regression.dl20-passage.yaml Maven / Gradle / Ivy

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---
corpus: msmarco-passage
corpus_path: collections/msmarco/passage/

index_path: indexes/lucene-index.msmarco-passage/
collection_class: JsonCollection
generator_class: DefaultLuceneDocumentGenerator
index_threads: 9
index_options: -storePositions -storeDocvectors -storeRaw
index_stats:
  documents: 8841823
  documents (non-empty): 8841823
  total terms: 352316036

metrics:
  - metric: AP@1000
    command: tools/eval/trec_eval.9.0.4/trec_eval
    params: -m map -c -l 2
    separator: "\t"
    parse_index: 2
    metric_precision: 4
    can_combine: false
  - metric: nDCG@10
    command: tools/eval/trec_eval.9.0.4/trec_eval
    params: -m ndcg_cut.10 -c
    separator: "\t"
    parse_index: 2
    metric_precision: 4
    can_combine: false
  - metric: R@100
    command: tools/eval/trec_eval.9.0.4/trec_eval
    params: -m recall.100 -c -l 2
    separator: "\t"
    parse_index: 2
    metric_precision: 4
    can_combine: false
  - metric: R@1000
    command: tools/eval/trec_eval.9.0.4/trec_eval
    params: -m recall.1000 -c -l 2
    separator: "\t"
    parse_index: 2
    metric_precision: 4
    can_combine: false

topic_reader: TsvInt
topic_root: src/main/resources/topics-and-qrels/
qrels_root: src/main/resources/topics-and-qrels/
topics:
  - name: "[DL20 (Passage)](https://trec.nist.gov/data/deep2020.html)"
    id: dl20
    path: topics.dl20.txt
    qrel: qrels.dl20-passage.txt

models:
  - name: bm25-default
    display: BM25 (default)
    params: -bm25
    results:
      AP@1000:
        - 0.2856
      nDCG@10:
        - 0.4796
      R@100:
        - 0.5599
      R@1000:
        - 0.7863
  - name: bm25-default+rm3
    display: +RM3
    params: -bm25 -rm3
    results:
      AP@1000:
        - 0.3006
      nDCG@10:
        - 0.4896
      R@100:
        - 0.6182
      R@1000:
        - 0.8236
  - name: bm25-default+rocchio
    display: +Rocchio
    params: -bm25 -rocchio
    results:
      AP@1000:
        - 0.3115
      nDCG@10:
        - 0.4910
      R@100:
        - 0.5891
      R@1000:
        - 0.8156
  - name: bm25-default+rocchio-neg
    display: +Rocchio*
    params: -bm25 -rocchio -rocchio.useNegative -rerankCutoff 1000
    results:
      AP@1000:
        - 0.3109
      nDCG@10:
        - 0.4817
      R@100:
        - 0.6056
      R@1000:
        - 0.8229
  - name: bm25-default+ax
    display: +Ax
    params: -bm25 -axiom -axiom.deterministic -rerankCutoff 20
    results:
      AP@1000:
        - 0.3240
      nDCG@10:
        - 0.4834
      R@100:
        - 0.6428
      R@1000:
        - 0.8483
  - name: bm25-default+prf
    display: +PRF
    params: -bm25 -bm25prf
    results:
      AP@1000:
        - 0.3117
      nDCG@10:
        - 0.4721
      R@100:
        - 0.5783
      R@1000:
        - 0.8074
  - name: bm25-tuned
    display: BM25 (tuned)
    params: -bm25 -bm25.k1 0.82 -bm25.b 0.68
    results:
      AP@1000:
        - 0.2876
      nDCG@10:
        - 0.4876
      R@100:
        - 0.5669
      R@1000:
        - 0.8031
  - name: bm25-tuned+rm3
    display: +RM3
    params: -bm25 -bm25.k1 0.82 -bm25.b 0.68 -rm3
    results:
      AP@1000:
        - 0.3017
      nDCG@10:
        - 0.4924
      R@100:
        - 0.6286
      R@1000:
        - 0.8292
  - name: bm25-tuned+rocchio
    display: +Rocchio
    params: -bm25 -bm25.k1 0.82 -bm25.b 0.68 -rocchio
    results:
      AP@1000:
        - 0.3120
      nDCG@10:
        - 0.4908
      R@100:
        - 0.6043
      R@1000:
        - 0.8327
  - name: bm25-tuned+rocchio-neg
    display: +Rocchio*
    params: -bm25 -bm25.k1 0.82 -bm25.b 0.68 -rocchio -rocchio.useNegative -rerankCutoff 1000
    results:
      AP@1000:
        - 0.3119
      nDCG@10:
        - 0.4922
      R@100:
        - 0.6176
      R@1000:
        - 0.8354
  - name: bm25-tuned+ax
    display: +Ax
    params: -bm25 -bm25.k1 0.82 -bm25.b 0.68 -axiom -axiom.deterministic -rerankCutoff 20
    results:
      AP@1000:
        - 0.3322
      nDCG@10:
        - 0.5027
      R@100:
        - 0.6468
      R@1000:
        - 0.8455
  - name: bm25-tuned+prf
    display: +PRF
    params: -bm25 -bm25.k1 0.82 -bm25.b 0.68 -bm25prf
    results:
      AP@1000:
        - 0.3136
      nDCG@10:
        - 0.4788
      R@100:
        - 0.5782
      R@1000:
        - 0.8121