](docs/experiments-cord19.md)
+ [Baselines for the TREC-COVID Challenge](docs/experiments-covid.md)
+ [Baselines for the TREC-COVID Challenge using doc2query](docs/experiments-covid-doc2query.md)
+
+
+Other Experiments and Features
+
### Other Experiments and Features
+ [Working with the 20 Newsgroups Dataset](docs/experiments-20newsgroups.md)
@@ -302,6 +317,8 @@ For the most part, manual copying and pasting of commands into a shell is requir
+ Runbook for [ECIR 2019 paper on cross-collection relevance feedback](docs/runbook-ecir2019-ccrf.md)
+ Support for [approximate nearest-neighbor search](docs/approximate-nearestneighbor.md) on dense vectors with inverted indexes
+
+
## 🙋 How Can I Contribute?
If you've found Anserini to be helpful, we have a simple request for you to contribute back.
diff --git a/docs/regressions/regressions-dl19-passage-cos-dpr-distil.md b/docs/regressions/regressions-dl19-passage-cos-dpr-distil.md
index 5ccbad093..085dc3150 100644
--- a/docs/regressions/regressions-dl19-passage-cos-dpr-distil.md
+++ b/docs/regressions/regressions-dl19-passage-cos-dpr-distil.md
@@ -99,13 +99,13 @@ With the above commands, you should be able to reproduce the following results:
| **AP@1000** | **cosDPR-distil**|
|:-------------------------------------------------------------------------------------------------------------|-----------|
-| [DL19 (Passage)](https://trec.nist.gov/data/deep2020.html) | 0.460 |
+| [DL19 (Passage)](https://trec.nist.gov/data/deep2020.html) | 0.458 |
| **nDCG@10** | **cosDPR-distil**|
-| [DL19 (Passage)](https://trec.nist.gov/data/deep2020.html) | 0.722 |
+| [DL19 (Passage)](https://trec.nist.gov/data/deep2020.html) | 0.717 |
| **R@100** | **cosDPR-distil**|
-| [DL19 (Passage)](https://trec.nist.gov/data/deep2020.html) | 0.609 |
+| [DL19 (Passage)](https://trec.nist.gov/data/deep2020.html) | 0.605 |
| **R@1000** | **cosDPR-distil**|
-| [DL19 (Passage)](https://trec.nist.gov/data/deep2020.html) | 0.807 |
+| [DL19 (Passage)](https://trec.nist.gov/data/deep2020.html) | 0.805 |
Note that due to the non-deterministic nature of HNSW indexing, results may differ slightly between each experimental run.
Nevertheless, scores are generally stable to the third digit after the decimal point.
diff --git a/docs/regressions/regressions-dl20-passage-cos-dpr-distil.md b/docs/regressions/regressions-dl20-passage-cos-dpr-distil.md
index d7e5a6423..846a98812 100644
--- a/docs/regressions/regressions-dl20-passage-cos-dpr-distil.md
+++ b/docs/regressions/regressions-dl20-passage-cos-dpr-distil.md
@@ -103,9 +103,9 @@ With the above commands, you should be able to reproduce the following results:
| **nDCG@10** | **cosDPR-distil**|
| [DL20 (Passage)](https://trec.nist.gov/data/deep2020.html) | 0.701 |
| **R@100** | **cosDPR-distil**|
-| [DL20 (Passage)](https://trec.nist.gov/data/deep2020.html) | 0.714 |
+| [DL20 (Passage)](https://trec.nist.gov/data/deep2020.html) | 0.712 |
| **R@1000** | **cosDPR-distil**|
-| [DL20 (Passage)](https://trec.nist.gov/data/deep2020.html) | 0.844 |
+| [DL20 (Passage)](https://trec.nist.gov/data/deep2020.html) | 0.843 |
Note that due to the non-deterministic nature of HNSW indexing, results may differ slightly between each experimental run.
Nevertheless, scores are generally stable to the third digit after the decimal point.
diff --git a/docs/regressions/regressions-msmarco-passage-cos-dpr-distil.md b/docs/regressions/regressions-msmarco-passage-cos-dpr-distil.md
index 0208be17f..5bb001128 100644
--- a/docs/regressions/regressions-msmarco-passage-cos-dpr-distil.md
+++ b/docs/regressions/regressions-msmarco-passage-cos-dpr-distil.md
@@ -95,13 +95,13 @@ With the above commands, you should be able to reproduce the following results:
| **AP@1000** | **cosDPR-distil**|
|:-------------------------------------------------------------------------------------------------------------|-----------|
-| [MS MARCO Passage: Dev](https://github.com/microsoft/MSMARCO-Passage-Ranking) | 0.392 |
+| [MS MARCO Passage: Dev](https://github.com/microsoft/MSMARCO-Passage-Ranking) | 0.393 |
| **RR@10** | **cosDPR-distil**|
-| [MS MARCO Passage: Dev](https://github.com/microsoft/MSMARCO-Passage-Ranking) | 0.387 |
+| [MS MARCO Passage: Dev](https://github.com/microsoft/MSMARCO-Passage-Ranking) | 0.388 |
| **R@100** | **cosDPR-distil**|
-| [MS MARCO Passage: Dev](https://github.com/microsoft/MSMARCO-Passage-Ranking) | 0.900 |
+| [MS MARCO Passage: Dev](https://github.com/microsoft/MSMARCO-Passage-Ranking) | 0.903 |
| **R@1000** | **cosDPR-distil**|
-| [MS MARCO Passage: Dev](https://github.com/microsoft/MSMARCO-Passage-Ranking) | 0.970 |
+| [MS MARCO Passage: Dev](https://github.com/microsoft/MSMARCO-Passage-Ranking) | 0.974 |
Note that due to the non-deterministic nature of HNSW indexing, results may differ slightly between each experimental run.
Nevertheless, scores are generally stable to the third digit after the decimal point.