diff --git a/src/main/python/run_regression.py b/src/main/python/run_regression.py
index 0595ba94a2..27007b7479 100644
--- a/src/main/python/run_regression.py
+++ b/src/main/python/run_regression.py
@@ -204,8 +204,10 @@ def evaluate_and_verify(yaml_data, dry_run):
                 expected = round(model['results'][metric['metric']][i], metric['metric_precision'])
                 actual = round(float(eval_out), metric['metric_precision'])
 
+                using_hnsw = True if 'VectorQueryGenerator' in model['params'] or '-encoder' in model['params'] else False
+
                 # For HNSW, we only print to third digit
-                if 'VectorQueryGenerator' in model['params']:
+                if using_hnsw:
                     result_str = 'expected: {0:.3f} actual: {1:.3f} - metric: {2:<8} model: {3} topics: {4}'.format(
                         expected, actual, metric['metric'], model['name'], topic_set['id'])
                 else:
@@ -216,8 +218,8 @@ def evaluate_and_verify(yaml_data, dry_run):
                 # For HNSW, be more tolerant, but as long as the actual score is higher than the expected score,
                 # let the test pass.
                 if is_close(expected, actual) or \
-                        ('VectorQueryGenerator' in model['params'] and is_close(expected, actual, abs_tol=0.007)) or \
-                        ('VectorQueryGenerator' in model['params'] and actual > expected):
+                        (using_hnsw and is_close(expected, actual, abs_tol=0.007)) or \
+                        (using_hnsw and actual > expected):
                     logger.info(ok_str + result_str)
                 # For ONNX runs, increase tolerance a bit because we observe some minor differences across OSes.
                 elif '-encoder' in model['params'] and is_close(expected, actual, abs_tol=0.001):
diff --git a/src/main/resources/regression/beir-v1.0.0-arguana-splade-pp-ed-onnx.yaml b/src/main/resources/regression/beir-v1.0.0-arguana-splade-pp-ed-onnx.yaml
new file mode 100644
index 0000000000..5dd7a09793
--- /dev/null
+++ b/src/main/resources/regression/beir-v1.0.0-arguana-splade-pp-ed-onnx.yaml
@@ -0,0 +1,55 @@
+---
+corpus: beir-v1.0.0-arguana-splade-pp-ed
+corpus_path: collections/beir-v1.0.0/splade-pp-ed/arguana
+
+index_path: indexes/lucene-index.beir-v1.0.0-arguana-splade-pp-ed/
+collection_class: JsonVectorCollection
+generator_class: DefaultLuceneDocumentGenerator
+index_threads: 16
+index_options: -impact -pretokenized
+index_stats:
+  documents: 8674
+  documents (non-empty): 8674
+  total terms: 71992355
+
+metrics:
+  - metric: nDCG@10
+    command: target/appassembler/bin/trec_eval
+    params: -c -m ndcg_cut.10
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@100
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.100
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@1000
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.1000
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+
+topic_reader: TsvString
+topics:
+  - name: "BEIR (v1.0.0): ArguAna"
+    id: test
+    path: topics.beir-v1.0.0-arguana.test.tsv.gz
+    qrel: qrels.beir-v1.0.0-arguana.test.txt
+
+models:
+  - name: splade-pp-ed
+    display: SPLADE++ (CoCondenser-EnsembleDistil)
+    params: -impact -pretokenized -removeQuery -hits 1000 -encoder SpladePlusPlusEnsembleDistil
+    results:
+      nDCG@10:
+        - 0.5203
+      R@100:
+        - 0.9744
+      R@1000:
+        - 0.9950
diff --git a/src/main/resources/regression/beir-v1.0.0-bioasq-splade-pp-ed-onnx.yaml b/src/main/resources/regression/beir-v1.0.0-bioasq-splade-pp-ed-onnx.yaml
new file mode 100644
index 0000000000..913f731e06
--- /dev/null
+++ b/src/main/resources/regression/beir-v1.0.0-bioasq-splade-pp-ed-onnx.yaml
@@ -0,0 +1,55 @@
+---
+corpus: beir-v1.0.0-bioasq-splade-pp-ed
+corpus_path: collections/beir-v1.0.0/splade-pp-ed/bioasq
+
+index_path: indexes/lucene-index.beir-v1.0.0-bioasq-splade-pp-ed/
+collection_class: JsonVectorCollection
+generator_class: DefaultLuceneDocumentGenerator
+index_threads: 16
+index_options: -impact -pretokenized
+index_stats:
+  documents: 14914603
+  documents (non-empty): 14914603
+  total terms: 127381306317
+
+metrics:
+  - metric: nDCG@10
+    command: target/appassembler/bin/trec_eval
+    params: -c -m ndcg_cut.10
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@100
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.100
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@1000
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.1000
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+
+topic_reader: TsvString
+topics:
+  - name: "BEIR (v1.0.0): BioASQ"
+    id: test
+    path: topics.beir-v1.0.0-bioasq.test.tsv.gz
+    qrel: qrels.beir-v1.0.0-bioasq.test.txt
+
+models:
+  - name: splade-pp-ed
+    display: SPLADE++ (CoCondenser-EnsembleDistil)
+    params: -impact -pretokenized -removeQuery -hits 1000 -encoder SpladePlusPlusEnsembleDistil
+    results:
+      nDCG@10:
+        - 0.4980
+      R@100:
+        - 0.7385
+      R@1000:
+        - 0.8757
diff --git a/src/main/resources/regression/beir-v1.0.0-climate-fever-splade-pp-ed-onnx.yaml b/src/main/resources/regression/beir-v1.0.0-climate-fever-splade-pp-ed-onnx.yaml
new file mode 100644
index 0000000000..db973ad323
--- /dev/null
+++ b/src/main/resources/regression/beir-v1.0.0-climate-fever-splade-pp-ed-onnx.yaml
@@ -0,0 +1,55 @@
+---
+corpus: beir-v1.0.0-climate-fever-splade-pp-ed
+corpus_path: collections/beir-v1.0.0/splade-pp-ed/climate-fever
+
+index_path: indexes/lucene-index.beir-v1.0.0-climate-fever-splade-pp-ed/
+collection_class: JsonVectorCollection
+generator_class: DefaultLuceneDocumentGenerator
+index_threads: 16
+index_options: -impact -pretokenized
+index_stats:
+  documents: 5416593
+  documents (non-empty): 5416593
+  total terms: 28498465299
+
+metrics:
+  - metric: nDCG@10
+    command: target/appassembler/bin/trec_eval
+    params: -c -m ndcg_cut.10
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@100
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.100
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@1000
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.1000
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+
+topic_reader: TsvString
+topics:
+  - name: "BEIR (v1.0.0): Climate-FEVER"
+    id: test
+    path: topics.beir-v1.0.0-climate-fever.test.tsv.gz
+    qrel: qrels.beir-v1.0.0-climate-fever.test.txt
+
+models:
+  - name: splade-pp-ed
+    display: SPLADE++ (CoCondenser-EnsembleDistil)
+    params: -impact -pretokenized -removeQuery -hits 1000 -encoder SpladePlusPlusEnsembleDistil
+    results:
+      nDCG@10:
+        - 0.2297
+      R@100:
+        - 0.5211
+      R@1000:
+        - 0.7183
diff --git a/src/main/resources/regression/beir-v1.0.0-cqadupstack-android-splade-pp-ed-onnx.yaml b/src/main/resources/regression/beir-v1.0.0-cqadupstack-android-splade-pp-ed-onnx.yaml
new file mode 100644
index 0000000000..41338cbfc0
--- /dev/null
+++ b/src/main/resources/regression/beir-v1.0.0-cqadupstack-android-splade-pp-ed-onnx.yaml
@@ -0,0 +1,55 @@
+---
+corpus: beir-v1.0.0-cqadupstack-android-splade-pp-ed
+corpus_path: collections/beir-v1.0.0/splade-pp-ed/cqadupstack-android
+
+index_path: indexes/lucene-index.beir-v1.0.0-cqadupstack-android-splade-pp-ed/
+collection_class: JsonVectorCollection
+generator_class: DefaultLuceneDocumentGenerator
+index_threads: 16
+index_options: -impact -pretokenized
+index_stats:
+  documents: 22998
+  documents (non-empty): 22998
+  total terms: 108476959
+
+metrics:
+  - metric: nDCG@10
+    command: target/appassembler/bin/trec_eval
+    params: -c -m ndcg_cut.10
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@100
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.100
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@1000
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.1000
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+
+topic_reader: TsvString
+topics:
+  - name: "BEIR (v1.0.0): CQADupStack-android"
+    id: test
+    path: topics.beir-v1.0.0-cqadupstack-android.test.tsv.gz
+    qrel: qrels.beir-v1.0.0-cqadupstack-android.test.txt
+
+models:
+  - name: splade-pp-ed
+    display: SPLADE++ (CoCondenser-EnsembleDistil)
+    params: -impact -pretokenized -removeQuery -hits 1000 -encoder SpladePlusPlusEnsembleDistil
+    results:
+      nDCG@10:
+        - 0.3904
+      R@100:
+        - 0.7404
+      R@1000:
+        - 0.9064
diff --git a/src/main/resources/regression/beir-v1.0.0-cqadupstack-english-splade-pp-ed-onnx.yaml b/src/main/resources/regression/beir-v1.0.0-cqadupstack-english-splade-pp-ed-onnx.yaml
new file mode 100644
index 0000000000..da9991fcc8
--- /dev/null
+++ b/src/main/resources/regression/beir-v1.0.0-cqadupstack-english-splade-pp-ed-onnx.yaml
@@ -0,0 +1,55 @@
+---
+corpus: beir-v1.0.0-cqadupstack-english-splade-pp-ed
+corpus_path: collections/beir-v1.0.0/splade-pp-ed/cqadupstack-english
+
+index_path: indexes/lucene-index.beir-v1.0.0-cqadupstack-english-splade-pp-ed/
+collection_class: JsonVectorCollection
+generator_class: DefaultLuceneDocumentGenerator
+index_threads: 16
+index_options: -impact -pretokenized
+index_stats:
+  documents: 40221
+  documents (non-empty): 40221
+  total terms: 158861979
+
+metrics:
+  - metric: nDCG@10
+    command: target/appassembler/bin/trec_eval
+    params: -c -m ndcg_cut.10
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@100
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.100
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@1000
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.1000
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+
+topic_reader: TsvString
+topics:
+  - name: "BEIR (v1.0.0): CQADupStack-english"
+    id: test
+    path: topics.beir-v1.0.0-cqadupstack-english.test.tsv.gz
+    qrel: qrels.beir-v1.0.0-cqadupstack-english.test.txt
+
+models:
+  - name: splade-pp-ed
+    display: SPLADE++ (CoCondenser-EnsembleDistil)
+    params: -impact -pretokenized -removeQuery -hits 1000 -encoder SpladePlusPlusEnsembleDistil
+    results:
+      nDCG@10:
+        - 0.4079
+      R@100:
+        - 0.6946
+      R@1000:
+        - 0.8454
diff --git a/src/main/resources/regression/beir-v1.0.0-cqadupstack-gaming-splade-pp-ed-onnx.yaml b/src/main/resources/regression/beir-v1.0.0-cqadupstack-gaming-splade-pp-ed-onnx.yaml
new file mode 100644
index 0000000000..8403e4c4b6
--- /dev/null
+++ b/src/main/resources/regression/beir-v1.0.0-cqadupstack-gaming-splade-pp-ed-onnx.yaml
@@ -0,0 +1,55 @@
+---
+corpus: beir-v1.0.0-cqadupstack-gaming-splade-pp-ed
+corpus_path: collections/beir-v1.0.0/splade-pp-ed/cqadupstack-gaming
+
+index_path: indexes/lucene-index.beir-v1.0.0-cqadupstack-gaming-splade-pp-ed/
+collection_class: JsonVectorCollection
+generator_class: DefaultLuceneDocumentGenerator
+index_threads: 16
+index_options: -impact -pretokenized
+index_stats:
+  documents: 45301
+  documents (non-empty): 45301
+  total terms: 197713644
+
+metrics:
+  - metric: nDCG@10
+    command: target/appassembler/bin/trec_eval
+    params: -c -m ndcg_cut.10
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@100
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.100
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@1000
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.1000
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+
+topic_reader: TsvString
+topics:
+  - name: "BEIR (v1.0.0): CQADupStack-gaming"
+    id: test
+    path: topics.beir-v1.0.0-cqadupstack-gaming.test.tsv.gz
+    qrel: qrels.beir-v1.0.0-cqadupstack-gaming.test.txt
+
+models:
+  - name: splade-pp-ed
+    display: SPLADE++ (CoCondenser-EnsembleDistil)
+    params: -impact -pretokenized -removeQuery -hits 1000 -encoder SpladePlusPlusEnsembleDistil
+    results:
+      nDCG@10:
+        - 0.4957
+      R@100:
+        - 0.8131
+      R@1000:
+        - 0.9221
diff --git a/src/main/resources/regression/beir-v1.0.0-cqadupstack-gis-splade-pp-ed-onnx.yaml b/src/main/resources/regression/beir-v1.0.0-cqadupstack-gis-splade-pp-ed-onnx.yaml
new file mode 100644
index 0000000000..2302f514e7
--- /dev/null
+++ b/src/main/resources/regression/beir-v1.0.0-cqadupstack-gis-splade-pp-ed-onnx.yaml
@@ -0,0 +1,55 @@
+---
+corpus: beir-v1.0.0-cqadupstack-gis-splade-pp-ed
+corpus_path: collections/beir-v1.0.0/splade-pp-ed/cqadupstack-gis
+
+index_path: indexes/lucene-index.beir-v1.0.0-cqadupstack-gis-splade-pp-ed/
+collection_class: JsonVectorCollection
+generator_class: DefaultLuceneDocumentGenerator
+index_threads: 16
+index_options: -impact -pretokenized
+index_stats:
+  documents: 37637
+  documents (non-empty): 37637
+  total terms: 214744014
+
+metrics:
+  - metric: nDCG@10
+    command: target/appassembler/bin/trec_eval
+    params: -c -m ndcg_cut.10
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@100
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.100
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@1000
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.1000
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+
+topic_reader: TsvString
+topics:
+  - name: "BEIR (v1.0.0): CQADupStack-gis"
+    id: test
+    path: topics.beir-v1.0.0-cqadupstack-gis.test.tsv.gz
+    qrel: qrels.beir-v1.0.0-cqadupstack-gis.test.txt
+
+models:
+  - name: splade-pp-ed
+    display: SPLADE++ (CoCondenser-EnsembleDistil)
+    params: -impact -pretokenized -removeQuery -hits 1000 -encoder SpladePlusPlusEnsembleDistil
+    results:
+      nDCG@10:
+        - 0.3150
+      R@100:
+        - 0.6320
+      R@1000:
+        - 0.8325
diff --git a/src/main/resources/regression/beir-v1.0.0-cqadupstack-mathematica-splade-pp-ed-onnx.yaml b/src/main/resources/regression/beir-v1.0.0-cqadupstack-mathematica-splade-pp-ed-onnx.yaml
new file mode 100644
index 0000000000..1282a543da
--- /dev/null
+++ b/src/main/resources/regression/beir-v1.0.0-cqadupstack-mathematica-splade-pp-ed-onnx.yaml
@@ -0,0 +1,55 @@
+---
+corpus: beir-v1.0.0-cqadupstack-mathematica-splade-pp-ed
+corpus_path: collections/beir-v1.0.0/splade-pp-ed/cqadupstack-mathematica
+
+index_path: indexes/lucene-index.beir-v1.0.0-cqadupstack-mathematica-splade-pp-ed/
+collection_class: JsonVectorCollection
+generator_class: DefaultLuceneDocumentGenerator
+index_threads: 16
+index_options: -impact -pretokenized
+index_stats:
+  documents: 16705
+  documents (non-empty): 16705
+  total terms: 90452420
+
+metrics:
+  - metric: nDCG@10
+    command: target/appassembler/bin/trec_eval
+    params: -c -m ndcg_cut.10
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@100
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.100
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@1000
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.1000
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+
+topic_reader: TsvString
+topics:
+  - name: "BEIR (v1.0.0): CQADupStack-mathematica"
+    id: test
+    path: topics.beir-v1.0.0-cqadupstack-mathematica.test.tsv.gz
+    qrel: qrels.beir-v1.0.0-cqadupstack-mathematica.test.txt
+
+models:
+  - name: splade-pp-ed
+    display: SPLADE++ (CoCondenser-EnsembleDistil)
+    params: -impact -pretokenized -removeQuery -hits 1000 -encoder SpladePlusPlusEnsembleDistil
+    results:
+      nDCG@10:
+        - 0.2377
+      R@100:
+        - 0.5797
+      R@1000:
+        - 0.8007
diff --git a/src/main/resources/regression/beir-v1.0.0-cqadupstack-physics-splade-pp-ed-onnx.yaml b/src/main/resources/regression/beir-v1.0.0-cqadupstack-physics-splade-pp-ed-onnx.yaml
new file mode 100644
index 0000000000..e10b8ea672
--- /dev/null
+++ b/src/main/resources/regression/beir-v1.0.0-cqadupstack-physics-splade-pp-ed-onnx.yaml
@@ -0,0 +1,55 @@
+---
+corpus: beir-v1.0.0-cqadupstack-physics-splade-pp-ed
+corpus_path: collections/beir-v1.0.0/splade-pp-ed/cqadupstack-physics
+
+index_path: indexes/lucene-index.beir-v1.0.0-cqadupstack-physics-splade-pp-ed/
+collection_class: JsonVectorCollection
+generator_class: DefaultLuceneDocumentGenerator
+index_threads: 16
+index_options: -impact -pretokenized
+index_stats:
+  documents: 38316
+  documents (non-empty): 38316
+  total terms: 199892911
+
+metrics:
+  - metric: nDCG@10
+    command: target/appassembler/bin/trec_eval
+    params: -c -m ndcg_cut.10
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@100
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.100
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@1000
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.1000
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+
+topic_reader: TsvString
+topics:
+  - name: "BEIR (v1.0.0): CQADupStack-physics"
+    id: test
+    path: topics.beir-v1.0.0-cqadupstack-physics.test.tsv.gz
+    qrel: qrels.beir-v1.0.0-cqadupstack-physics.test.txt
+
+models:
+  - name: splade-pp-ed
+    display: SPLADE++ (CoCondenser-EnsembleDistil)
+    params: -impact -pretokenized -removeQuery -hits 1000 -encoder SpladePlusPlusEnsembleDistil
+    results:
+      nDCG@10:
+        - 0.3599
+      R@100:
+        - 0.7196
+      R@1000:
+        - 0.9010
diff --git a/src/main/resources/regression/beir-v1.0.0-cqadupstack-programmers-splade-pp-ed-onnx.yaml b/src/main/resources/regression/beir-v1.0.0-cqadupstack-programmers-splade-pp-ed-onnx.yaml
new file mode 100644
index 0000000000..d39c76aaeb
--- /dev/null
+++ b/src/main/resources/regression/beir-v1.0.0-cqadupstack-programmers-splade-pp-ed-onnx.yaml
@@ -0,0 +1,55 @@
+---
+corpus: beir-v1.0.0-cqadupstack-programmers-splade-pp-ed
+corpus_path: collections/beir-v1.0.0/splade-pp-ed/cqadupstack-programmers
+
+index_path: indexes/lucene-index.beir-v1.0.0-cqadupstack-programmers-splade-pp-ed/
+collection_class: JsonVectorCollection
+generator_class: DefaultLuceneDocumentGenerator
+index_threads: 16
+index_options: -impact -pretokenized
+index_stats:
+  documents: 32176
+  documents (non-empty): 32176
+  total terms: 182133939
+
+metrics:
+  - metric: nDCG@10
+    command: target/appassembler/bin/trec_eval
+    params: -c -m ndcg_cut.10
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@100
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.100
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@1000
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.1000
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+
+topic_reader: TsvString
+topics:
+  - name: "BEIR (v1.0.0): CQADupStack-programmers"
+    id: test
+    path: topics.beir-v1.0.0-cqadupstack-programmers.test.tsv.gz
+    qrel: qrels.beir-v1.0.0-cqadupstack-programmers.test.txt
+
+models:
+  - name: splade-pp-ed
+    display: SPLADE++ (CoCondenser-EnsembleDistil)
+    params: -impact -pretokenized -removeQuery -hits 1000 -encoder SpladePlusPlusEnsembleDistil
+    results:
+      nDCG@10:
+        - 0.3401
+      R@100:
+        - 0.6585
+      R@1000:
+        - 0.8603
diff --git a/src/main/resources/regression/beir-v1.0.0-cqadupstack-stats-splade-pp-ed-onnx.yaml b/src/main/resources/regression/beir-v1.0.0-cqadupstack-stats-splade-pp-ed-onnx.yaml
new file mode 100644
index 0000000000..947b5e3b96
--- /dev/null
+++ b/src/main/resources/regression/beir-v1.0.0-cqadupstack-stats-splade-pp-ed-onnx.yaml
@@ -0,0 +1,55 @@
+---
+corpus: beir-v1.0.0-cqadupstack-stats-splade-pp-ed
+corpus_path: collections/beir-v1.0.0/splade-pp-ed/cqadupstack-stats
+
+index_path: indexes/lucene-index.beir-v1.0.0-cqadupstack-stats-splade-pp-ed/
+collection_class: JsonVectorCollection
+generator_class: DefaultLuceneDocumentGenerator
+index_threads: 16
+index_options: -impact -pretokenized
+index_stats:
+  documents: 42269
+  documents (non-empty): 42269
+  total terms: 236361350
+
+metrics:
+  - metric: nDCG@10
+    command: target/appassembler/bin/trec_eval
+    params: -c -m ndcg_cut.10
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@100
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.100
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@1000
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.1000
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+
+topic_reader: TsvString
+topics:
+  - name: "BEIR (v1.0.0): CQADupStack-stats"
+    id: test
+    path: topics.beir-v1.0.0-cqadupstack-stats.test.tsv.gz
+    qrel: qrels.beir-v1.0.0-cqadupstack-stats.test.txt
+
+models:
+  - name: splade-pp-ed
+    display: SPLADE++ (CoCondenser-EnsembleDistil)
+    params: -impact -pretokenized -removeQuery -hits 1000 -encoder SpladePlusPlusEnsembleDistil
+    results:
+      nDCG@10:
+        - 0.2990
+      R@100:
+        - 0.5894
+      R@1000:
+        - 0.7776
diff --git a/src/main/resources/regression/beir-v1.0.0-cqadupstack-tex-splade-pp-ed-onnx.yaml b/src/main/resources/regression/beir-v1.0.0-cqadupstack-tex-splade-pp-ed-onnx.yaml
new file mode 100644
index 0000000000..0f8202ab0b
--- /dev/null
+++ b/src/main/resources/regression/beir-v1.0.0-cqadupstack-tex-splade-pp-ed-onnx.yaml
@@ -0,0 +1,55 @@
+---
+corpus: beir-v1.0.0-cqadupstack-tex-splade-pp-ed
+corpus_path: collections/beir-v1.0.0/splade-pp-ed/cqadupstack-tex
+
+index_path: indexes/lucene-index.beir-v1.0.0-cqadupstack-tex-splade-pp-ed/
+collection_class: JsonVectorCollection
+generator_class: DefaultLuceneDocumentGenerator
+index_threads: 16
+index_options: -impact -pretokenized
+index_stats:
+  documents: 68184
+  documents (non-empty): 68184
+  total terms: 433864313
+
+metrics:
+  - metric: nDCG@10
+    command: target/appassembler/bin/trec_eval
+    params: -c -m ndcg_cut.10
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@100
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.100
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@1000
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.1000
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+
+topic_reader: TsvString
+topics:
+  - name: "BEIR (v1.0.0): CQADupStack-tex"
+    id: test
+    path: topics.beir-v1.0.0-cqadupstack-tex.test.tsv.gz
+    qrel: qrels.beir-v1.0.0-cqadupstack-tex.test.txt
+
+models:
+  - name: splade-pp-ed
+    display: SPLADE++ (CoCondenser-EnsembleDistil)
+    params: -impact -pretokenized -removeQuery -hits 1000 -encoder SpladePlusPlusEnsembleDistil
+    results:
+      nDCG@10:
+        - 0.2530
+      R@100:
+        - 0.5161
+      R@1000:
+        - 0.7341
diff --git a/src/main/resources/regression/beir-v1.0.0-cqadupstack-unix-splade-pp-ed-onnx.yaml b/src/main/resources/regression/beir-v1.0.0-cqadupstack-unix-splade-pp-ed-onnx.yaml
new file mode 100644
index 0000000000..91309ebd7c
--- /dev/null
+++ b/src/main/resources/regression/beir-v1.0.0-cqadupstack-unix-splade-pp-ed-onnx.yaml
@@ -0,0 +1,55 @@
+---
+corpus: beir-v1.0.0-cqadupstack-unix-splade-pp-ed
+corpus_path: collections/beir-v1.0.0/splade-pp-ed/cqadupstack-unix
+
+index_path: indexes/lucene-index.beir-v1.0.0-cqadupstack-unix-splade-pp-ed/
+collection_class: JsonVectorCollection
+generator_class: DefaultLuceneDocumentGenerator
+index_threads: 16
+index_options: -impact -pretokenized
+index_stats:
+  documents: 47382
+  documents (non-empty): 47382
+  total terms: 260688145
+
+metrics:
+  - metric: nDCG@10
+    command: target/appassembler/bin/trec_eval
+    params: -c -m ndcg_cut.10
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@100
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.100
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@1000
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.1000
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+
+topic_reader: TsvString
+topics:
+  - name: "BEIR (v1.0.0): CQADupStack-unix"
+    id: test
+    path: topics.beir-v1.0.0-cqadupstack-unix.test.tsv.gz
+    qrel: qrels.beir-v1.0.0-cqadupstack-unix.test.txt
+
+models:
+  - name: splade-pp-ed
+    display: SPLADE++ (CoCondenser-EnsembleDistil)
+    params: -impact -pretokenized -removeQuery -hits 1000 -encoder SpladePlusPlusEnsembleDistil
+    results:
+      nDCG@10:
+        - 0.3167
+      R@100:
+        - 0.6214
+      R@1000:
+        - 0.8257
diff --git a/src/main/resources/regression/beir-v1.0.0-cqadupstack-webmasters-splade-pp-ed-onnx.yaml b/src/main/resources/regression/beir-v1.0.0-cqadupstack-webmasters-splade-pp-ed-onnx.yaml
new file mode 100644
index 0000000000..6d3178ade7
--- /dev/null
+++ b/src/main/resources/regression/beir-v1.0.0-cqadupstack-webmasters-splade-pp-ed-onnx.yaml
@@ -0,0 +1,55 @@
+---
+corpus: beir-v1.0.0-cqadupstack-webmasters-splade-pp-ed
+corpus_path: collections/beir-v1.0.0/splade-pp-ed/cqadupstack-webmasters
+
+index_path: indexes/lucene-index.beir-v1.0.0-cqadupstack-webmasters-splade-pp-ed/
+collection_class: JsonVectorCollection
+generator_class: DefaultLuceneDocumentGenerator
+index_threads: 16
+index_options: -impact -pretokenized
+index_stats:
+  documents: 17405
+  documents (non-empty): 17405
+  total terms: 89755810
+
+metrics:
+  - metric: nDCG@10
+    command: target/appassembler/bin/trec_eval
+    params: -c -m ndcg_cut.10
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@100
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.100
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@1000
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.1000
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+
+topic_reader: TsvString
+topics:
+  - name: "BEIR (v1.0.0): CQADupStack-webmasters"
+    id: test
+    path: topics.beir-v1.0.0-cqadupstack-webmasters.test.tsv.gz
+    qrel: qrels.beir-v1.0.0-cqadupstack-webmasters.test.txt
+
+models:
+  - name: splade-pp-ed
+    display: SPLADE++ (CoCondenser-EnsembleDistil)
+    params: -impact -pretokenized -removeQuery -hits 1000 -encoder SpladePlusPlusEnsembleDistil
+    results:
+      nDCG@10:
+        - 0.3167
+      R@100:
+        - 0.6360
+      R@1000:
+        - 0.8710
diff --git a/src/main/resources/regression/beir-v1.0.0-cqadupstack-wordpress-splade-pp-ed-onnx.yaml b/src/main/resources/regression/beir-v1.0.0-cqadupstack-wordpress-splade-pp-ed-onnx.yaml
new file mode 100644
index 0000000000..2700cf00c6
--- /dev/null
+++ b/src/main/resources/regression/beir-v1.0.0-cqadupstack-wordpress-splade-pp-ed-onnx.yaml
@@ -0,0 +1,55 @@
+---
+corpus: beir-v1.0.0-cqadupstack-wordpress-splade-pp-ed
+corpus_path: collections/beir-v1.0.0/splade-pp-ed/cqadupstack-wordpress
+
+index_path: indexes/lucene-index.beir-v1.0.0-cqadupstack-wordpress-splade-pp-ed/
+collection_class: JsonVectorCollection
+generator_class: DefaultLuceneDocumentGenerator
+index_threads: 16
+index_options: -impact -pretokenized
+index_stats:
+  documents: 48605
+  documents (non-empty): 48605
+  total terms: 257594340
+
+metrics:
+  - metric: nDCG@10
+    command: target/appassembler/bin/trec_eval
+    params: -c -m ndcg_cut.10
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@100
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.100
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@1000
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.1000
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+
+topic_reader: TsvString
+topics:
+  - name: "BEIR (v1.0.0): CQADupStack-wordpress"
+    id: test
+    path: topics.beir-v1.0.0-cqadupstack-wordpress.test.tsv.gz
+    qrel: qrels.beir-v1.0.0-cqadupstack-wordpress.test.txt
+
+models:
+  - name: splade-pp-ed
+    display: SPLADE++ (CoCondenser-EnsembleDistil)
+    params: -impact -pretokenized -removeQuery -hits 1000 -encoder SpladePlusPlusEnsembleDistil
+    results:
+      nDCG@10:
+        - 0.2733
+      R@100:
+        - 0.5945
+      R@1000:
+        - 0.7924
diff --git a/src/main/resources/regression/beir-v1.0.0-dbpedia-entity-splade-pp-ed-onnx.yaml b/src/main/resources/regression/beir-v1.0.0-dbpedia-entity-splade-pp-ed-onnx.yaml
new file mode 100644
index 0000000000..1f6ec7115c
--- /dev/null
+++ b/src/main/resources/regression/beir-v1.0.0-dbpedia-entity-splade-pp-ed-onnx.yaml
@@ -0,0 +1,55 @@
+---
+corpus: beir-v1.0.0-dbpedia-entity-splade-pp-ed
+corpus_path: collections/beir-v1.0.0/splade-pp-ed/dbpedia-entity
+
+index_path: indexes/lucene-index.beir-v1.0.0-dbpedia-entity-splade-pp-ed/
+collection_class: JsonVectorCollection
+generator_class: DefaultLuceneDocumentGenerator
+index_threads: 16
+index_options: -impact -pretokenized
+index_stats:
+  documents: 4635922
+  documents (non-empty): 4635922
+  total terms: 22302972729
+
+metrics:
+  - metric: nDCG@10
+    command: target/appassembler/bin/trec_eval
+    params: -c -m ndcg_cut.10
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@100
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.100
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@1000
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.1000
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+
+topic_reader: TsvString
+topics:
+  - name: "BEIR (v1.0.0): DBPedia"
+    id: test
+    path: topics.beir-v1.0.0-dbpedia-entity.test.tsv.gz
+    qrel: qrels.beir-v1.0.0-dbpedia-entity.test.txt
+
+models:
+  - name: splade-pp-ed
+    display: SPLADE++ (CoCondenser-EnsembleDistil)
+    params: -impact -pretokenized -removeQuery -hits 1000 -encoder SpladePlusPlusEnsembleDistil
+    results:
+      nDCG@10:
+        - 0.4366
+      R@100:
+        - 0.5624
+      R@1000:
+        - 0.7838
diff --git a/src/main/resources/regression/beir-v1.0.0-fever-splade-pp-ed-onnx.yaml b/src/main/resources/regression/beir-v1.0.0-fever-splade-pp-ed-onnx.yaml
new file mode 100644
index 0000000000..0c6f5f8cce
--- /dev/null
+++ b/src/main/resources/regression/beir-v1.0.0-fever-splade-pp-ed-onnx.yaml
@@ -0,0 +1,55 @@
+---
+corpus: beir-v1.0.0-fever-splade-pp-ed
+corpus_path: collections/beir-v1.0.0/splade-pp-ed/fever
+
+index_path: indexes/lucene-index.beir-v1.0.0-fever-splade-pp-ed/
+collection_class: JsonVectorCollection
+generator_class: DefaultLuceneDocumentGenerator
+index_threads: 16
+index_options: -impact -pretokenized
+index_stats:
+  documents: 5416593
+  documents (non-empty): 5416593
+  total terms: 28498465299
+
+metrics:
+  - metric: nDCG@10
+    command: target/appassembler/bin/trec_eval
+    params: -c -m ndcg_cut.10
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@100
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.100
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@1000
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.1000
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+
+topic_reader: TsvString
+topics:
+  - name: "BEIR (v1.0.0): FEVER"
+    id: test
+    path: topics.beir-v1.0.0-fever.test.tsv.gz
+    qrel: qrels.beir-v1.0.0-fever.test.txt
+
+models:
+  - name: splade-pp-ed
+    display: SPLADE++ (CoCondenser-EnsembleDistil)
+    params: -impact -pretokenized -removeQuery -hits 1000 -encoder SpladePlusPlusEnsembleDistil
+    results:
+      nDCG@10:
+        - 0.7882
+      R@100:
+        - 0.9459
+      R@1000:
+        - 0.9660
diff --git a/src/main/resources/regression/beir-v1.0.0-fiqa-splade-pp-ed-onnx.yaml b/src/main/resources/regression/beir-v1.0.0-fiqa-splade-pp-ed-onnx.yaml
new file mode 100644
index 0000000000..f51052113a
--- /dev/null
+++ b/src/main/resources/regression/beir-v1.0.0-fiqa-splade-pp-ed-onnx.yaml
@@ -0,0 +1,55 @@
+---
+corpus: beir-v1.0.0-fiqa-splade-pp-ed
+corpus_path: collections/beir-v1.0.0/splade-pp-ed/fiqa
+
+index_path: indexes/lucene-index.beir-v1.0.0-fiqa-splade-pp-ed/
+collection_class: JsonVectorCollection
+generator_class: DefaultLuceneDocumentGenerator
+index_threads: 16
+index_options: -impact -pretokenized
+index_stats:
+  documents: 57638
+  documents (non-empty): 57638
+  total terms: 342348959
+
+metrics:
+  - metric: nDCG@10
+    command: target/appassembler/bin/trec_eval
+    params: -c -m ndcg_cut.10
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@100
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.100
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@1000
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.1000
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+
+topic_reader: TsvString
+topics:
+  - name: "BEIR (v1.0.0): FiQA-2018"
+    id: test
+    path: topics.beir-v1.0.0-fiqa.test.tsv.gz
+    qrel: qrels.beir-v1.0.0-fiqa.test.txt
+
+models:
+  - name: splade-pp-ed
+    display: SPLADE++ (CoCondenser-EnsembleDistil)
+    params: -impact -pretokenized -removeQuery -hits 1000 -encoder SpladePlusPlusEnsembleDistil
+    results:
+      nDCG@10:
+        - 0.3475
+      R@100:
+        - 0.6314
+      R@1000:
+        - 0.8392
diff --git a/src/main/resources/regression/beir-v1.0.0-hotpotqa-splade-pp-ed-onnx.yaml b/src/main/resources/regression/beir-v1.0.0-hotpotqa-splade-pp-ed-onnx.yaml
new file mode 100644
index 0000000000..9edb22d487
--- /dev/null
+++ b/src/main/resources/regression/beir-v1.0.0-hotpotqa-splade-pp-ed-onnx.yaml
@@ -0,0 +1,55 @@
+---
+corpus: beir-v1.0.0-hotpotqa-splade-pp-ed
+corpus_path: collections/beir-v1.0.0/splade-pp-ed/hotpotqa
+
+index_path: indexes/lucene-index.beir-v1.0.0-hotpotqa-splade-pp-ed/
+collection_class: JsonVectorCollection
+generator_class: DefaultLuceneDocumentGenerator
+index_threads: 16
+index_options: -impact -pretokenized
+index_stats:
+  documents: 5233329
+  documents (non-empty): 5233329
+  total terms: 23736328387
+
+metrics:
+  - metric: nDCG@10
+    command: target/appassembler/bin/trec_eval
+    params: -c -m ndcg_cut.10
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@100
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.100
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@1000
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.1000
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+
+topic_reader: TsvString
+topics:
+  - name: "BEIR (v1.0.0): HotpotQA"
+    id: test
+    path: topics.beir-v1.0.0-hotpotqa.test.tsv.gz
+    qrel: qrels.beir-v1.0.0-hotpotqa.test.txt
+
+models:
+  - name: splade-pp-ed
+    display: SPLADE++ (CoCondenser-EnsembleDistil)
+    params: -impact -pretokenized -removeQuery -hits 1000 -encoder SpladePlusPlusEnsembleDistil
+    results:
+      nDCG@10:
+        - 0.6868
+      R@100:
+        - 0.8177
+      R@1000:
+        - 0.8952
diff --git a/src/main/resources/regression/beir-v1.0.0-nfcorpus-splade-pp-ed-onnx.yaml b/src/main/resources/regression/beir-v1.0.0-nfcorpus-splade-pp-ed-onnx.yaml
new file mode 100644
index 0000000000..2098eddae6
--- /dev/null
+++ b/src/main/resources/regression/beir-v1.0.0-nfcorpus-splade-pp-ed-onnx.yaml
@@ -0,0 +1,55 @@
+---
+corpus: beir-v1.0.0-nfcorpus-splade-pp-ed
+corpus_path: collections/beir-v1.0.0/splade-pp-ed/nfcorpus
+
+index_path: indexes/lucene-index.beir-v1.0.0-nfcorpus-splade-pp-ed/
+collection_class: JsonVectorCollection
+generator_class: DefaultLuceneDocumentGenerator
+index_threads: 16
+index_options: -impact -pretokenized
+index_stats:
+  documents: 3633
+  documents (non-empty): 3633
+  total terms: 30711150
+
+metrics:
+  - metric: nDCG@10
+    command: target/appassembler/bin/trec_eval
+    params: -c -m ndcg_cut.10
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@100
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.100
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@1000
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.1000
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+
+topic_reader: TsvString
+topics:
+  - name: "BEIR (v1.0.0): NFCorpus"
+    id: test
+    path: topics.beir-v1.0.0-nfcorpus.test.tsv.gz
+    qrel: qrels.beir-v1.0.0-nfcorpus.test.txt
+
+models:
+  - name: splade-pp-ed
+    display: SPLADE++ (CoCondenser-EnsembleDistil)
+    params: -impact -pretokenized -removeQuery -hits 1000 -encoder SpladePlusPlusEnsembleDistil
+    results:
+      nDCG@10:
+        - 0.3470
+      R@100:
+        - 0.2844
+      R@1000:
+        - 0.5925
diff --git a/src/main/resources/regression/beir-v1.0.0-nq-splade-pp-ed-onnx.yaml b/src/main/resources/regression/beir-v1.0.0-nq-splade-pp-ed-onnx.yaml
new file mode 100644
index 0000000000..557e4060d0
--- /dev/null
+++ b/src/main/resources/regression/beir-v1.0.0-nq-splade-pp-ed-onnx.yaml
@@ -0,0 +1,55 @@
+---
+corpus: beir-v1.0.0-nq-splade-pp-ed
+corpus_path: collections/beir-v1.0.0/splade-pp-ed/nq
+
+index_path: indexes/lucene-index.beir-v1.0.0-nq-splade-pp-ed/
+collection_class: JsonVectorCollection
+generator_class: DefaultLuceneDocumentGenerator
+index_threads: 16
+index_options: -impact -pretokenized
+index_stats:
+  documents: 2681468
+  documents (non-empty): 2681468
+  total terms: 15061905296
+
+metrics:
+  - metric: nDCG@10
+    command: target/appassembler/bin/trec_eval
+    params: -c -m ndcg_cut.10
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@100
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.100
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@1000
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.1000
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+
+topic_reader: TsvString
+topics:
+  - name: "BEIR (v1.0.0): NQ"
+    id: test
+    path: topics.beir-v1.0.0-nq.test.tsv.gz
+    qrel: qrels.beir-v1.0.0-nq.test.txt
+
+models:
+  - name: splade-pp-ed
+    display: SPLADE++ (CoCondenser-EnsembleDistil)
+    params: -impact -pretokenized -removeQuery -hits 1000 -encoder SpladePlusPlusEnsembleDistil
+    results:
+      nDCG@10:
+        - 0.5378
+      R@100:
+        - 0.9296
+      R@1000:
+        - 0.9839
diff --git a/src/main/resources/regression/beir-v1.0.0-quora-splade-pp-ed-onnx.yaml b/src/main/resources/regression/beir-v1.0.0-quora-splade-pp-ed-onnx.yaml
new file mode 100644
index 0000000000..7ce7082891
--- /dev/null
+++ b/src/main/resources/regression/beir-v1.0.0-quora-splade-pp-ed-onnx.yaml
@@ -0,0 +1,55 @@
+---
+corpus: beir-v1.0.0-quora-splade-pp-ed
+corpus_path: collections/beir-v1.0.0/splade-pp-ed/quora
+
+index_path: indexes/lucene-index.beir-v1.0.0-quora-splade-pp-ed/
+collection_class: JsonVectorCollection
+generator_class: DefaultLuceneDocumentGenerator
+index_threads: 16
+index_options: -impact -pretokenized
+index_stats:
+  documents: 522931
+  documents (non-empty): 522931
+  total terms: 1064938611
+
+metrics:
+  - metric: nDCG@10
+    command: target/appassembler/bin/trec_eval
+    params: -c -m ndcg_cut.10
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@100
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.100
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@1000
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.1000
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+
+topic_reader: TsvString
+topics:
+  - name: "BEIR (v1.0.0): Quora"
+    id: test
+    path: topics.beir-v1.0.0-quora.test.tsv.gz
+    qrel: qrels.beir-v1.0.0-quora.test.txt
+
+models:
+  - name: splade-pp-ed
+    display: SPLADE++ (CoCondenser-EnsembleDistil)
+    params: -impact -pretokenized -removeQuery -hits 1000 -encoder SpladePlusPlusEnsembleDistil
+    results:
+      nDCG@10:
+        - 0.8343
+      R@100:
+        - 0.9863
+      R@1000:
+        - 0.9989
diff --git a/src/main/resources/regression/beir-v1.0.0-robust04-splade-pp-ed-onnx.yaml b/src/main/resources/regression/beir-v1.0.0-robust04-splade-pp-ed-onnx.yaml
new file mode 100644
index 0000000000..8b5e3f6e6e
--- /dev/null
+++ b/src/main/resources/regression/beir-v1.0.0-robust04-splade-pp-ed-onnx.yaml
@@ -0,0 +1,55 @@
+---
+corpus: beir-v1.0.0-robust04-splade-pp-ed
+corpus_path: collections/beir-v1.0.0/splade-pp-ed/robust04
+
+index_path: indexes/lucene-index.beir-v1.0.0-robust04-splade-pp-ed/
+collection_class: JsonVectorCollection
+generator_class: DefaultLuceneDocumentGenerator
+index_threads: 16
+index_options: -impact -pretokenized
+index_stats:
+  documents: 528155
+  documents (non-empty): 528155
+  total terms: 4818025575
+
+metrics:
+  - metric: nDCG@10
+    command: target/appassembler/bin/trec_eval
+    params: -c -m ndcg_cut.10
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@100
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.100
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@1000
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.1000
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+
+topic_reader: TsvString
+topics:
+  - name: "BEIR (v1.0.0): Robust04"
+    id: test
+    path: topics.beir-v1.0.0-robust04.test.tsv.gz
+    qrel: qrels.beir-v1.0.0-robust04.test.txt
+
+models:
+  - name: splade-pp-ed
+    display: SPLADE++ (CoCondenser-EnsembleDistil)
+    params: -impact -pretokenized -removeQuery -hits 1000 -encoder SpladePlusPlusEnsembleDistil
+    results:
+      nDCG@10:
+        - 0.4679
+      R@100:
+        - 0.3850
+      R@1000:
+        - 0.6228
diff --git a/src/main/resources/regression/beir-v1.0.0-scidocs-splade-pp-ed-onnx.yaml b/src/main/resources/regression/beir-v1.0.0-scidocs-splade-pp-ed-onnx.yaml
new file mode 100644
index 0000000000..1ed220574d
--- /dev/null
+++ b/src/main/resources/regression/beir-v1.0.0-scidocs-splade-pp-ed-onnx.yaml
@@ -0,0 +1,55 @@
+---
+corpus: beir-v1.0.0-scidocs-splade-pp-ed
+corpus_path: collections/beir-v1.0.0/splade-pp-ed/scidocs
+
+index_path: indexes/lucene-index.beir-v1.0.0-scidocs-splade-pp-ed/
+collection_class: JsonVectorCollection
+generator_class: DefaultLuceneDocumentGenerator
+index_threads: 16
+index_options: -impact -pretokenized
+index_stats:
+  documents: 25657
+  documents (non-empty): 25657
+  total terms: 192911913
+
+metrics:
+  - metric: nDCG@10
+    command: target/appassembler/bin/trec_eval
+    params: -c -m ndcg_cut.10
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@100
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.100
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@1000
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.1000
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+
+topic_reader: TsvString
+topics:
+  - name: "BEIR (v1.0.0): SCIDOCS"
+    id: test
+    path: topics.beir-v1.0.0-scidocs.test.tsv.gz
+    qrel: qrels.beir-v1.0.0-scidocs.test.txt
+
+models:
+  - name: splade-pp-ed
+    display: SPLADE++ (CoCondenser-EnsembleDistil)
+    params: -impact -pretokenized -removeQuery -hits 1000 -encoder SpladePlusPlusEnsembleDistil
+    results:
+      nDCG@10:
+        - 0.1591
+      R@100:
+        - 0.3730
+      R@1000:
+        - 0.6016
diff --git a/src/main/resources/regression/beir-v1.0.0-scifact-splade-pp-ed-onnx.yaml b/src/main/resources/regression/beir-v1.0.0-scifact-splade-pp-ed-onnx.yaml
new file mode 100644
index 0000000000..734ee472bf
--- /dev/null
+++ b/src/main/resources/regression/beir-v1.0.0-scifact-splade-pp-ed-onnx.yaml
@@ -0,0 +1,55 @@
+---
+corpus: beir-v1.0.0-scifact-splade-pp-ed
+corpus_path: collections/beir-v1.0.0/splade-pp-ed/scifact
+
+index_path: indexes/lucene-index.beir-v1.0.0-scifact-splade-pp-ed/
+collection_class: JsonVectorCollection
+generator_class: DefaultLuceneDocumentGenerator
+index_threads: 16
+index_options: -impact -pretokenized
+index_stats:
+  documents: 5183
+  documents (non-empty): 5183
+  total terms: 47317323
+
+metrics:
+  - metric: nDCG@10
+    command: target/appassembler/bin/trec_eval
+    params: -c -m ndcg_cut.10
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@100
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.100
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@1000
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.1000
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+
+topic_reader: TsvString
+topics:
+  - name: "BEIR (v1.0.0): SciFact"
+    id: test
+    path: topics.beir-v1.0.0-scifact.test.tsv.gz
+    qrel: qrels.beir-v1.0.0-scifact.test.txt
+
+models:
+  - name: splade-pp-ed
+    display: SPLADE++ (CoCondenser-EnsembleDistil)
+    params: -impact -pretokenized -removeQuery -hits 1000 -encoder SpladePlusPlusEnsembleDistil
+    results:
+      nDCG@10:
+        - 0.7041
+      R@100:
+        - 0.9353
+      R@1000:
+        - 0.9867
diff --git a/src/main/resources/regression/beir-v1.0.0-signal1m-splade-pp-ed-onnx.yaml b/src/main/resources/regression/beir-v1.0.0-signal1m-splade-pp-ed-onnx.yaml
new file mode 100644
index 0000000000..2e574314b7
--- /dev/null
+++ b/src/main/resources/regression/beir-v1.0.0-signal1m-splade-pp-ed-onnx.yaml
@@ -0,0 +1,55 @@
+---
+corpus: beir-v1.0.0-signal1m-splade-pp-ed
+corpus_path: collections/beir-v1.0.0/splade-pp-ed/signal1m
+
+index_path: indexes/lucene-index.beir-v1.0.0-signal1m-splade-pp-ed/
+collection_class: JsonVectorCollection
+generator_class: DefaultLuceneDocumentGenerator
+index_threads: 16
+index_options: -impact -pretokenized
+index_stats:
+  documents: 2866316
+  documents (non-empty): 2866316
+  total terms: 8237410263
+
+metrics:
+  - metric: nDCG@10
+    command: target/appassembler/bin/trec_eval
+    params: -c -m ndcg_cut.10
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@100
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.100
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@1000
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.1000
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+
+topic_reader: TsvString
+topics:
+  - name: "BEIR (v1.0.0): Signal-1M"
+    id: test
+    path: topics.beir-v1.0.0-signal1m.test.tsv.gz
+    qrel: qrels.beir-v1.0.0-signal1m.test.txt
+
+models:
+  - name: splade-pp-ed
+    display: SPLADE++ (CoCondenser-EnsembleDistil)
+    params: -impact -pretokenized -removeQuery -hits 1000 -encoder SpladePlusPlusEnsembleDistil
+    results:
+      nDCG@10:
+        - 0.3008
+      R@100:
+        - 0.3398
+      R@1000:
+        - 0.5492
diff --git a/src/main/resources/regression/beir-v1.0.0-trec-covid-splade-pp-ed-onnx.yaml b/src/main/resources/regression/beir-v1.0.0-trec-covid-splade-pp-ed-onnx.yaml
new file mode 100644
index 0000000000..78ea3a29bc
--- /dev/null
+++ b/src/main/resources/regression/beir-v1.0.0-trec-covid-splade-pp-ed-onnx.yaml
@@ -0,0 +1,55 @@
+---
+corpus: beir-v1.0.0-trec-covid-splade-pp-ed
+corpus_path: collections/beir-v1.0.0/splade-pp-ed/trec-covid
+
+index_path: indexes/lucene-index.beir-v1.0.0-trec-covid-splade-pp-ed/
+collection_class: JsonVectorCollection
+generator_class: DefaultLuceneDocumentGenerator
+index_threads: 16
+index_options: -impact -pretokenized
+index_stats:
+  documents: 171332
+  documents (non-empty): 171332
+  total terms: 1206882333
+
+metrics:
+  - metric: nDCG@10
+    command: target/appassembler/bin/trec_eval
+    params: -c -m ndcg_cut.10
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@100
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.100
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@1000
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.1000
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+
+topic_reader: TsvString
+topics:
+  - name: "BEIR (v1.0.0): TREC-COVID"
+    id: test
+    path: topics.beir-v1.0.0-trec-covid.test.tsv.gz
+    qrel: qrels.beir-v1.0.0-trec-covid.test.txt
+
+models:
+  - name: splade-pp-ed
+    display: SPLADE++ (CoCondenser-EnsembleDistil)
+    params: -impact -pretokenized -removeQuery -hits 1000 -encoder SpladePlusPlusEnsembleDistil
+    results:
+      nDCG@10:
+        - 0.7274
+      R@100:
+        - 0.1282
+      R@1000:
+        - 0.4441
diff --git a/src/main/resources/regression/beir-v1.0.0-trec-news-splade-pp-ed-onnx.yaml b/src/main/resources/regression/beir-v1.0.0-trec-news-splade-pp-ed-onnx.yaml
new file mode 100644
index 0000000000..4b9a2b42a0
--- /dev/null
+++ b/src/main/resources/regression/beir-v1.0.0-trec-news-splade-pp-ed-onnx.yaml
@@ -0,0 +1,55 @@
+---
+corpus: beir-v1.0.0-trec-news-splade-pp-ed
+corpus_path: collections/beir-v1.0.0/splade-pp-ed/trec-news
+
+index_path: indexes/lucene-index.beir-v1.0.0-trec-news-splade-pp-ed/
+collection_class: JsonVectorCollection
+generator_class: DefaultLuceneDocumentGenerator
+index_threads: 16
+index_options: -impact -pretokenized
+index_stats:
+  documents: 594977
+  documents (non-empty): 594977
+  total terms: 5190619991
+
+metrics:
+  - metric: nDCG@10
+    command: target/appassembler/bin/trec_eval
+    params: -c -m ndcg_cut.10
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@100
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.100
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@1000
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.1000
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+
+topic_reader: TsvString
+topics:
+  - name: "BEIR (v1.0.0): TREC-NEWS"
+    id: test
+    path: topics.beir-v1.0.0-trec-news.test.tsv.gz
+    qrel: qrels.beir-v1.0.0-trec-news.test.txt
+
+models:
+  - name: splade-pp-ed
+    display: SPLADE++ (CoCondenser-EnsembleDistil)
+    params: -impact -pretokenized -removeQuery -hits 1000 -encoder SpladePlusPlusEnsembleDistil
+    results:
+      nDCG@10:
+        - 0.4152
+      R@100:
+        - 0.4414
+      R@1000:
+        - 0.7060
diff --git a/src/main/resources/regression/beir-v1.0.0-webis-touche2020-splade-pp-ed-onnx.yaml b/src/main/resources/regression/beir-v1.0.0-webis-touche2020-splade-pp-ed-onnx.yaml
new file mode 100644
index 0000000000..9ba018617d
--- /dev/null
+++ b/src/main/resources/regression/beir-v1.0.0-webis-touche2020-splade-pp-ed-onnx.yaml
@@ -0,0 +1,55 @@
+---
+corpus: beir-v1.0.0-webis-touche2020-splade-pp-ed
+corpus_path: collections/beir-v1.0.0/splade-pp-ed/webis-touche2020
+
+index_path: indexes/lucene-index.beir-v1.0.0-webis-touche2020-splade-pp-ed/
+collection_class: JsonVectorCollection
+generator_class: DefaultLuceneDocumentGenerator
+index_threads: 16
+index_options: -impact -pretokenized
+index_stats:
+  documents: 382545
+  documents (non-empty): 382545
+  total terms: 2275005818
+
+metrics:
+  - metric: nDCG@10
+    command: target/appassembler/bin/trec_eval
+    params: -c -m ndcg_cut.10
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@100
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.100
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+  - metric: R@1000
+    command: target/appassembler/bin/trec_eval
+    params: -c -m recall.1000
+    separator: "\t"
+    parse_index: 2
+    metric_precision: 4
+    can_combine: false
+
+topic_reader: TsvString
+topics:
+  - name: "BEIR (v1.0.0): Webis-Touche2020"
+    id: test
+    path: topics.beir-v1.0.0-webis-touche2020.test.tsv.gz
+    qrel: qrels.beir-v1.0.0-webis-touche2020.test.txt
+
+models:
+  - name: splade-pp-ed
+    display: SPLADE++ (CoCondenser-EnsembleDistil)
+    params: -impact -pretokenized -removeQuery -hits 1000 -encoder SpladePlusPlusEnsembleDistil
+    results:
+      nDCG@10:
+        - 0.2468
+      R@100:
+        - 0.4715
+      R@1000:
+        - 0.8191